Asia Pacific Industrial Engineeringand Management Society

Asia Pacific Industrial Engineeringand Management Society

Asia Pacific Industrial EngineeringAsia Pacific Industrial Engineeringand Management Society

APIEMS 2019

2-5 December 2019

The 20th Asia Pacific Industrial Engineering and Management Systems~ Reexamining the role of IE/MS beyond 2020 ~

APIEMS 2019Proceeding

Proceedings of the 20th Asia Pacific Industrial Engineering and Management System

Conference 2018, Kanazawa, 2-5 December 2019

ISBN: 978-4-924861-53-4

Abstracting and non-profit use of the material are permitted with credit to the source.

Instructors are permitted to photocopy isolated articles for non-commercial use without fee.

The authors have the right to republish, in whole or in part, in any publication of which they

are authors or editors, and to make other personal use of the work. Any republication or

personal use of the work must explicitly identify prior publication in Proceeding of Papers (on

USB disk) of the 20th Asia Pacific Industrial Engineering and Management System

Conference 2019

Proceeding of Papers (on USB disk) of the 20th Asia Pacific Industrial Engineering and

Management System Conference 2019

Copyright © 2019 By the Asia Pacific Industrial Engineering and Management Society

All rights served.

All papers in the proceedings have been peer reviewed by panels from the respective fields.

1

Proceedings of APIEMS 2019 -Reexamining the role of IE/MS beyond 2020-

Table of Contents

Message from the Conference General Chair 3

Message from the APIEMS President 5

Conference Committee 7

Conference Program 8

Floor Plan 10

Keynote Speech 12

Sessions and Presentations 30

Session Papers 54

Author Index 1043

Participant Index 1064

2

Message from the General Chair

Welcome to the 20th Asia Pacific Industrial Engineering

and Management Society (APIEMS 2019), and welcome

back to Kanazawa, Japan. APIEMS held its first workshop

in Daejeon Korea and Beijing China in 1998. Then the

second workshop, in the form of academic conference, was

held in Kanazawa in 1999. Along with the growth of

participating countries and regions, together with the

increase of paper submissions and participants, APIEMS is

now representing the front edge of academic research in IE/MS field in this region. APIEMS

conference sites cover such countries as China, Philippines, Thailand, Australia, Indonesia,

Taiwan, Korea, Malaysia, and Vietnam. Japan happens to have hosted the conference in

1999, and 2009 (in Kita-Kyusu), and again 2019 in Kanazawa, implying it comes back to

Japan every 10 years.

This year the theme of the conference is “Reexamining the role of IE/MS beyond 2020.”

Everyone will agree that Asia Pacific is the region of high prosperity and growth in the globe,

and IE/MS is required to play a fundamental role to support the growth. At the same time,

we need to once step back and re-think about future issues in the region and in the field of

IE/MS. Although a single word of “Asia Pacific” may sound familiar to many of us, we all

should be aware that the region is with big variety. Each country has difference language,

culture, history as well, and economic issues are highly country-dependent. Therefore, we

should always be aware of the balance between countries before talking about Asia Pacific

in an aggregative manner. In today's world of accelerated globalization, we should pay

attention to the issue of globalization versus localization. This is the first intention why the

theme is set around “re-examination.”

At the same time, along with the evolution of technology especially related to information

areas, the role of IE/MS also needs to be re-examined. Academic research tends to focus on

narrow and specific details, though, IE/MS should contribute to the growth and

sustainability of the society. Beyond the role of tools to solve well-organized problems,

creative role to find and identify problems/issues is expected to IE/MS. In this regard, the

3

conference is expected to be the opportunity to re-think the future role of IE/MS from

various countries in this region. Enriched communication and collaborative opportunities

should be provided at Kanazawa.

I would like to express sincere gratitude to all members who have supported this conference,

with special remark to the Japan Industrial Management Association (JIMA), international

advisory members, APIEMS board members, program committee and organizing

committee members. Without their dedication and support, we could not enjoy this

opportunity of collaboration.

I wish each and everyone of you enjoyable stay in Kanazawa and fruitful discussion for the

future of APIEMS.

Hirokazu Kono

General Chair, APIEMS 2019

Professor of Operations Management

Graduate School of Business Administration, Keio University

4

Message from the APIEMS President

It is my distinct honor and privilege to warmly welcome all

participants to 2019 APIEMS, on behalf of the Asia Pacific

Industrial Engineering and Management Society (APIEMS). We

have held the APIEMS conferences twenty times, and many of

the participants attending the previous APIEMS conferences

realize how successful the conferences were in providing a

platform of communication among researchers and academicians

in the Asia Pacific Rim and other parts of the world. This is in

line with the purposes of the establishment of the APIEMS, stated in the constitution, i. e., “to

promote the dissemination of knowledge and information relating to Industrial Engineering and

Management by means of meeting, publications, giving awards and related activities,” and “to

promote mutual interaction and cooperation among the professional organizations and staffs,

related to Industrial Engineering and Management discipline in the Asia Pacific Rim and in the

world.” I would take this opportunity to express my sincere gratitude to all the loyal participants

and authors who have attended and submitted excellent papers about their work to the conferences,

without them the APIEMS conferences could not be held continuously.

Furthermore, I would like to convey my appreciation and congratulation to Prof. Hirokazu Kono

of Keio University, the General Conference Chair, and his colleagues who have made 2019

APIEMS conference a complete success. I do hope at this conference all the participants will

experience thought-provoking talks and presentations as well as exchanges of views in various

Industrial Engineering and Management fields of research over the conference days. I also

sincerely hope that all the participants will take advantages of this conference to actively establish

networks and to enhance cooperation among the participants. The network and cooperation can be

strengthened at every APIEMS conference to come. I am sure, a functioning network and

cooperation framework is of great importance as the world is changing very quickly; besides, many

people say, “no one can do everything, but everyone can do something.”

5

Last but not least, I would also like to thank past Presidents and Vice Presidents, fellows, board

members, current Vice Presidents, and President-Elect of the APIEMS for the very considerable,

continuous contributions to the success of APIEMS programs, not only the conference but also

other activities.

I wish you all enjoy Kanazawa and Japan, and I am looking forward to again welcoming you all

at the 2020 APIEMS Conference to be held in India.

Dr. Abdul Hakim Halim

APIEMS President (2019 – 2020)

Professor

Manufacturing Systems Research Group

Industrial Engineering Department

Bandung Institute of Technology

Bandung, INDONESIA

6

COMMITTEE

General Chair:

Hirokazu Kono (Keio University)

International Advisory Committee:

Bernard C. Jiang

Voratas Kachitvichyanukul

Anthony SF Chiu

Erhan Kozan

Hark Hwang

Mitsuo Gen

Kin Keung Lai

Abdul Hakim Halim

Program Committee Chairs:

Kazuyoshi Ishii - Chair (Kanazawa Institute of Technology)

Katsuhiko Takahashi - Vice chair (Hiroshima University)

Takashi Irohara (Sophia University)

Kinya Tamaki (Aoyama Gakuin University)

Ken-ichi Nakashima (Waseda University)

Organizing Committee:

Hidetaka Nambo - Chair (Kanazawa University)

Takashi Oyabu - Vice chair (NIHONKAI International Exchange Center)

Ayako Sawada (Hokuriku Gakuin University)

Yuko Shimomura (Kinjo Univeristy)

Hiroyuki Kawabe (Kinjo Univeristy)

Syuichi Seto (Kinjo Collage)

Makoto Nakano (Kanazawa Institute of Technology)

Takahiro Hayashi (Kansai University)

Yasuhiro Ogoshi (Fukui University)

Sakiko Ogoshi (National Institute of Technology, Fukui Collage)

Sei-ichiro Miura(National Institute of Technology, Tokuyama Collage)

7

17:30-20:0018:00-20:00

Room1 Room2 Room3 Room4 Room5 Room6 Room7 Room8Take Fuji Kaze Tsuki Aoi Nishiki Emerald A Emerald B

Keynote Speech 19:30-10:30

Keynote Speech 211:00-12:00

Session 113:20-

15:00(15:15)Healthcare

Metaheuristic/Optimiza

tionTechnique

OS:Perspectives on Data

Analytics 1(JIMA)

SupplyChain

Management1

Data Mining1

SimulationService

Science/Management

LeanManufacturi

ng

295 271 127 36 40 167 190 165158 15 203 45 76 259 142 228102 377 208 180 357 26 154 330157 373 201 291 77 93 24 674 145 94 148 355 332 99 34991 133 319 335 115 356 362 306

376 125 287 307

Session 215:30-

17:10(17:25)

OS: FutureStrategyDesign(JIMA)

OS: Work-life

Balance andServices 1

(JIMA)

OS:Perspectives on Data

Analytics 2(JIMA)

OS:ManagementMathematics1 (JIMA)

Schedulingand

Sequencing1

IndustrialEngineering/Automation

1

TourismManagement

1

Ergonomics/Human

Factor 1

88 8 309 69 160 18 68 6198 75 128 181 322 186 109 134100 105 194 206 169 205 35 161106 199 196 172 202 260 39 248168 233 192 123 382 385 42 361

290 334 384 226 7 221386 323 162

Session 38:20-10:00

QualityEngineering

andManagement

1

Reliabilityand

Maintenance1

Knowledgeand

InformationManagement/Probability

andStatisticalModeling

Data Mining2

Schedulingand

Sequencing2

TourismManagement

2

ManagementInformationSystem/Mana

gementInformationSystem 1

GreenManufacturing/Manageme

nt

114 389 277 351 216 81 136 21996 31 321 191 220 82 73 231288 302 9 156 19 83 268 25454 378 166 266 147 299 242 137120 345 365 108 252 122 207 211177 310 273 374 282 383 364

Session 410:30-

12:10(12:25)

QualityEngineering

andManagement

2

OS: Work-life

Balance andServices 2

(JIMA)

OS:Perspectives on Data

Analytics 3(JIMA)

OS:ManagementMathematics2 (JIMA)

Productionsand

OperationsManagement

1

IndustrialEngineering/Automation

2

ManagementInformationSystem/Mana

gementInformationSystem 2

EngineeringEconomy/Fin

ancialModels

336 132 188 121 193 214 159 103174 163 210 63 71 185 340 104175 170 101 324 72 197 344 4651 338 304 56 85 171 350 34151 366 12 52 272 388 212111 200 119 95 312 303155

Conference Program of The 20th APIEMS 2019

12/2(Mon)Welcome Reception (Hotel Kanazawa, 2F Diamond)Registration (Hotel Kanazawa 2F, Diamond)

12:00-13:20

12/3(Tue)

9:00-9:30 Opening Ceremony

Keynote Speech 2

Coffee Break (5F)

Coffee Break (5F)

Board Meeting(2F, Ougi)

Coffee Break (5F)

Lunch (2F Diamond)

12/4(Wed) 12:10-13:30 Lunch (2F Diamond)

Keynote Speech 1

16:00-17:50

8

Session 513:30-

15:10(15:25)

OperationResearch 1

OS: Work-life

Balance andServices 3

(JIMA)

OS:Perspectives on Data

Analytics 4(JIMA)

OS:ManagementMathematics3 (JIMA)

Productionsand

OperationsManagement

2

Big DataMethodology

andApplication

1

Ergonomics/Human

Factor 2

ArtificialIntelligenc

e 1

84 204 187 89 184 198 118 297263 225 135 30 227 218 139 325359 247 124 32 246 164 140 347255 278 327 20 328 86 144 294370 326 293 152 371 87 285 43131 341 264 90 23 55

235 217 13

Session 615:40-17:20

Ergonomics/Human

Factor 3

OS:Sustainable

SupplyChain

Management1 (JIMA)

LogisticsManagement

SustainableManagement

Productionsand

OperationsManagement

3

Big DataMethodology

andApplication

2

209 179 239 275 48 9714 234 57 274 129 130343 301 331 339 300 387346 305 110 27 238 262229 256 333 317 213

16 286 223

Keynote Speech 317:30-18:30

Session 78:20-10:00(10:15)

Ergonomics/Human

Factor 4

OS:Sustainable

SupplyChain

Management2 (JIMA)

Reliabilityand

Maintenance2

E-business/

InformationTechnology

DecisionModeling/De

cisionSupport

ArtificialIntelligenc

e 2

SupplyChain

Management2

62 21 44 107 363 67 64315 337 112 284 348 153 5230 353 126 244 41 318 24038 375 232 116 195 281 25

245 265 146 292 250251 189 29

352

Session 810:30-12:10

OperationResearch 2

OS:Sustainable

SupplyChain

Management3 (JIMA)

Transportation/Human-Computer

Interaction

ManagemetScience

ProductDesign

SupplyChain

Management3

58 183 78 249 241 21559 276 222 296 258 11224 316 257 17 279 237236 320 49 308 280 283

329 53 37 380 79381 22

12:00-14:00

Keynote Speech 3

Coffee Break (5F)

12/4(Wed)

12/5(Thu)

18:40-20:30 Banquet (2F Diamond)

Lunch (2F Diamond)

Closing Ceremony12:30-13:00

Coffee Break (5F)

9

FLOOR PLAN

Hotel Kanazawa 2F

Welcome Reception, Lunch, Banquet

4F

Opening Ceremony, Keynote Speech, Closing Ceremony

Parallel Sessions

10

5F

Coffee Break

11

Keynote Speech 1

How Big Data can help people with developmental disabilities: as with

Kampo medicine, the treatment formula is different for different individuals

Prof. Chika Mouri (Toyama University, Japan)

People with developmental disabilities (DD) have different problems and skills

in comparison with people in general. It follows, ideally, that the methods for assisting people with DD should be different, i.e., tailor-made to suit each individual. An example of this is seen with Kampo, the Japanese traditional medicine, where the treatment of symptoms varies depending on the individual and his or her situation. However, to best help persons with DD, it is necessary to have a lot of information about that individual. One way to handle this problem is through “big data” analysis, whereby all sorts of information regarding a person’s abilities, likes, dislikes, etc., are assessed.

Etubolab, an organization established in 2018 by my collaborators and me, aims to support individuals with DD, especially in regard to their jobs. Its activities should match Sustainable Development Goals (SDGs) proposed by the United Nations. One of goals of Etubolab is to help people with DD become as financially independent as possible by finding them suitable jobs. People with DD often have special senses and abilities which are not obvious to most people. These abilities are often missed, especially when people with DD cannot communicate well with others. In many cases such abilities can be regarded as unexcavated treasures and seeds for new businesses. In order to identify the abilities of people with DD, and to match them with appropriate jobs, Etubolab focuses on their education and experiences. Once these and other personal data are logged into the database, analysis of it could be helpful in finding a suitable job for each individual. Since our past experience has already suggested that individual support can be successfully adapted to everyone, it can be expected that “big data” analysis can help everyone to find an appropriate job. In my talk, I would like to show the many activities engaged in so far.

12

Examples of activities by Etubolab in 2019

Japanese yam plants growing in the summer of 2019. First-year roots will be

transplanted to a larger field in the coming spring for harvest in the fall of

2020.

Dyeing bags for APIEMS 2019. To reduce the burden on the environment, onionskins

were used as the dyestuff. The tie-dyed patterns symbolize the plum blossom seen

in the family crest used by Maeda clan, whose headquarters during the Edo period

were in

Kanazawa Castle.

13

Keynote Speech 2

From integration to augmentation, from interaction to collaborative control — IE/MS frontiers for future work and factories

Prof. Shimon Y. Nof (Purdue University, USA)

When we study the emerging and amazing future of work and future factories,

with curiosity and with serious intention to be prepared for them, we realize: Humans

must always be in the loop, but differently. There seem to emerge certain role reversals,

with interesting and useful transformations. How do we interact with collaborative

robots? Can machine learning mean that machines instruct us what to do correctly and

safely, just before we are about to make a mistake? And even earlier? What about workers’

attention and awareness – which human or machine agents will know to alert us? What

about big data and learning engineering? Collaborative intelligence and control with just-

in-time and just-if-needed knowledge and skills, exchanged by materials and machines

that think together with us? Research and education with skill sharing, pre-skilling, and

re-skilling, where knowledge evolves and is mined by cyber agents for us? Economics

and rationalization of new, yet unknown technologies? In all these frontiers, IE and MS

professionals are already rethinking and reexamining our need and opportunity to

transform.

Augmenting collaborative interactions of distributed production and service

through e-Work, robotics and cyber-physical systems is becoming increasingly feasible,

yet challenging. Now widely desired solutions to overcome obstacles in supply networks,

manufacturing, transportation, agriculture, healthcare, security, and more are becoming

scientifically and technologically possible. Research and implementation of such cyber-

augmented collaboration require understanding of human and organizational

augmentation needs for productive, smooth, and effective performance. Such knowledge,

which depends on collaborative cyber-physical production and operations, is

strengthened by multi-brain models, machine learning, and intelligent control, on the way

to achieving the production and service goals. At the heart of cyber- physical

augmentation is the Collaborative Control Theory (CCT), guiding the design of

interacting, distributed, autonomous agents.

14

On-going and emerging transformations in the IE/MS roles are described and

illustrated in this presentation based on recent studies and surveys. Recently developed

cyber-collaborative protocols of best matching, error-and-conflict prevention, and

dynamic lines of collaboration to overcome disruptions for resilience by teaming are

reviewed to illustrate the transformation we anticipate in future work and future factories.

Open research challenges are also presented on how we can proceed to reexamine and

seek successful solutions to the above frontier challenges.

15

From Integration to Augmentation, from Interaction to Collaborative Control –

IE/MS Frontiers for Future Work and Factories

1

Shimon Y. NofPRISM Center, PGRN, & School of Industrial Engineering

Purdue University, W. Lafayette, Indiana, USAnof@purdue.edu

From integration to augmentation, from interaction to collaborative control —IE/MS frontiers for future work and factories

2

When we study the emerging and amazing future of work and future factories, with curiosity and

with serious intention to be prepared for them, we realize: Humans must always be in the loop, but

differently. There seem to emerge certain role reversals, with interesting and useful transformations. How

do we interact with collaborative robots? Can machine learning mean that machines instruct us what to do

correctly and safely, just before we are about to make a mistake? And even earlier? What about workers’

attention and awareness – which human or machine agents will know to alert us? What about big data and

learning engineering? Collaborative intelligence and control with just-in-time and just-if-needed

knowledge and skills, exchanged by materials and machines that think together with us? Research and

education with skill sharing, pre-skilling, and re-skilling, where knowledge evolves and is mined by cyber

agents for us? Economics and rationalization of new, yet unknown technologies? In all these frontiers, IE

and MS professionals are already rethinking and reexamining our need and opportunity to transform.

Augmenting collaborative interactions of distributed production and service through e-Work,

robotics and cyber-physical systems is becoming increasingly feasible, yet challenging. Now widely

desired solutions to overcome obstacles in supply networks, manufacturing, transportation, agriculture,

healthcare, security, and more are becoming scientifically and technologically possible. Research and

implementation of such cyber-augmented collaboration require understanding of human and

organizational augmentation needs for productive, smooth, and effective performance.

IE/MS Frontiers for Future Work and Factories

16

3

Augmenting collaborative interactions of distributed production and service through e-Work,

robotics and cyber-physical systems is becoming increasingly feasible, yet challenging. Now widely

desired solutions to overcome obstacles in supply networks, manufacturing, transportation, agriculture,

healthcare, security, and more are becoming scientifically and technologically possible. Research and

implementation of such cyber-augmented collaboration require understanding of human and

organizational augmentation needs for productive, smooth, and effective performance.

Such knowledge, which depends on collaborative cyber-physical production and operations, is

strengthened by multi-brain models, machine learning, and intelligent control, on the way to achieving

the production and service goals. At the heart of cyber-physical augmentation is the Collaborative

Control Theory (CCT), guiding the design of interacting, distributed, autonomous agents.

On-going and emerging transformations in the IE/MS roles are described and illustrated in this

presentation based on recent studies and surveys. Recently developed cyber-collaborative protocols of

best matching, error-and-conflict prevention, and dynamic lines of collaboration to overcome

disruptions for resilience by teaming are reviewed to illustrate the transformation we anticipate in

future work and future factories. Open research challenges are also presented on how we can proceed

to reexamine and seek successful solutions to the above frontier challenges.

IE/MS Frontiers for Future Work and Factories

Overview

1. Cyber augmentation of e-Work & Robotics – What? Why? How does it influence IE/MS now and in the future?

2. Role of emerging cyber augmented collaborative automation: Cyber-optimize work interactions

3. How does cyber-augmented collaborative control augment automation, quality, and resilience?

4. Case examples and studies

5. Challenges and exciting opportunities

4 IE/MS Frontiers for Future Work and Factories

Historical Perspectives on IE/MS Progress & Success(1) Suppliers; (2) Adopters; (3) Successors

IE/MS Frontiers for Future Work and Factories5

Business Admin.

Economics Management

Engineering:Mechanical Electrical Civil Chemical Aeronautical

Sciences:Math Statistics Physics Psychology Social

Industrial Engineering

& Management

Science

Computer Science

Computer Engineering

New Engineering: Biomedical Ecology, Environment Education Materials Systems

17

Industry & Management Disruptions, TransformationsCollaborative e-Work and its transformative influence

Power fields (magnetic fields; gravitation) influence bodies to

organize and stabilize

Cyber fields (IT, communication, AI / brains, robotics) envelop us and influence us to organize our e-Work systems in a

different, better (optimal) way Integrate

Purposefully, stabilize e-Work to effectively produce desired and sustainable outcomes

We realize: World “big” data growing exponentially, while individuals’ cognitive abilities grow slowly Augment !

6

e-W o r k c-Work cc-Work ???electronic / digital work -- collaborative work -- cyber-collaborative work

-v Design

-

-e Business

e Production

a-Robotics

v-Enterprise. . .

-v Factory e- Logistics

e- Servicee - Mfg.c-Robotics

Collaborative Cyber Physical

Systems

IE/MS Frontiers for Future Work and Factories

Cyber in e-Work Automation: Augments abilities of workers, robots, and organizations

Increasing levels of computing, communication, mobility, and computational

intelligence increase levels of automation intelligence, quality, and of

resilience to internal and external disruptions, through

collaborative e-Work (cc-Work)

7 IE/MS Frontiers for Future Work and Factories

Cyber Augmentation of Work and Factories

1.0 Computerized

2.0 Computer Integrated

3.0 Internetworked + Mobile

4.0 Cloud-Based + Machine Learning

5.0 Cyber-Physical + Cybernetics

BE-- Before Electricity

BC – Before Computers

BI – Before Internet

BCP – Before Cyber Physical

B?? – We are young…• Brain augment. (CI);• Cyber materials …

18

Example Studies and Models of Future Work, FactoriesQuality of workers’ life, products, productionand business under technology, automationand management disruptions

Muramatsu, Soshiroda, Miyazakt, Ishii & Seki:Effect of factory automation on worker'sdesires in manufacturing Industry. IJPR, 1987

Ishii: A production research to create new value

of business output. IJPR, 2013

Moghaddam & Nof: The collaborative factory of the

future. IJCIM, 2017

Waschull, Bokhorst, Molleman, Wortmann: Work design

in future industrial production: Transforming towards

cyber-physical systems. C&IE, 2019

8

The fusion models

IE/MS Frontiers for Future Work and Factories

Challenges: Learning, Training, Pre-Skilling, JIT/JIN knowledge/skill sharing

• Work-force including special populations, learning to cc-Work• Learning to design and manage cc-Work, factories, installations• Skilling, pre-skilling, and re-skilling where knowledge evolves in

cyber agents• Techniques and models for knowledge sharing

• Skill sharing by Task Observation, using digital human models

(Ishii & Tamaki: Automation in Education/learning systems. Springer Handbook of Automation, 2009)

• AR, VR, MR

• Serious Games(Yoon, Matsui, Yamada, Nof: Analysis of effectiveness

and benefits of collaboration modes withinformation- and knowledge-sharing. JIM, 2011)

9 IE/MS Frontiers for Future Work and Factories

19

Highly distributed work: Interactive • networked • autonomous • local/global Must augment their collaborative interaction

Design challenges: complexity • dynamicity • uncertainty • human role • trust

Emerging Cyber Collaborative Physical Work

10

Human-Robot cc-Design, cc-Work, cc-Assembly

Smart Warehouse Drones in logistics

Monitoring and smart repair by cc-Robots

Autonomous vehicles

IE/MS Frontiers for Future Work and Factories

CCPS: Cyber-Augmented Collaborative Physical SystemsCyber:

1. Computing2. Communication3. Real Time Control4. Brain models (cybernetics)

Industry 4.0:1. Sensors2. Cloud3. Big data analytics4. Integration (Interoperability)

Automation 5.0: Cyber-supported, smart, augmented collaboration cc-Work, cc-Robotics, cc-Service, cc-Management CI, collaborative intelligence for better results

IoS / IoT / Industrial Internet:1. Physical Internet 3.02. Services/Industrial systems3. Connected

CCPS:1. Cyber2. Physical items & systems3. Networked4. cc-Work & cc-Management

11 IE/MS Frontiers for Future Work and Factories

Protocols: Communication + coordination + collaboration

Fundamental model of Cyber Physical distributed e-Work Adapted from: Huang, 2016]

Process Robot

NC MillAS/RS

ConveyorFeeder

Local Networks Control

LTM -10

LTM -10 LTM -10 LTM -10

LTM -10

Network Supervisor

Virtual Machines/Cyber Models /Layer

HostsEnterprise

Intranet

LTM -10

Sensors

Co-Net External

Co-Net Local / Co-Us

Co-Us(Agents)

12

Bi-

dir

ectio

na

l In

tera

ctio

n &

Re

al T

ime

Co

ntr

ol

RFID

IoT/IoS

IE/MS Frontiers for Future Work and Factories

20

13

Prepare Manufacturers, workers, managers for the

“Work/Factory of the Future”Humans must always be in the loop, but differently; Economics and

Management issues / challenges 1. Workers’ attention, safety, awareness: Who will know to alert us?

2. Can machines instruct us?

3. Learning models?4. Prevent errors?5. Collaborative

intelligence and control for JIT, JIN

knowledge & skills?

6. Pre-skilling, skill sharing?

7. Trust in automation?

IE/MS Frontiers for Future Work and Factories

Bio-inspired pheromone strategies with alarm response times

achieved

de Fereitas, Heimfarth, Allgayer, Wagner, Larsson, Pereira, Ferreira:Coordinating aerial robots and sensors for intelligent surveillance. IJCCC 2010

c-Work Augmentation: Comm.CoordinateCooperateCollaborate

H:R:R:Sensor networks -- Response quality by CCT logic

14 IE/MS Frontiers for Future Work and Factories

Cyber Physical System Collaborative e-Work System

Definition: a networked (connected) system of computational elements controlling computerized physical automation entities.

Computational elements: data repository, communication, AI, etc.

Computerized physical entities: power stations/grids, autonomous vehicles, CNC machines, robots, etc.

A.k.a.: Industrial Internet (initiated by GE),Internet of Things (IoT), Internet of Services (IoS)

Contrast CCPS with:

1. Internet (no physical process)

2. Embedded systems (no wide-area network)

3. Wireless Sensor Network (acquisition only)

4. Distributed control system (need cyber intelligence)

15 IE/MS Frontiers for Future Work and Factories

21

CPS Definition [2013]

Socio-CPS

Humans require cyber-augmented collaborartion

Frazzon, Hartmann, Makuschewitz, Reiter: Towards Socio-Cyber-Physical

Systems in Production Networks, Procedia CIRP, 2013.

16 IE/MS Frontiers for Future Work and Factories

CPS Definition [2016]

1 CPS is an automation system that tightly couples cyber and physical objects.

2 The cyber infrastructure monitors the physical infrastructure and controls it.

3 The physical infrastructure provides feedback to the cyber infrastructure.

“Tightly coupled” requires cyber-augmented collaborartion

Hu, Lu, Vasilakos, Hao, Ma, Patil, Zhang, Lu, Li, and Xiong: Robust Cyber–

Physical Systems: Concept, models, and implementation. Future Gener.

Comput. Syst., 2016.

17 IE/MS Frontiers for Future Work and Factories

CPS/cc-Work definitions – Four Similarities1. (Collaborative) Interconnectivity:

Systems need to be able to talk to each other to even be considered a connected network

2. Intelligent Cyber Control / augmentation:One factor separating CPS/cc-Work

from data acquisition systems is the collaborative control of the system

3. How intelligent are they designed to be; do they need to be?

4. Better CPS and cc-Work are designed with higher levels of CI, Collaborative Intelligence (cyber-

augmented)

18 IE/MS Frontiers for Future Work and Factories

22

What is the Motivation for CPS with cc-Work?

Apply cybernetics for significant value in three main dimensions:

1. Reach and engage workers, consumers, clients, and customers, including physical devices, also at remote locations, more effectively, safely, compassionately

2. Boost worker’s / employee’s productivity & safety

3. Optimize operating efficiency & effectiveness

Resilience & Sustainability

Motivation: Improve work / business / service processes by using computing & communication science & cyber technology Equitable supply of needed services

19 IE/MS Frontiers for Future Work and Factories

Collaborative Cyber-Physical Production/Supply Systems1. Complex e-Work over critical infrastructure systems, e.g., supply

networks -- food, water, healthcare, traffic… : Collaborative control to prevent errors

2. Efficient interaction and integration of heterogeneous networks: Scaling up CPS services through collaboration engineering

3. Robust, self-sustaining, and sustainable CPS resisting natural & man-made accidents, failures, disasters:

Design for safety, security and for resilience

1

00

0

01

1

20 IE/MS Frontiers for Future Work and Factories

Needs and Opportunities for Augmentation

21

Automation / Supply Networks / Production and Service Networks…

1. Have large number of participants w/ numerous interconnections & interactions Complexity

2. Seek efficiency through less excessive resources Vulnerability

3. Have common nodes that interconnect several networks Overlap & interdependencies

Therefore, disruption effects can spread through the network, reducing its capacity

Capacity loss is affected by network topology & how protocols utilize network resources in normal and disrupted modes

IE/MS Frontiers for Future Work and Factories

23

Collaborative Control Theory (CCT) View of Cyber Augmented Automation

◦CCT Motto: Collaborate or Collapse;

Collaborate & Conquer

CCT enables collaborative automation intelligence and resilience

By CCT agents, algorithms, and protocols that

a. Augment people – individuals, teams, organizations, by cyber support for Collaborative Intelligence;

b. Enable better results with physical tools and infrastructure by applying cyber intelligence

22 IE/MS Frontiers for Future Work and Factories

CCT Principle Augmentation by Cyber Tools Rational

1. CRP Collaboration Requirement Planning

Advanced planning and on-going re-planning

enable effective e-collaboration

“Think before

you act”

2. Parallelism & KISSParallelize + “Keep it

simple, system!”

Optimal parallelism of autonomous agents with simple interfaces and smooth

interactions allow efficient delivery of results

“Divide and conquer”

3. CEDP Conflict & Error Detection and Prevention

Increase security, safety, gains by preventing or resolving errors and conflicts

“Learn from mistakes”

4. FTT Fault-Tolerance by Teaming

Fault-tolerant collaboration of weak agents team can outperform a single strong agent

“Team for synergy”

5. JLR Join/Leave/Remain in a network

Ensure resilience by monitoring, reorganizing & reconfiguring a collaborative network

“Be selective”

6. LOCC Lines of Command & Collaboration

Overcome disruptions by adaptive interactions and ad-hoc best matching

“Trust the backup”

23

Collaborative Control Theory principles for augmentation

Nof, Ceroni, Jeong, Moghaddam, Revolutionizing Collaboration through e-Work, e-Business, and e-Service, Springer ACES Series, 2015

IE/MS Frontiers for Future Work and Factories

24

24

Product/Service:

AutomationExample

Augmented e-Work

Who is augmented?

Cell-Phone, Internet

Waze (Google)

NavigationHuman social

network

Internet (of Things/Services)

Giant; Gogoro

Battery swapping for electric bikes

Humans & shared

batteries

Industrial Internet

GE jetengines

Predictive maintenance

Connected sensors

Industry 4.0 SiemensFactory

automationMachines,

robotsAnalytics;

Integration

Cyber-Physical

Automation (5.0)

Driverless Bus;

Facility grid

Autonomous &Automatic

(Autonomics)

Devices, robots,

customers

Cyber-Augmented

Collaboration

Augmentation of Collaboration in Practice

Cc-Work by Humans-Robots-Machines-Sensors collaboration Within and between production lines, and clients

25

• Fundamental models of device collaboration services• Significant CI, Collaborative Intelligence• Role of machine-human learning

Ontologies

Cyber -•Interface•MiddlewareTo: Integrate sensors, machines, robots, and operators;

Understandeach other;

Enablesmooth, fast interactions,responses, harmony, predictions

IE/MS Frontiers for Future Work and Factories

25

26

Resilience by Conflict/Error Prevention and Detection (CEDP)

e-Work networks with intelligent protections

Objectives

1. Conflicts and errors models in diverse complex systems

2. Reduce diagnosis and prognosis time

3. Prevent cascading failures and damages

4. Adaptive intelligent CEDP logic in different systems

5. Efficient mitigation & recovery strategiesby dynamic lines of collaboration (LOCC)

{Agent, Protocol}

26 IE/MS Frontiers for Future Work and Factories

Resilience by the HUB-CI infrastructure with cyber-collaborative best matching

27 IE/MS Frontiers for Future Work and Factories

Conclusions: Cyber-Collaborative Future Work and Factories

28

1. Future work, factories “big picture” means cyber augmentation –it adds value

2. Major opportunities for innovation of IE/MS profession and research through new and better cyber-collaborative models

• Protocols to harmonize tasks, resolve conflicts, negotiate agreements, prevent errors, etc.

• Fault tolerance by teaming, and back-up control algorithms• Optimized sharing of resources, handling, transportation, reuse.

3. Need to design competitive agents, algorithms, protocols, and models (architectures) for better cyber-collaborative products and systems to overcome quality of life and resilience challenges

4. Need to transform learning, training, pre-skilling, skill sharing

5. Sustainable world and civilization depend on better, smarter, resilient cc-Work and CPS – role of IE/MS is highly relevant.

IE/MS Frontiers for Future Work and Factories

26

Job Outlook: Are industrial engineers in high demand?

Employment of industrial engineers is projected to grow 8% from 2018 to 2028, faster than the average for all occupations. Firms in a variety of industries will continue to seek new ways to contain costs and improve efficiency.

Are Management Analysts in high demand?

Employment of management analysts is projected to grow 14% from 2018 to 2028, much faster than the average for all occupations. Demand for the services of these workers should grow as organizations continue to seek ways to improve efficiency and control costs.

Bureau of Labor Statistics, Sep 4, 2019

29 IE/MS Frontiers for Future Work and Factories

30

Acknowledgement

This research has been developed with partial support from the Production, Robotics, and

Integration Software for Manufacturing &

Management (PRISM) Center at Purdue University.

Collaboration with production researchers from PGRN, the PRISM Global Research Network, is also acknowledged.

IE/MS Frontiers for Future Work and Factories

Summary so far1. Influence of Cyber Physical Systems and augmented,

cyber-collaborative distributed e-Work on future work and future factories

• Implications to work-force preparation

• Implications to IE/MS – challenges; opportunities

2. Collaborative Control Theory (CCT) view of Cyber augmentation, and its use for design, management

NEXT:

Augmentation needs & opportunities, and case studies

Case 1. Collaborative Production Line Control Protocols

Case 2. Dynamic Lines of Collaboration for Repair and Rescue

31 IE/MS Frontiers for Future Work and Factories

Interaction policies (among lines)

Rewinder IP1

Line 1

Logsaw 1

Line 2

Logsaw 2

Line 3

IP2 Diverter

Line 4

IP3

Bagger 1

Line 5

Bagger 2

Line 6

Bundler 2

Bundler 1

Case 1. Collaborative Production Line Control Protocols - CPLCP Tissue Converting Line Control with CPLCP

Highly adaptive and anticipatory, by collaboration among different line(s) components to overcome failures

Maintain sustainable throughput while keeping WIP low

Resilient mfg. performance and efficiency for economic, social, and environmental sustainability

CPLCP + S-DSP

32

• Fundamental protocols for resource allocation

• Fundamental protocols for error and conflict detection, resolution, elimination

27

Resilience Framework for Supply Networks

Resilience is sustainable fault-tolerance

33

[Reyes-Levalle, 2017]

IE/MS Frontiers for Future Work and Factories

Case 1a: Resilient Sourcing -- Sensor Network Example (Knowledge Network)

34

0

0.02

0.04

0.06

0.08

0.1

30 60 90 120

Avg

. en

erg

yco

nsu

mp

tio

n(J

)

# of nodes

Cycle: 50 Cycle: 100 Cycle: 150

DNAP: Dynamic network architecture protocol [ structural protocol ]CLA: Cluster network architecture [ adaptive operational protocol ]

0

25

50

75

100

125

4 8 15 21

Co

mm

. tim

e (

ms)

# of sensors

1 2 3

DNAP: Low energy consumption variation for different size of networks and states

FTTP + CLA: Maintain continuity of operations in disrupted network

# of failed sensors

Increased resilience by better protocols in Distributed Sensor Networks

IE/MS Frontiers for Future Work and Factories

Case 1b: Resilient Internal Resources -- Production Line Example (Goods Network)

35

SDP & ODP : Collaborative Production Line Control Protocol (CPLCP)

1. Combines structural design & dynamic resource teaming

i. Anticipate possible disruptions; ii Mitigate impact of disruptions

2. Selects interaction policies & control logic to recover from disruptions

Results

Op. Loss (cs/day)

Base-stock

CONWIP

DWIP

Kanban

CPLC

64.14 157.85

67.20 164.24

55.14 130.33

53.37 124.75

6.71 92.36

WIP (cs)

1. Reduction: 87% in operational losses; 24% in WIP1

(vs. traditional, non-collaborative production line control methods)

1. Increase resilience by dynamically selecting interaction policies and control logic to reduce operational losses and WIP (costs)

WIP: Work-in-process

IE/MS Frontiers for Future Work and Factories

Resilience by Cyber-Collaborative Disruptions Response (DLOC)

36

Zhong, Nof, Filip, 2014

IE/MS Frontiers for Future Work and Factories

Case 2. Cyber Collaborative Resilience Rescue Teams

◦ Cyber-collaborative Rescue Agents respond to disruptionsAgents change rapidly their connections with nodes in CPS and

collaborate with peers to respond well over an intermittently-connected repair, maintenance, or rescue network

◦ Dynamic Lines of Collaboration (DLOC) Cyber ProtocolAgents can respond ad-hoc / Best Matched to disruptions in CPS

to increase resilience.Repair/Rescue Agents

interact ad hoc / Best

Matched by DLOC

protocols to prevent

failures from

propagating in supply

networks

37

[Zhong and Nof, 2020]

IE/MS Frontiers for Future Work and Factories

Experimental Results: Resilience with vs. W/O DLOC

Higher system availability with DLOC vs. with no DLOC

Reduced: subsystem downtime rate ; agent busy rate; disruption response time (t); Increased: availability (μ)

Robust to large scale disruptions Response time (t) with DLOC increases slower than w/o DLOC, as rupture rate (p) increases ( Fig. c)

0

50

100

150

200

250

300

350

0 500 1000

DLOC

Central

DLOCNo DLOC

Link rupture rate (p; instances/year)(c) Disruption response time (t)

Tim

e (h

ou

r)

30%

35%

40%

45%

50%

55%

1 3 5 7 9 11 13 15 17 19 21 23

Lin

k av

aila

bili

ty

Replication index(d) Link availability (μ)

38 IE/MS Frontiers for Future Work and Factories

28

Keynote Speech 3

New arena for industrial engineering and management science in the tech-

driven era

Dr. Kenichi Funaki (Hitachi, Ltd., Japan)

We are entering the most exciting technology-driven era ever being

experienced. What does it mean to industrial engineering and management science? AI

accelerates automation of all the business processes? Autonomous drones solve problems

of the last mile delivery? AR/MR releases field engineers from dangerous and harsh work

environment? Yes, they must be pieces of effect and phenomena of proliferation of

technology across industries. But in the context of industrial engineering and

management science, it is seen that we are

facing urgent need for unavoidable change in the way of creating business.

Digital native companies have been creating new business with innovative idea

and cutting-edge technologies every day around the world, where they focus on new value

creation beyond mere cost-saving and efficiency. They find problems to be addressed in

society and convert them into new business opportunities, which cannot be identified by

conventional management methods such as macro- marketing and 4P analysis. In their

business making, products and services are furbished in the field in agile way but not in

a factory or laboratory with well-structured development process.

Nowadays, even established companies are trying to find a new way of creating

business to meet unseen needs in the new frontier of market. Although there are many

opportunities with a variety of possible starting points of business incubation, many are

still struggling with empirical exercises by try and error to establish new business models.

It is no doubt we are in the journey amid of transformation of many industries,

where new framework and methodology for business creation are called for. Industrial

engineers and management scientists are expected to play a significant role in this arena.

29

Sessions and Presentations

Artificial Intelligence 1 12/4 13:30~ Room 8

Artificial Intelligence 2 12/5 8:20~ Room 7

Big Data Methodology and Application 1 12/4 13:30~ Room 6

198

Semiconductor Manufacturing Monitoring Mechanism Using Variational Autoencoder and Convolutional

Neural Network

Hao Huang and Yu Chun Chen

281Improving RL-Based Sequence Generation Network with Additional Value Function

Junyoung Byun and Jaewook Lee

67

Research on stock price prediction using multi-layered perceptron and weak learners optimized by a genetic

algorithm

Hiroki Sakaguchi, Tadanobu Misawa and Kazuya Yamashita

189Prediction of Nikkei Stock Average Using Polar Information Extracted from Elastic Net and Economic Report

Shin-Ichi Shibata and Tsubasa Fukuchi

153

End-to-End Sequential Input with Time Distributed Model for Carla Self Driving Car in Moderate Dense

Environment

Willy Dharmawan and Hidetaka Nambo

318Intelligent charging navigation system of electric vehicle based on artificial system and big data

Junpeng Cai, Dewang Chen, Tingqing Peng, Caibo Chen, Yong Shen and Ping Tang

292Wafer classification using a convolutional neural network considering small and imbalaced wafer map data

Eun-Su Kim, Donghee Lee, Seung-Hyun Choi and Kwang-Jae Kim

347A Hierarchical Yield and Throughput Rate Forecasting Method for Backend Semiconductor Manufacturing

Ywh-Leh Chou, Cheng-Juei Yu and Cheng-Hung Wu

294

Construction of a Multi-Class Discriminative Model for TFT-LCD Defective Pixels using Deep Learning

Approach

Yung-Chia Chang, Hsien-Mi Meng, Hung-Chih Chiu and Lee-Ing Tong

297End-to-End Nvidia Model Implementation on Carla Self Driving Car in Moderate Dense Environment.

Willy Dharmawan and Hidetaka Nambo

325Medical Image diagnostics based on transfer learning

Su Chuan-Jun, Shih Guan-Hong, Huang Shi-Feng, Li Yi and Huang Ching-Kai

13

Temporal Convolutional Network to Predict Removal Rate of Material in Chemical Mechanical Polishing

Process

Jia-Hong Yan and Chia-Yu Hsu

43Crack Detection on the Wall of Building by CNN using Subdatasets to Increase Accuracy

Mehedi Hasan Talukder, Shuhei Ota, Masato Takanokura and Nobuaki Ishii

55A Q-Learning Approach for AGV Dispatching

James Lin and Wan-Yu Wang

30

Big Data Methodology and Application 2 12/4 15:40~ Room 6

Data Mining 1 12/3 13:20~ Room 5

Development of emotion control support environment for children with developmental disabilities

Reia Mukai, Sakiko Ogoshi, Chika Mori and Yasuhiro Ogoshi

Development of sleep support system for developmental disabilities - Investigation of the influence of

emotional factors on sleep-

Chun-Yao Wang, Chen-Fu Chien and Ying-Jen Chen

A Competency-based Exploratory Study of Industry 4.0 Readiness in Indonesian Industrial Estates

Praditya Ajidarma and Dradjad Irianto

Using neural network and metaheuristics in the offline optimization framework under simulation system –

marine turbine applications

Hiroki Kozu, Yukio Maruyama, Tsuyoshi Yuyama, Tomoya Hasegawa and Yasuhiro Tsujimura

Analysis of Relationship Between In-Store Travels and Purchases in Retail Stores

Yangyang Zhao, Yusuke Goto and Hiroyuki Morita76

Ju-Chien Chien and Chia-Yu Hsu

90

Finding an Optimal Configuration for Air Compressors – A Case Study of a Taiwan Semiconductor Company

Yi-Jyun Sun, Chi-An Lai, Kuo-Hao Chang, Li-Der Chen, Chih-Hung Wang, Chung-Jung Chen and Chih-Ming

Lin

86A Study of Chiller System Operation Optimization and Energy Saving

Chi-Chih Tsai, Kuo-Hao Chang, Chi-Che Tai, Chih-Hung Wang, Chung-Jung Chen and Chih-Ming Lin

Bi-cluster evolution analysis of customers and products: A case of an industrial component manufacturer

Jie-Jun Liu, Yi-An Kuo, You-Chen Lin, Che-Wei Huang and Ssu-Han Chen

A Data-Driven Framework to Live Weight Estimation and Prediction in Commercial Broiler Industry

40

A Study of Diseases Words Classifying Method for Medical Hospitality -Examination of potential anxiety

factors extraction-

I-Hsuan Hong, Jack Su, Tzu-Yao Hsu and Sterling Olson

87Prediction Model of Chiller Water System and an Empirical Study

Chia-Hsin Pan, Kuo-Hao Chang, Chi-Che Tai, Chih-Hung Wang, Chung-Jung Chen and Chih-Ming Lin

218

Robust Face Expression Recognition under Varying Head Pose, Illumination and Resolution Using a

Convolution Neural Network

Junhyuk Choi, Hyunseop Park, Yeun Park, Jaehyuk Kim and Hyunbo Cho

164Convolutional Neural Network for Defect Patterns Classification in Semiconductor Wafer Bin Maps

357The Crucial Factors of Successful Food Crowdfunding Projects

Long-Sheng Chen and Ying-Jung Chuang

77

Evaluating TV Viewer Loyalty Based on TV Program Viewing History

97

223

Atsushi Wasida, Sakiko Ogoshi, Yasuhiro Ogoshi and Chika Mori

262

213

130

387

Seiji Sasaki, Shota Abe, Yusuke Takashima, Yutaro Ishimaru, Tenki Yabuuchi, Hiroto Kanai, Hiromi Kawakami,

Yusuke Goto, Hiroyuki Morita, Masahiko Ishihara and Yasuyuki Shirai

31

Data Mining 2 12/4 8:20~ Room 4

Decision Modeling/Decision Support 12/5 8:20~ Room 6

Shin-Ichi Shibata, Shn-Ya Morita, Takuya Tajima, Takehiko Abe and Haruhiko Kimura

Wei-Ren Liu, Wenhan Fu, Kang-Ting Ma and Chen-Fu Chien

Machine Learning for Electronic Design Automation Tool Forecast for IC Design Project Capacity

Management

The usage of Data Analytics for Improving Open-to-Buy Decision in Retail

Ririn Diar Astanti, The Jin Ai, Dah-Chuan Gong, Fransiska Hernina Puspitasari and Heraklos Visha Adiafora

Demand Forecasting Model for POS Data using the Meta-Features

146

195

115Identifying Root Causes of Wafer Bin Map Failure Patterns based on Machine Sequence Analysis

Chang-Ho Lee, Seung-Hyun Choi, Dong-Hee Lee and Kwang-Jae Kim

Xin Huang, Shi Qiang Liu, Xian-Gong Li, Mahmoud Masoud and Wei Li

Tomoaki Akiba and Natsumi Takahashi

348

191

266

Chao-Lung Yang, Yi-Ming Wang, Yu-Yang Hsiao and Shang- Che Hsu

An analysis of China’s energy and mining industry patents under the background of Sino-US trade war

351Analyzing the Applications of IoT in Logistics by Using Text Mining

Mu-Chen Chen and Pui Hung Ho

108

273

156

Kei Takahashi

An Empirical Study of Industry 3.5 Framework: An AI-based Parameters Optimization Decision Support

System for CNC Milling Manufacturing

Sheng Kai Lin, Chi Hang Chen, Zih Hao Lin, Chih Hsiang Hsu and Chen Fu Chien

Optimal bidding strategy for virtual power plant utilizing multi-stage stochastic dynamic programming

Yedam Lee, Hyungkyu Cheon, Jaewon Choi, Tae Young Yu, Dong Gu Choi, Il Han Ham and Seongbin Im

Hierarchical Drift-Diffusion Model

41

Measuring importance of customer demographic feature for recommendation system using fisher discriminant

ratio

125

Decision Criteria in Selecting Freshmen Industrial Engineering Students in Bulacan State University Using

Analytic Hierarchy Process

Jeremy Laurence Bañez and Raph John Miranda

355

Quantity has a quality of its own? The relation between the popularity of a University and its online post

volume.

Chieh Lee and Yuan-Jye Tseng

Forecasting the Quality of the Chemical Vapor Deposition Manufacturing Process Using Multi-Fidelity

Learning

363

Evaluation for the Quasi-Optimization Algorithm of Minimum Cost-Flow Problem Using Iterative Deepening

Depth-First Search

Hsin-Ting Chiu, Yen-Ling Chih and Chun-Cheng Lin

32

E-business / Information Technology 12/5 8:20~ Room 5

Engineering Economy/Financial Models 12/4 10:30~ Room 8

Ergonomics/Human Factor 1 12/3 15:30~ Room 8

Yuta Hibiki, Takuya Kiriu and Norio Hibiki

103

MEASURING THE ECONOMIC IMPACT OF OPERATIONAL IMPROVEMENTS THROUGH THE ANALYSIS OF

THE COST-TIME PROFILE

Leonardo Rivera

104

107Does facebook advertisement works? The power of target focus commercial aids.

Chieh Lee and Yuan-Jye Tseng

265Success factors of online shops in virtual marketplace: A case study in Indonesia

Yosephine Suharyanti and Dewa Parama Kartika

116Influence maximization under Different Types of Networks

Kang Won Lee

Pei-Yi Liao and Dengchuan Cai

248The Preferred Visual Angle for Different Characters on Smart Glasses Display

Yu-Ping Kuo, Kang-Hung Liu, Pin-Ling Liu and Chien-Chi Chang

Optimal asset allocation with risk-adjusted implied return distribution based on the recovery theorem

Kuo-Ping Lin, Yu-Ming Lu, Ching-Hsin Wang and Kimhua Tan

Robust Evacuation Planning after Emergency in a Crowded Building

46Multi-criteria analysis of location options for wind power generation projects in Colombia

Diego Fernando Manotas-Duque, Angélica González O. and Cuauhtemoc Sanchez-Ramirez

34Time-series analysis of truncated realized volatility

Takehiro Yamamoto and Norio Hibiki

Competitiveness of Rubber Fund Cooperatives in Chanthaburi Province

Wanvisa Malaisri and Natthavika Chansri

303

161

212

284

Exploring the Intention to Use the Mobile Banking Apps: An Integrated Framework of TAM, IS Success, and

Perceived Risk Models

Chung-Lun Wei, Wei-Chi Lin, Hsin-Yu Wen, Ya-Chu Yang and Cheng-Feng Yu

244

THE EFFECT OF MONTHLY HOUSEHOLD INCOME ON THE FACTORS THAT INFLUENCE CONSUMER

PURCHASE INTENTIONS AND DECISIONS USING E-COMMERCE WEBSITES IN INDONESIA

Farah Alfanur and Yasuo Kadono

COST-TIME PROFILE UNDER UNCERTAINTY

Leonardo Rivera, Diego Fernando Manotas Duque and Jorge Luis García Alcaráz

251A novel fuzzy deep belief network with Google trends for solar power forecasting

Youngchul Shin and Ilkyeong Moon

The effect of wearing helmets on scooter rider’s reaction time

Yuhsuan Chen and Dengchuan Cai

Influence of Passive Back Stretching on Blood Pressure and Heart Rate

61

134

33

Ergonomics/Human Factor 2 12/4 13:30~ Room 7

Ergonomics/Human Factor 3 12/4 15:40~ Room 1

Tack-Hyun Shin, Junggon Kim and Yousun Ji

Ayumu Mimura, Sakiko Ogoshi, Chika Mori and Yasuhiro Ogoshi

Yu Lun Chang, Chor Kheng Lim, Chin Mei Chou, Hao Huang, Tien Lung Sun and I Chun Liu

Differences and changes in facial expressions between young people and adults by using facial emotion

recognition: A pilot study

Shu Yi Zhou, Dan Yang, Kai Way Li and Can Nan Yi

Development of awaking support system for people with developmental disabilities and sleep disorders217

Using facial emotion recognition to observe the emotional changes of the elderly playing the pillow type

device

162Convenient accessory -Auxiliary for door knob

Li-Ping Tseng, Wen-Tsung Ku and Zui-An Lin

361

23Perception of One-handed Pull Exertion for Females

Using Support Vector Machine Method to Build a Detectably Physical Conditions Model with Postural

Balance: a Pilot Study

140

221Relationship of occupational safety and health practices and performance in small medium size enterprises

Syazila Rahman, Jafri Mohd Rohani, Alusine Barrie, Amirmudin Udin and Raja Nuratikah Raja Azam Shah

144

Yu Lun Chang and Chin Mei Chou

139

209Education Material for Cognitive of Characteristics by Radio Frequency Identifier and Image Processing

Kotoko Tanaka, Sakiko Ogoshi, Yasuhiro Ogoshi, Toru Saitoh and Nishi Hitoshi

14Stack-up Problem of Cpk Index for Non Normal Distributions

Akimasa Otsuka and Fusaomi Nagata

343Effects of surface inclination and aid device on stability during posterior load carriage

Ni Luh Putu Lilis Sinta Setiawati, Khoirul Muslim and Hardianto Iridiastadi

Causality between Cognitive Failure, Mistake, Near-Miss and Responsibility Accident of Train Drivers:

Exploratory Structural Analysis Based on Heinrich Law

285Effect of Operating Angle and Operating Posture on Torque Exertion of Screwdriver

Ting Chi Huang and Dengchuan Cai

118

Evaluation of working posture based on anomaly detection using One-Class Support Vector Machine to the

work avoiding obstacle

Kazuki Hiranai, Akisue Kuramoto and Akihiko Seo

Kuan Yu Liu, Chin Mei Chou, Yu Che Chen, Che Jung Yang and Shih Hsiung Chou

346

Applications of Anthropometric Data in the Variety of Furniture Used by SLU Students

Michelle Cariño-Adiwang, Leanne Faye Abdon, Michael Angelo Andrada, Melody Balan-Eg, John Kevin

Kintanar and Krishamae Papa

229The Strategy of Reducing Schoolbag Weight and Carriage Behaviors for Elementary Students

Po-Hsiang Liu, Yi-Chun Lin and Chih-Ping Liu

34

Ergonomics/Human Factor 4 12/5 8:20~ Room 1

Green Manufacturing/Management 12/4 8:20~ Room 8

Healthcare 12/3 13:20~ Room 1

Erhan Kozan74

Yi-Lin Li and Yung-Ching Liu

On prediction of lung cancer with LDCT assisted by health examination data

Ping-Huai Wang, Hou-Tai Chang, Chieh Lee, Wei-Fang Chen and Chen-Ju Lin

An Integrated Approach to Synchronise and Optimise Hospital Operations

102The Situational Awareness and Mental Workload of Nurse Anesthetists in Surgery

157

219Detection model of accounting information based on decision making in ERP

Akihiko Kigawa

231A WIP allocation strategy for a unified material handling system of a semiconductor manufacturing company

Haejoong Kim, Jeehyuk Park and Jongsung Lee

254

Environmental strategic orientations for improving Corporate Social Responsibility - using integration MCDM

model

Ming-Tsang Lu

137Emission-distribution model development under the cap-and-trade policy

Tshianeo Tshivhase and Yasutaka Kainuma

Hiroyuki Kawabe, Hidetaka Nambo, Shuichi Seto and Yuko Shimomura

Economic-oriented model of hospital waste collection and disposal location decisions in Northeastern

Thailand

Dominic Tadena, Mariam Tabios and Michelle Adiwang

Presence and work performance in a virtual environment with various visual complexity

Rudy Ying-Yin Huang and Marino Menozzi

Effects of three eye statuses on eye-movement complexity

62

38Ray F. Lin

315

230

Prasit Kailomsom and Charoenchai Khompatraporn

211

Intelligent Agent Based Service Engineering Model for Automotive Cluster in Thailand using Fuzzy AHP and

Neural Network

Kamchai Thaichaiyon and Suthep Butdee

364Lease Contract of Green Product Considering Service Heterogeneity

Hennie Husniah, Bermawi P. Iskandar and Andi Cakravastia

295Distortion correction of braille document images obtained by overhead scanner

158

Monocular camera and digital human model based evaluation strategy of physical load in working posture

Akisue Kuramoto, Kazuki Hiranai and Akihiko Seo

The Proposed University Central Hall: An Incorporation of Ergonomics Towards Safe and Sustainable

Architecture

35

Industrial Engineering/Automation 1 12/3 15:30~ Room 6

Industrial Engineering/Automation 2 12/4 10:30~ Room 6

Knowledge and Information Management/Probability and Statistical Modeling

12/4 8:20~ Room 3

Forecasting Process Parameters for Spray Drying Manufacturing based on Multivariate Analysis

Multiple Objective Emergency Department Resource Allocation Using Multiple Objective Probabilistic Branch

and Bound

Hao Huang, Chih-Wei Cheng and Kuan-Lin Chen

91

The vision for the intelligent shop-floor system

Mohammad Miradj Isnaini

205Deep Learning to Detect the Grasping Pose of a Robotic Arm

Zong-Ying Cai and Chen-Yang Cheng

Du-Ming Tsai, Hsin-Yang Tsai and Wei-Yao Chiu

Yoshiko Furusho, Atsushi Imanaka and Shinobu Hasegawa

18Mura defect inspection in Liquid Crystal Display panels using optical flow-based motion analysis

197Handling categorical variables with high cardianlity: category grouping

214Yee Yeng Liau, Kezia Amanda Kurniadi and Kwangyeol Ryu

171

The effectiveness of mnemonic phrase teaching to computer aided design and drawing.

Tsungyeh Ho and Dengchuan Cai

323An Economic Analysis of QR code Marking for Water Pump based on RCP Climate Change Scenario

Sanghan Lee and Chaesoo Kim

260

Taekho Lee, Seeun Jo and Chi-Hyuck Jun

Effect of Color Light and Color Texture on Defect Detection for Leather Manufacture

Chayapha Pokpong and Natthavika Chansri

Development of a simple making tool for production planning & management by use of Gantt charts

Natthavika Chansri and Pornchai Poonakeaw

Introduction to Continuous Time Quantum Walk Search

277

321Yusuke Ide

Xuebin Chen, Masahiro Shibuya and Takashi Ishijima272

Corporative Industrial Robotic Modelling to Improve Productivity in Complex Cellular Production

Jedsadarng Thanomsin, Suthep Butdee and Pramote Srinoi

385

185

Significance of Information Design Learning Using Persona and Customer Journey Map as UX Research

Method

Atsushi Imanaka and Yoshiko Furusho

Adaptability of Human-robot Collaboration (HRC) System in Mold Assembly

226

186Investigation of Teaching Material Media for Art Education

36

Lean Manufacturing 12/3 13:20~ Room 8

Logistics Management 12/4 15:40~ Room 3

110A clustering-based heuristic for location routing problem with outsourced delivery and split delivery

Junko Hosoda and Takashi Irohara

239Set Covering Problem considering Capacity, Type of Facility and Region Area

Annie Purwani and Utaminingsih Linarti

57

The Lateral Transshipment Problem considering rentals and returns via Multi-period Stochastic Programming

Model

Koji Aragane, Tetsuya Sato and Takayuki Shiina

An Algorithm for Flexible Multi-Compartment Container Loading Problem with Multi-Drop

Sherly, Parama Kartika Dewa and The Jin Ai

Wassanai Wattanutchariya and Tassanathan Wongwanruan

The Cost of Improving Quality for Flexible Printed Circuit Board Assembly Manufacturing

Shoya Nakamura, Yasutoshi Nishi, Keisuke Nagasawa, Katsumi Morikawa and Katsuhiko Takahashi

Reduction of Defects due to Improper Mixing in Milling Section at Philippine Belt Manufacturing Corporation.

Chandrawati Putri Wulandari, Chao Ou-Yang and Mohammad Iqbal

Construction of Support System for Information Security Policy

Kiyoshi Nagata and Yutaka Kigawa

166

Extracting Production Rules from Association Rules Mining as Knowledge Bases for Rule-based Expert

Systems

365

9A Genetic Algorithm Based on Incomplete Solution Representation for Scheduling

Chi-Shiuan Lin and Muh-Cherng Wu

165

An analysis method of dismantling work for end-of-life vehicles (ELV) with tracking data of metal recycle

machines

256The Study of Picker Assignment by using Deep Reinforcement Learning

New approach for arranging worker sequence to self-balancing production line with worker and station

dependent speed

Daisuke Hirotani, Katsumi Morikawa, Keisuke Nagasawa and Katsuhiko Takahashi

16

A Hierarchical Hybrid Approach for Rich VRP Studies through Elaborate Cost Accounting Considering Various

Driving Conditions

Yoshiaki Shimizu and Jaekyu Yoo

349Joann Cortez and Noe Enriquez

306

R.M. Jhiell Lhey Aguado

Lean Approach to Efficiency Enhancement in an Insulated Panel Assembly of a Refrigeration Company

Editha Montero, Noe Enriquez and Maida Dela Cueva

Efficiency Improvement of Bottle Pasteurized Milk Production Using Lean Manufacturing Technique

228

330

6

Chumpol Yuangyai, Yu-Jun Chang and Chen-Yang Cheng

331

37

Management Information System/Management Information System 1

12/4 8:20~ Room 7

Management Information System/Management Information System 2

12/4 10:30~ Room 7

Managemet Science 12/5 10:30~ Room 6

159About working support based on Drucker theory

Yasuhiro Yamanaka

Yu Liu and Xiang T.R. Kong

340Archetypes of Technology Transfer Process at Recipient Companies

Lucia Diawati, Andi Cakravastia, Anas Maruf and Yosi Agustina Hidayat

344

Development of Dynamically Integrated Performance Model of Technology Transfer Process at Manufacturing

Company

Lucia Diawati, Ghaida Fatcha Mubiena and Muhammad Afdila Ghulfi

312

Quantitative Model representing the Contribution of Technology Elements on Operational Performance of

Subsidiary Companies

Lucia Diawati, Andi Cakravastia, Yosi Hidayat, Anas Ma'Ruf, Dradjad Irianto, Iwan Wiratmadja, Katsuhiko

Takahashi, Yasuo Yamane, Ritsuo Hashimoto and Katsumi Morikawa

350Developing a Dynamic Balanced Scorecard to Measure the Performance of a Public Industrial R&D Institution

Muhammad Afdila Ghulfi, Lucia Diawati and Ghaida Fatcha Mubiena

388

An Assessment of Development Potential of Small and Medium Industry (SMI) Using Technometric Concept

of Management of Technology

Praditya Ajidarma, Augustina Asih Rumanti and Iwan Inrawan Wiratmadja

Project Management Support using the log data of Inter-organizational Communication

Gongyi Liu, Nobuaki Ishii, Kotaro Ohno and Shin-Ichiro Yokoyama

Integrated storage assignment and consolidation sequencing for zone-based automated put system in flower

auction

249

296

268ICT acceptance for teachers’ behavior intention to enhance the learning process in the Philippines

Amalia Yuli Astuti and Dwi Sulisworo

207

383Fariz Muharram Hasby, Wisnu Aribowo, Sukoyo, Muhammad Mi'Radj Isnaini and Wildan Trusaji

242Applying Association rule for Production Line Assignment-Case study of Shoe Industry

Kazuo Kihara and Hisashi Yamamoto

Implementation of Industry 4.0 Concept for SME Mushroom Farming

Yu Ju Lin, Tung Jung Lin and Chen-Yang Cheng

Study of prediction method of degree of user's fault recognition for software design document

136Smart tags for manufacturing system visualization

Mitsuyoshi Horikawa, Satoshi Nakata, Azuma Okamoto and Yoshitoshi Murata

73

An Empirical Examination of Alignment Effect between Business Strategy and Information Strategy on

Business Performance

Yue-Yang Chen and Hui-Ling Huang

38

Metaheuristic/Optimization Technique 12/3 13:20~ Room 2

Operation Research 1 12/4 13:30~ Room 1

15

Multi-objective Evolutionary Algorithms for Coping with Single-Objective Optimization Problems Rationally -

Comparison, Enhancement and Post-optimal Evolution

Jaekyu Yoo and Shimizu Yoshiaki

Impact of the Variety of Functional Options on Willingness to Pay

255

370

Utaminingsih Linarti and Feby Z Hadi

The application of a multi-decision model for circular economy business model innovation for the green

energy industry

Chih-Hao Yang

Scheduling Linear Deteriorating Jobs on a Single Machine with a Rate-modifying Activity to Minimize

Makespan

359

Takumi Kato and Kazuhiko Tsuda

A Study on AHP based Diagonosis for Small and Medium Sized Smart Factory

17

377

Variable Neighborhood Strategy Adaptive Search (VaNSAS) for Optimization of Vertical Transportation in

Elevator (OVTE)

Rapeepan Pitakaso, Kanchana Sethanan and Suppachai Chainarong

Junyeong Gwon and Chaesoo Kim

Multiobjective Two-level Fuzzy Random Programming Problems with Simple Recourses and Optimistic Pareto

Stackelberg Solutions

Junyeong Gwon and Chaesoo Kim

308

37

271Harmony Search Algorithm for Time-Dependent Vehicle Routing Problem with Time Windows

133Multi-period pre-positioning stock model with fuzzy demands of humanitarian relief aids network

Wolawit Leelawan and Charoenchai Khompatraporn

373

Using Modified Differential Evolution Algorithm to Optimize Friction Stir Welding Design of AA 6082-T6

Aluminum Alloy

Thanatkij Srichok, Rapeepan Pitaaso, Kanchana Sethanan and Suppachai Chainarong

145A branch and bound approach for shortest-path network interdiction

Kosuke Kameda, Natsumi Takahashi and Shao-Chin Sung

Tao, Lin and Wei

Heavy Item Truck Loading Problem with Real-World Constraints

Yun-Chia Liang, Vanny Minanda, Aldy Gunawan and Angela Hsiang-Ling Chen

Jonghwa Lee and Byung-In Kim131

Hui-Chih Hung, Hsi-Mei Hsu and Chiang-Lin Chao

84The Multi-profit Orienteering Problem

Hyunjoon Kim, Byung-In Kim and Dong-Jin Noh

263

Analysis of G(t)/G(t)/s(t) queue system in non-stationary customer arrival pattern using infinite server

method: A case study in Supermaket

A multi-depot vehicle routing problem with order split and allocation in e-commerce logistics

39

Operation Research 2 12/5 10:30~ Room 1

OS: Future Strategy Design (JIMA) 12/3 15:30~ Room 1

OS: Management Mathematics 1 (JIMA) 12/3 15:30~ Room 4

Waranyoo Thippo, Chorkaew Jaturanonda, Sorawit Yaovasuwanchai and Charoenchai Khompatraporn

A method for determining the storage position of goods in the warehouse by using greedy methods

Harumiko Sumi, Fumiya Tamura and Shuhei Inada

An Optimal Assignment Production of Workers with Different Capacities for Each Process in Reset Limited-

Cycle Problem with Multiple Periods

Kin’ya Tamaki, Hiroshi Sakuta, Maki Arame, Yoshiyuki Ono, Yoshiki Nakamura and Tomofumi Takamatsu

Optimal Switch-Over Time to a New Generation Repairable Product with Weibull Lifetime

98

A proposal of development method of concept design of product considering service for enhancement of

market value

Masahiro Arakawa, Suguru Nozue, Takeshi Abe, Park Youngwon and Kinya Tamaki

100

Discussion of production management supported by robot system integrator and IoT system integrator for

continuity of manufacturing business

Yasuyoshi Mase, Masahiro Arakawa and Kensuke Ishida

Po-Ting Chen, Shih-Wan Sun, Yu-Ting Weng and Ruey-Huei Yeh

Two-process Production Planning with Mixed Supply and Multiple Products in Canned Pineapple Production

Lines

Thanakorn Miengarrom, Tuanjai Somboonwiwat and Chareonchai Khompatraporn

Heuristic Approach for Solving a Multi-objective Workforce Planning Problem of Rice Seeds Harvesting

69

181

206

172

123

Jinyu Zhang, Hisashi Yamamoto and Jing Sun

334A Mathematical Model for Solving Multi-Period Purchasing Planning Problem

Anan Mungwattana and Suwitchaporn Witchakul

168

Development and Demonstration of Adult Educational Programs for System Creators in Future Strategy

Design in Action Project Group Activities through Industry University Cooperation

106Case study of smart city by the future strategic design

Yuji Hirabayashi, Kin’ya Tamaki and Maki Arame

58Stochastic programming model for energy storage equipment in a residential building

Shota Kimata, Takayuki Shiina, Tetsuya Sato and Ken-Ichi Tokoro

88Business Producer Development Program for Future Strategic Design

Maki Arame, Junko Handa and Kinya Tamaki

Meilinda Maghfiroh

A fast heuristic for home care visiting scheduling planning problem

Chi-Leung Chu, Tein Chang Wang and Vincent Li

224Mobile Clinics: Medical Service Strategy for Disaster Healthcare Response Operation

236

59Stochastic Programming Model for Negawatt Planning

Masahiro Yamada, Takayuki Shiina, Tetsuya Sato and Ken-Ichi Tokoro

40

OS: Management Mathematics 2 (JIMA) 12/4 10:30~ Room 4

OS: Management Mathematics 3 (JIMA) 12/4 13:30~ Room 4

OS: Perspectives on Data Analytics 1 (JIMA) 12/3 13:20~ Room 3

Takuhiro Shimogama, Etsuko Kusukawa and Masaki Kiyomitsu

Evolutionary Game Theoretic Analysis for Carbon Tax, Subsidy and Penalty and Cap-and-Trade Policy

Haruki Suwa and Etsuko Kusukawa

Mingchang Chih

Simulation analysis of server allocation of customers considering walking time

Koichi Nakade and Saki Ueda

Real-Time Service Scheduling Considering Collaboration Potential in Cloud Manufacturing

The effect of variance reduction techniques on particle dynamics in particle swarm optimization

63

An Experimental Study of Evolutionary Solutions for Assignment Type Facility Layout Problem.

324

121Taichi Nakano, Atsushi Suzuki and Hisashi Yamamoto

JOB SHOP RESCHEDULING UNDER RUSH ORDER ARRIVALS

Huynh Trung Luong and Sakkarin Ngiuwichit

201

Criteria for Choosing Between a Cash or Credit Card Payment, Estimated by a Threshold Random Effects

Model

Ai Ikeda, Masao Ueda and Takeshi Moriguchi

Optimal Operation in Closed-Loop Supply Chain with Product Life Cycle considering Time Efficiency of Profit

30

32

You-Jin Park, Sun Hur and Gilseung Ahn

An Optimal Assignment Model in Reset Limited-Cycle Multiple Production Periods Considered the Penalties

of Due Date and Quality

Wei-Ya Wang and Kuo-Hao Chang

Optimal Operation and Cost Sharing in a Dual-Channel Green Supply Chain considering Carbon Emissions

under Government’s Environmental Measures

89Machine Selection Problem in Required Capacity Condition via Simulation Optimization

119

Yuta Toki and Etsuko Kusukawa

Differential evolution for the periodic vehicle routing problem with delivery spaced constraints on maintenance

services: A case study of the Thai sugar industry

127Optimization of Advertisements on the Internet based on LSTM

Yuki Horita and Haruka Yamashita

20

152Thanapoom Triamwechwootikrai, Kanchana Sethanan, Thitipong Jamrus, Kongkidakorn Worasan and Karn

Moonsri

203Purchase Factor Analysis of Lactic Acid Bacteria Beverage by Logit Model

Xiaowen Zhao, Hisashi Yamamoto and Jing Sun

56

12

Mana Takaya and Haruka Yamashita

208An analytical model of users' communication on a chat system

Ayako Yamagiwa, Yuto Seko, Tianxiang Yang and Masayuki Goto

41

OS: Perspectives on Data Analytics 2 (JIMA) 12/3 15:30~ Room 3

OS: Perspectives on Data Analytics 3 (JIMA) 12/4 10:30~ Room 3

OS: Perspectives on Data Analytics 4 (JIMA) 12/4 13:30~ Room 3

319Parameter design and optimization of the filling and packaging of sweetened condensed coconut milk

Nathadet Kongsetthakul, Jiraporn Pradabwong and Natthavika Chansri

94

Predicting Customer Churn of a Platform Business Using Latent Variables of Variational Autoencoder and

Analysis of Customers’ Purchasing Behaviors

Kyosuke Hasumoto and Masayuki Goto

Hoki Kim, Jaewook Lee and Taeho Yoon

Dewang Chen

Self-Planning via self-play based multi-agent reinforcement learning for Small-scale aerial combat

Zijing Guo, Junxiao Zhou and Jinwu Gao

Defending Against Adversarial Attack via Bayesian Neural Network

187Application of Auto-Encoder for Time Series Classification with Class Imbalance

Yi -Ching Yeh and Chia-Yu Hsu

200

304

366

Forecasting Bike Usage with Different Models in a Bike-Sharing System

Fu Chuang and Ching-Jung Ting

194CAUSAL FEATURE SELECTION ANALYSIS FOR STOCK MARKET MOVEMENT

Venusmar Quevedo, Francis Luis Evangelista, Mercado John Cassidy and Noime Fernandez

196Station-level Ridership Forecast Models in a Bike-sharing Service

Framework for Dynamic Inventory Replenishment Using Shipment Data of Logistics Warehouse in Apparel

Products

Kenta Mikawa

Metro Operation Simulation System Driven by Big Data of Passenger Flow and its Intelligent Optimization

210Estimation Problem of Linear Regression with High-Dimensional Sparse Supplementary Variables

Masayuki Goto

192

128Fuzzy Optimization of Portfolio using Interactive Genetic Algorithm and Artificial Neural Networks

Anas Laamrani and Masato Sasaki

309An Estimation Model of Life Change Point by Energy Consumption

Satoshi Suzuki, Manabu Kobayashi and Masayuki Goto

101Factorization Machine with Mixed Norm regularization using ADMM

188

Rina Tanaka, Aya Ishigaki, Tomomichi Suzuki, Masato Hamada and Wataru Kawai

Yan-Cheng Liu and Ching-Jung Ting

135Adaptive SOM anomaly detection for time series data

Tomonori Kitani, Jyun’pei Kawana and Yoichi Seki

42

OS: Sustainable Supply Chain Management 1 (JIMA) 12/4 15:40~ Room 2

OS: Sustainable Supply Chain Management 2 (JIMA) 12/5 8:20~ Room 2

OS: Sustainable Supply Chain Management 3 (JIMA) 12/5 10:30~ Room 2

Phajongjit Pijitbanjong, Udompong Ketsripongsa, Rapeepan Pitakaso, Paroon Mayachearw and Chaiya

Chomchalao

353

375

183Increasing the Accuracy of Forecasting can Eliminate Bullwhip Effect in Supply Chains

276A Mixed Integer Linear Programming and Genetic Algorithm to Solve Waste Collection Routing Problem

Mariah and Sukoyo

Takato Nakatani and Etsuko Kusukawa

Sustainable production and delivery system of agricultural products considering the local production for local

consumption

327Convolutional Correlation Structure Monitoring for Batch Process Diagnosis

Jakey Blue

124Using Big Data Analysis to Construct the Abnormal Diagnostic System for Wafer Test Platform

Chih-Hung Jen, Shu-Kai S. Fan, Yu-Ming Lu, Wan-Ting Chen and Sung-Ying Tsai

Determination of Ordering Policy in Warehouse Layout Design Using Knapsack Problem and Class-Based

Storage Policy Approaches

Yosi Hidayat and Caroline Asaloei

A study on Internet of Things embedded Closed-Loop Supply Chain System

293A novel framework to forecast global shipments and price variations of memory chips

Chih-Hsuan Wang

Yen-Shuo Chen and Chin-Yin Huang

301A SNS Analysis of Japanese Manufacturers Using Text Mining

Yuta Kitano, Tetsuo Yamada and Kim Hua Tan

179

234Fang Yi, Sato Kimitoshi and Nakashima Kenichi

Takashi Hasuike, Tomoko Kashima and Shimpei Matsumoto

Sustainable closed-loop supply chain with capacity consideration under disruption scenarios

337

Optimal Operation of Supply Chain with a Hybrid Production Mode under Carbon Emissions and Cap-and-

Trade Policy

305

Batch production scheduling in parallel machines with simulated annealing using python to minimize total

tardiness

Docki Saraswati, Debbie Kemala Sari and Shelina Putri Kurniadi

21

316

Collaboration method of single-vendor multi-buyer supply chain using multi-player linear physical

programming

Tomoaki Yatsuka, Aya Ishigaki, Yuki Kinoshita, Tetsuo Yamada and Masato Inoue

Keisuke Nagasawa, Katsumi Morikawa, Katsuhiko Takahashi and Daisuke Hirotani

Modified Differential Evolution Algorithm for Solving Economic Crop Planning in the Northeastern Region of

Thailand

43

OS: Work-life Balance and Services 1 (JIMA) 12/3 15:30~ Room 2

OS: Work-life Balance and Services 2 (JIMA) 12/4 10:30~ Room 2

OS: Work-life Balance and Services 3 (JIMA) 12/4 13:30~ Room 2

320Effects of planned transshipment in the buyer-dominated supply chain under uncertain demand environment

Tomoki Oshima and Aya Ishigaki

329An economic evaluation of product recovery plan in rare earth elements recycling business in Japan

Hiroshi Kuroki, Aya Ishigaki, Ryuta Takashima and Shinichirou Morimoto

75

A Statistical Approach Identifying Parenting Stress Indexes for Japanese Mothers by Factor and Cluster

Analysis

Michika Kato, Tetsuo Yamada, Eri Fujita and Seiko Taki

8

Ergonomic Intervention to Reduce the Risk of Work-related Musculoskeletal Disorders in a Small-scale

Pottery

Hazel Caparas, Arra Krisha Flores, Mark Gil De Castro and Spencer Malabanan

290

Search Path Planning for a randomly distributed immobile target using Fleet of UAVs with Battery Swapping

Stations

I-Lin Wang and Yun-Hsuan Lu

199

Factors Affecting the Adoption of Google Applications for Education (GAFE) : A Case Study of Humanities

Faculty Srinakharinwirot University

Dussadee Seewungkum

233The Information System for Strategic Planning on the Public Relations for Private Institutions in Thailand

Sirilak Borirug and Jakkapan Satmunee

105Concept of Health Support Tool for Work-Life Balance by “Body-Mind Integrative Science” Approach.

Eri Ohto-Fujita, Yoriko Atomi, Miho Shimizu, Yoshikazu Higashi, Seiko Taki and Tetsuo Yamada

132

Ling-Lang Tang, Jian-Song Chen and Chin-Tsang Tsai338

204Application of smartwatch for stress detection associated with a worker's action using machine learning

Mitsuru Toda, Ayumi Ogasawara, Aya Ishigaki and Hiroyuki Nishiyama

225Operating room scheduling: Analyzing the trade-off between the expectation and the CVaR of delay time

Kinju Hoshino, Mari Ito, Ryuta Takashima, Manabu Hashimoto, Hiroyuki Yamamoto and Hirofumi Fujii

The Use Intention and Perceptions of Smart Robots for the Elderly

170

The impact of information seeking on online purchase decision in Thailand

Vipakorn Vadhanasin

An analysis of occupational stressors for healthcare workers163

Yating Yu, Seiko Taki, Masato Takanokura, Tetsuo Yamada and Masaru Kawakami

Challenges of Communication Design to Support Work-life Balance

Seiko Taki

44

Product Design 12/5 10:30~ Room 7

Productions and Operations Management 1 12/4 10:30~ Room 5

258

279

326Marathon Runner Support System Based on a Heart Rate Prediction

Ikki Matsushita, Ryo Hatano and Hiroyuki Nishiyama

Paphakorn Pitayachaval and Thanakhan Baothong

380

A fundamental study on an operation workflow improvement by using the cumulative flow graph

Osamu Ichikizaki and Hirokazu Kono

52An ICT-based cloud manufacturing architecture for complex heavy equipment manufacturing collaboration

Yang Hu and Feng Wu

71Overview of The Program Content of Sustainable Kaizen Activities: A case study of company F

Jun Yamaguchi and Hirokazu Kono

72

Signature Procedure in the Management for Kaizen Activities Sustained over the Long Term: A case study of

cosmetics manufacturer E

247

Method of Determining Zoning and Storage Reassignment Plan Considering Picker's Work Characteristics in

Logistics Warehouse

Ayumi Ogasawara, Erika Tajima, Aya Ishigaki, Seiichi Yasui and Hiroyuki Nishiyama

278A suggestion for a method on visualization of dangerous environmental sounds

Hiroshi Arai, Takehiro Ido, Yuko Shimomura, Hiroyuki Kawabe and Shuichi Seto

Uten Khanawapee and Suthep Butdee

Dehumidification System Design for the Finished Products Produced from Natural Rubber Latex

Thongchai Chinkatham

THE EFFECT OF MODEL EDGE ON AN EXTRUSION OF RAPID PROTOTYPE USING DANKWIAN CLAY

Case-Based Learning and Adaptable Process Design for a Lightweight bi-Material Cold Forging Automotive

Fastener

341Facility location problem of child care facilities at the area where the population shaply increases

Takashi Hasuike

241

381Fixture Planning for Multi-Workpiece Setup

85Design and Evaluation of Project Organization Based on Communication Links

Nobuaki Ishii and Masaaki Ohba

A Conceptual Design of Soymilk Separation Technology for Small Medium Enterprise of Tofu Producer

Azka Qonita Ibadurrahman, Wildan Trusaji and Dradjad Irianto

Jun Yamaguchi, Manabu Hattori and Masaaki Yokogawa

193DECISION TRADE-OFF FOR CONSUMER PRODUCTS USING CONJOINT ANALYSIS

Venusmar Quevedo, Chloe Jean Raval and Mitzi Faye Lorilla

Paphakorn Pitayachaval and Anantapoom Thongrak

A Study of Factors That Effect to Extrusion On Demand in Paste Extrusion Process

Edwin Syalli Siregar and Anas Maruf

280

95

45

Productions and Operations Management 2 12/4 13:30~ Room 5

Productions and Operations Management 3 12/4 15:40~ Room 5

Quality Engineering and Management 1 12/4 8:20~ Room 1

48Effect of Ancillary Works of Inspectors on Defect Detection in Appearance Inspection

Ryosuke Nakajima, Momoko Harada, Takuya Hida and Toshiyuki Matsumoto

129Collaborative inspection planning by integrating a production planning system under uncertainty

Hiroshi Shiokawa, Shuhei Ota and Nobuaki Ishii

300

DETERMINING THE STANDARD TIME IN THE PACKING PROCESS OF 24/30 BANANA CLUSTER PACKS

(BCP) USING STOPWATCH TIME AND MOTION STUDY (TMS) IN A BANANA PRODUCTION COMPANY

Bonn Kleiford Seranilla and Glenn Paclijan

238Coordination of pricing and inventory decisions for a two-level fashion supply chain

Vincent Li, Chi-Leung Chu, Yat-Wah Wan and Yicheng Lin

Seung-Hyun Choi, Chang-Ho Lee, Dong-Hee Lee and Kwang-Jae Kim

317Capacity Allocation Strategy for a Manufacturer when Offering Two-generation Products

Kwei-Long Huang, Yu-Hsin Wang and Cheng-Hung Wu

114Classification Framework of Mixed-type Defect Patterns on Wafer Bin Map via Neural-Network Approach

Gervin Espinosa and Noe Enriquez

Surface Quality and Accuracy Machined Part Prediction on Machining Center Using Multi-Criteria Decision

together with Natural Frequency Vibration Method

371

264

Sarayut Ngerntong and Suthep Butdee

Noppachai Saivaew and Suthep Butdee

A Study on an Assembly Line Designing Method for a Large Product with 3DCAD Data

Osamu Ichikizaki, Miho Fujii, Takuya Hida, Ryosuke Nakajima, Syun Sakurai, Shintaro Yoshida and Shinji

Shinoda

Defects Reduction through Facility Layout Improvement Using Systematic Layout Planning Pattern Theory

184

Chihiro Hayashi, Hisashi Yamamoto, Masaaki Ohba, Yukio Maruyama and Yoshiki Nakamura

227An empirical study on casting furnace efficiency improvement using data-driven techniques

246

328

The effective seat setting of the production seat booking system for the make-to-stock manufacturing process

with the fixed lot-size production

Chien-Chih Wang, Kuen-Tai Chen and Chi-Hung Kuo

Intelligent CAPP for Assembly Machined parts using Fuzzy AHP and Case-Based Reasoning

286

BIOETHANOL POTENTIAL AND LAND SUITABILITY MAPPING OF CASSAVA (Manihut esculenta)

PLANTATION IN SELECTED AREAS OF NORTHERN MINDANAO, PHILIPPINES

Glenn Paclijan and Greg Cubio

235

Development of herbal tea formulation system tailored to the individual daily physical condition for

developmental disabilities

Kaito Takama, Sakiko Ogoshi, Chika Mori, Yasuhiro Ogoshi, Takahiro Komatsu and Tsubasa Yamamoto

46

Quality Engineering and Management 2 12/4 10:30~ Room 1

Reliability and Maintenance 1 12/4 8:20~ Room 2

Empirical study on quality prediction of wafer acceptance test in DRAM manufacturing using machine

learning technique

Chien-Chih Wang and Yu-Hsun Li

Reduction of Missing Pin Defect in Cutting and Fitting Process through Lean Six Sgma Methodology at a

Semiconductor Company

96

54

288

336A sequential experimentation approach for multiresponse surface optimization

So-Hee Kim and Donghee Lee

Florence Leony and Chen-Ju Lin

Application of Deep Learning Technology for SMD Defect Detection

Chiao-Tzu Huang, Pao-Tiao Chuang and Lu-Kai You177

120

174Applications of control chart in healthcare : A Literature Review

Naarpa Kuntapa and Ussanee Purintrapiban

175Selection of Control Chart for Monitoring Blood Glucose Level

Naarpa Kuntapa and Ussanee Purintrapiban

Nur Sa’idah, Andi Cakravastia, Udjianna Pasaribu and Bermawi Iskandar

An empirical study for price prediction of iron raw material using machine learning techniques

Chien-Chih Wang and Chun-Hua Chien

Ding-Hsiang Huang, Cheng-Fu Huang and Yi-Kuei Lin

Correcting ``System Reliability Results'' in a Review of the Literature -- Simulation is Used as a Problem-

Solving Spotter and Validator

Wheyming Song and Yi-Zhu Su

Taishin Nakamura, Hisashi Yamamoto, Tomoaki Akiba and Koji Shingyochi

Minimal paths plus minimal cuts for reliability calculation in stochastic flow networks

378

31Algorithm for the Component Assignment Problem in Redundant Consecutive-k-out-of-n:F Systems

302

51Dynamic Parameters Setting for Impregnation Process of Printed Circuit Board

Yiyo Kuo and Yi-Ting Chiang

151Case study for predicting lithium battery health status using design-experiment data

Chien-Chih Wang and Hsin-Tzu Chang

389Optimal Preventive Maintenance Policy for a Maintenance Service Contract Ensuring Availability Target

111Assessing span between feet of public squatting-type toilet based on squatting stability

Yi-Lang Chen, Resy Kumala Sari, Wei-Cheng Lin and Ying-Hua Liao

155

James Louie Meneses and Noe Enriquez

Productivity Enhancement of Automobile Filter Industry using ZED approach

Balbir Singh, Umesh Umesh, Bhaskar Bhandarkar and Varun Dutta

Process selection based on process loss under non-normal data

47

Reliability and Maintenance 2 12/5 8:20~ Room 3

Scheduling and Sequencing 1 12/3 15:30~ Room 5

Scheduling and Sequencing 2 12/4 8:20~ Room 5

202

Dwi Kurniawan, Andi Cakravastia Raja, Suprayogi and Abdul Hakim Halim

A Batch Scheduling Model for a Three-stage-Flowshop with Job and Batch Processors Considering Rework

Processes for Non-conforming Items to Minimize Total Actual Flowtime

Pratya Poeri Suryadhini, Sukoyo, Suprayogi and Abdul Hakim Halim

386

384

Chun-Yee Lee, Li-Chih Wang and Pei-Chun Chu

A Scheduling Model for a Three Stage Hybrid Assembly Differentiation Flow Shop with Batch Processing in

the First and Third Stages to Minimize Total Actual Flow Time

Rahmi Maulidya, Suprayogi Suprayogi, Rachmawati Wangsaputra and Abdul Hakim Halim

A Batch Scheduling and Operator Assignment Model for Flow Shops to Minimize Total Actual Flow Time

382

216

Sugarcane Harvester Scheduling Based on The Vehicle Routing Problem with Time Window

(VRPTW) and Driver Restriction

Sirin Boonsuchat, Kanchana Sethanan, Thitipong Jamrus, Chuleeporn Kusoncum, Kongkidakorn

Worasan and Nitikorn Srijaroon

Shi-Woei Lin, Tapiwa B. Matanhire and Yu-Chi Chang

345Design of High-security RRAM Devices for Physical Unclonable Function Applications

245Overtime Replacement Policy for Two Failure Modes

Satoshi Mizutani, Xufeng Zhao and Toshio Nakagawa

Jia-Nian Zheng

Design of Job Scheduling Using BAT Algorithm To Minimize Makespan in Hybrid Flowshop

Sumiharni Batubara, Debbie Kemala Sari and Dhimas Aryo Wicaksono

Development of a Cloud-based Advanced Planning and Scheduling System Framework and Modeling

Approach

322Scheduling Problem for Small Variety Manufacturing in Printed Circuit Board Industry

169

Gou-Sheng Li, Cheng-Ying Li, Chun-Cheng Lin, Sheng-Yuan Chu and Wen-Lung Lee

44Approximate value using limit theorem for connected-(r,s)-out-of-(m,n):F lattice system

Koki Yamada, Taishin Nakamura, Hisashi Yamamoto and Xiao Xiao

112Software reliability model with software metrics by Logistic regression

Hiroki Inokuchi, Xiao Xiao and Hisashi Yamamoto

310Game-theoretic Analysis of Service Agent Warranty Fraud when Some Agents Are Honest

126Number of Failed Components in a Consecutive-k-out-of-n:G System

Lei Zhou, Taishin Nakamura, Hisashi Yamamoto and Xiao Xiao

232Optimal Design of Multi-Objective Network System using Genetic Algorithm

Jiongting Chen, Hisashi Yamamoto, Koji Shingyochi and Natsumi Tkahashi

160Frontline Emergency Care Assistance -- A Design of Mobil Central Pipping Station

Li-Ping Tseng, Wen-Tsung Ku, Chun-Teng Chen and Hungwen Chen

48

Service Science/Management 12/3 13:20~ Room 7

Simulation 12/3 13:20~ Room 6

Pei-Chun Chen, Yung-Ching Liu and Yang-Kun Ou

Effects Analysis of Technology Acceptance Model on Purchase Intention of Smart Electric Scooter

Pao-Tiao Chuang, Chiao-Tzu Huang and Kuan-Yu Chen

Effectiveness of Price-matching Strategies Between Physical Stores When the Lowest Price Is Offered Online

Applying Random Forest to Estimating Production Setup Times on Scheduling

Yu-Kai Su, Chen-Yang Cheng and Shu-Fen Li

220

A computational approach for optimal crop planning of vegetables farm.

Suphanida Jitjakr, Kanchana Sethanan, Thitipong Jamrus, Kongkidakorn Worasan and Nitikorn

Srijaroon

19A Dual Resource Constrained Batch Scheduling Problem with Different Operator Skills

Muhammad Akbar, Takashi Irohara, Yutaka Itou and Tomohiro Takahashi

142Application of PZB Model to Explore User Experience after Modification of Pediatric Outpatient Settings

154

374

Application of Metaheuristic Methods for Pig Assignment Problems A Case Study Phorn Prasert

Farm Company

Natthanan Praseeratasang, Nat Praseeratasang, Rapeepan Pitakaso, Kanchana Sethanan, Sasitorn

Kaewman and Ganokgarn Jirasirilerd

147A hybrid genetic algorithm for production scheduling in steel making Industry : an empirical study

Po Han Liu, Tzu Yen Hong and Chen Fu Chien

252

Design and Development of an Online Robot Programming and Simulation Framework using the Robot

Operating System (ROS)

167A Study on Military Operational Effectiveness Analysis Method using Simulation and AHP/DEA

Hisashi Kurata and Lu Zhang

Development of Service Concepts that Utilize Energy-related Data for Campus Energy Management

Do-Hyeon Ryu and Kwang-Jae Kim

A Study on Operating Characteristics of Public Bike Sharing Station: A Metropolitan Case of Taipei YouBike

Ru Sern Yeoh, Hwa Jen Yap, Chee Hau Tan, Sivadas Chandra Sekaran and Siow-Wee Chang

Process Improvement of Driver’s License Issuance Through Waiting Time Reduction During Peak Periods

Using System Simulation

Jeremy Laurence Bañez

26

259

Jen-Ying Shih and Wu Chia-Sui

FMEA based ABC Inventory Classification Considering Shortage Prevention

Ho-Seok Kang, Seung-Min Noh and Seong-Yong Jang

190

Multi-Dimensional Street Crime Prediction for Efficient Police Patrolling System Using Bayesian Market

Basket Analysis

Venusmar Quevedo, Nestley Sore, Nelson Murchante and Gene Hadley De Vera

362

307Gyumin Kim and Chaesoo Kim

24

99

49

Supply Chain Management 1 12/3 13:20~ Room 4

Supply Chain Management 2 12/5 8:20~ Room 8

Song-Lin Lee and Kuo-Hao Chang

Evaluation for A Simulation of Optimal Node Placement Using Agent-Based Model

Haruka Ohba and Shinya Mizuno

93

332

An Efficient Algorithm for Discrete Conditional Expectation-Based Optimization via Simulation

Intelligent logistics cost control mechanism with consideration of budget limitation and dispatching frequency

using simulation

Solving New Models of Vendor Managed Inventory and Consignment in Single-Vendor Multiple-Buyers Supply

Chains under General-Integer Policy

287

Chang Ping-Yu and Yang Yu-Ning

356Using system simulation to construct an optimal medical supply model

36

45

Piyarat Muratavanich, Charoenchai Khompatraporn and Apinanthana Udomsakdigool

Side-payment Contract in Prefabrication Construction Industry with Operational Hedging

Chieh Lee and Jatinder Gupta

Scheduling Decision Making and Assignment Planning in Broiler Farms

148Benefits of Supply Chain Finance Providing Enterprises

Qifan Pei, Tiantian Zhang and Hing Kai Chan

Yue Zhai

Ming-Jong Yao, Mei-Yu Lin and Feng Liu

Promoting Supplier’s Environmental Innovation via Emission Taxation

Bosung Kim, Sang Won Kim and Kun Soo Park

Hisashi Kurata and Lu Zhang

25

Comparison of Distribution Collaboration Methods When Demand Occurs at Different Times in Different

Locations

5

Kin Keung Lai, Ming Wang and Qian Zhang

240Coal Blending and Shipping Problem for a Coal-Fired Power Plant in Indonesia

Firly Baskoro, Keisuke Nagasawa, Katsumi Morikawa and Katsuhiko Takahashi

Chalermchat Theeraviriya, Nat Praseeratasang, Natthanan Praseeratasang, Kanchanaa Sethanan, Rapeepan

Pitakaso and Sasitorn Kaewman

376

Inventory replenishment model in two-level supply chain for seasonal products based on collaborative

forecasting

335Optimal financial payment arrangement in a supply chain

180

291

64SUPPLY CONTRACT ARRANGEMENT UNDER SUPPLY DISRUPTION

Huynh Trung Luong and Susith Salgado

Supplier Selection and Demand Allocation with Optional Spot Purchasing under Different Fulfillment Rates in

Agricultural Supply Chain

Nai-Chuan Fang

50

Supply Chain Management 3 12/5 10:30~ Room 8

Sustainable Management 12/4 15:40~ Room 4

Dynamic Fuzzy AHP Multi-Criteria Decision Making Model for Optimal Distribution Route Selection in

Automotive Supply Chain Industry

352A Simulation-Optimization Model for Omni Channel Retail Supply Chain Network Design Problem

Ajinkya Tanksale, Rajveer Singh and Cherian Samuel

275

CRADLE TO GRAVE ANALYSIS OF CASSAVA-BASED BIOETHANOL IN NORTHERN MINDANAO,

PHILIPPINES

Tomomi Imai and Etsuko Kusukawa

215A Differentiated Service Model for Pizza Delivery

Shu-Chu Liu and Bing-Chuan Chen

A Study on Coordinated Trading System for Product Sales of Consumer Electronics Manufacturers

Glenn Paclijan and Greg Cubio

27

Understanding sustainable supply chain capability in indonesia: policy and resource drives the sustainable

process

Ming-Lang Tseng Tseng, Anthony Chiu and Monica O Ngkowidjaja

Prapaporn Chubsuwan and Suthep Butdee

Optimal Operation in a Green Supply Chain considering Carbon Emissions and Energy-Saving under

Government’s Environmental Measures and Cost Sharing

Takuhiro Shimogama and Etsuko Kusukawa

29

250

22

283An Economic Model of Supply Chain Integration for Premium Produce

79Jing Fan and Yasutaka Kainuma

Optimal Operation in a Dual-Channel Closed-Loop Supply Chain with Carbon Emissions and Cap-and-Trade

Policy

339

COMPARATIVE STUDY OF THE GREEN BUILDING RATING SYSTEMS USED IN THE PHILIPPINES AS

APPLIED IN A DOMINICAN EDUCATIONAL INSTITUTION IN INTRAMUROS, MANILA

Katrina Lee

274Development of Legislative Measures for Sustainable Management in Rubber Industry

Natthavika Chansri and Suphatut Srivipatana

Hajime Akiyama, Chika Mori, Sakiko Ogoshi and Yasuhiro Ogoshi

11Sidi Wu, Jiahua Weng and Seung-Jin Ryu

237Sustainable Supply Chains Framework adapting Consumers’ Heterogeneous Demands

Yon-Chun Chou and Che-Wei Tsao

An investigation of the impact of Industry 4.0 on the closed-loop supply chain

Akihiko Fujino

333Employment support and lifelong learning for the people with disabilities -based on SDGs-

51

Tourism Management 1 12/3 15:30~ Room 7

Tourism Management 2 12/4 8:20~ Room 6

Transportation/Human-Computer Interaction 12/5 10:30~ Room 5

257Using Deep Learning Optimization to Solve Travel Distance Estimation for Order Picking Routes

I-Hsuan Huang, Chen-Yang Cheng, Chieh Wen Chang and Chumpol Yuangyai

49

Differential evolution algorithms for Vehicle Routing Problem with Soft Time Windows and Multiple Trips: A

case study of the sugarcane and sugar industry in Thailand

Naruenat Thipnang, Kanchana Sethanan, Thitipong Jamrus, Karn Moonsri and Kongkidakorn Worasan

Effective use of SNS in attracting foreign visitors to Japan

Ayako Sawada

82A Study on Asymmetry of Information in the Tourism Industry

Yoshiki Yamada, Seiji Miyamura, Kotone Nakanura, Shizune Kunita, Yuki Tanigawa and Ayaka Ito

122Examining the Number of Visitors in Tourist Destinations through Mobile Phone Users’ Location Data

Masahide Yamamoto

Yu-Hsiang Hsiao and Ching-Liang Tsai

109

222Interactive 3D Visualization for Tropical Plant Species

Chia Yee Ho, Siow Wee Chang, Chee Hau Tan and Hwa Jen Yap

78

81A Comparative Study on Peoples’ Hospitality Toward Others in Urban and Rural Areas

Kyosuke Hirota, Natsumi Kosuge and Marina Isobe

Exploring the influence of dual-coding theory on satisfaction and continuance intention to use

Wen-Yau Liang

299Topic Modeling-Based Online Review Analysis for Airport Service Management

Determining the Number of Tourist Arrivals from Travel Reviews: A Bivariate Correlation Analysis68

Shuang Song, Tomohisa Yamashita, Hidenori Kawamura, Junichi Uchida and Hajime Saito

Comparison of tourism conditions and the strategies between Japan and Ishikawa Prefecture

282

Takashi Oyabu, Junko Nakamura and Aijun Liu

42

Impacts of accessibility to tourism spots and competitions with cargo freight on cruise ship port of calls to

ports in Japan

Toshihiko Shimauchi, Hidetaka Nambo and Haruhiko Kimura

7Multi-objective Tourist Trip Design Problem in Chiang Mai City

Warisa Wisittipanich and Chanagan Boonya

83A Study on Accumulation Effect in Tourism Industry

Junze Tian, Haruki Shimazaki, Hirokazu Kawai and Tomoki Fuseya

35Research for Consumer Buying Behavior of Travelers from Overseas Countries in Japan

Noriyuki Suyama

39

A New Approach to Promoting Tourism using an AI Digital Comic Foreground

Manami Sugisawa, Hajime Saito, Mitsuyoshi Nagao, Mitsutaka Yasuda and Shigeru Mukaida

52

53

Vehicle routing problem with semi-soft time window and distance and truck type restriction: a case study of

logistic company in Thailand.

Thunyamai Moonmanee and Thitipong Jamrus

53

Last Name (A-Z) First Name Nationality Organization

Abdon, Leanne Faye Philippines Philippine Institute of Industrial Engineers-Saint Louis University Student Chapter 346

Abe, Shota Japan Graduate School of Software and Information Science, Iwate Prefectural University 77

Abe, Takehiko Japan Aichi University 191

Abe, Takeshi Japan Aoyama Gakuin Hicon 98

Adiafora, Heraklos Visha Indonesia Universitas Atma Jaya Yogyakarta 355

Adiwang, Michelle Philippines Philippine Institute of Industrial Engineers - Saint Louis University Student Chapter 315

Afdila Ghulfi, Muhammad Indonesia Bandung Institute of Technology 344 350

Aguado, R.M. Jhiell Lhey Philippines Philippine Institute of Industrial Engineers 228

Agustina Hidayat, Yosi Indonesia Bandung Institute of Technology 340

Ahn, Gilseung South Korea Department of Industrial and Management Engineering, Hanyang University 12

Ai, The Jin Indonesia Universitas Atma Jaya Yogyakarta 331 355

Ajidarma, Praditya Indonesia Bandung Institute of Technology 387 388

Akbar, Muhammad Japan Sophia University 19

Akiba, Tomoaki Japan Chiba Institute of Technology 31 363

Akiyama, Hajime Japan National Institute of Technology, Fukui College 333

Alfanur, Farah Japan Ritsumeikan University and Telkom University 244

Andrada, Michael Angelo Philippines Philippine Institute of Industrial Engineers-Saint Louis University Student Chapter 346

Aragane, Koji Japan Waseda University 57

Arai, Hiroshi Japan Kinjo college 278

Arakawa, Masahiro Japan Nagoya Institute of Technology 98 100

Arame, Maki Japan Polytechnic University 88 106 168

Aribowo, Wisnu Indonesia Institut Teknologi Bandung 383

Asaloei, Caroline IndonesiaFaculty of Industrial Technology, Institut Teknologi Bandung (ITB) and SCM Division - L_REAL,

Indonesia179

Astanti, Ririn Diar Indonesia Universitas Atma Jaya Yogyakarta 355

Astuti, Amalia Yuli Indonesia University of Ahmad Dahlan 268

Atomi, Yoriko Japan Tokyo University of Agriculture and Technology 105

Bañez, Jeremy Laurence Philippines Bulacan State University 26 125

Balan-Eg, Melody Philippines Philippine Institute of Industrial Engineers-Saint Louis University Student Chapter 346

Baothong, Thanakhan Thailand Industrial Engineering, Suranaree University of Technology 280

Barrie, Alusine Sierra Leone Universiti Teknologi Malaysia 221

Baskoro, Firly Japan Hiroshima University 240

Batubara, Sumiharni Indonesia Universitas Trisakti 169

Bhandarkar, Bhaskar India The Institution for innovation, Industrial Engineering and Entrepreneurship, 54

Blue, Jakey Taiwan National Taiwan University 327

Boonsuchat, Sirin ThailandResearch Unit on System Modeling for Industry, Department of Industrial Engineering, Khon

Kaen,Thailand216

Boonya, Chanagan Thailand Chiang Mai University 7

Borirug, Sirilak Thailand Rajamangala University of Technology Isan 233

Butdee, Suthep Thailand King Mongkutfs University of Technology North Bangkok 211 241 246 250 260 264

Paper ID

Authors Index

1043

Last Name (A-Z) First Name Nationality Organization Paper ID

Byun, Junyoung South Korea Seoul National University 281

Cai, Dengchuan Taiwan National Yunlin University of Science and Technology 134 161 226 285

Cai, Junpeng China FuZhou University 318

Cai, Zong-Ying Taiwan National Taipei University of Technology 205

Cakravastia, Andi Indonesia Bandung Institute of Technology 312 340 364 389

Caparas, Hazel Philippines Bulacan State University 8

Cari_o-Adiwang, Michelle Philippines Philippine Institute of Industrial Engineers-Saint Louis University Student Chapter 346

Chainarong, Suppachai Thailand Songkhla Rajabhat University 373 377

Chan, Hing Kai China University of Nottingham 148

Chang, Chieh Wen Taiwan National Taipei University of Technology 257

Chang, Chien-Chi Taiwan National Tsing Hua University 248

Chang, Hou-Tai Taiwan Far Eastern Memorial Hospital 157

Chang, Hsin-Tzu Taiwan Ming Chi University of Technology 151

Chang, Kuo-Hao TaiwanDepartment of Industrial Engineering and Engineering Management, National Tsing Hua

University86 87 89 90 93

Chang, Siow Wee Malaysia University of Malaya 222

Chang, Siow-Wee Malaysia University of Malaya 259

Chang, Yu Lun Taiwan Yuan Ze University 140 144

Chang, Yu-Chi Taiwan National Taiwan University of Science and Technology 310

Chang, Yu-Jun Taiwan National Taipei University of Technology 256

Chang, Yung-Chia TaiwanDepartment of Industrial Engineering and Management, National Chiao Tung University,

Hsinchu, Taiwan294

Chansri, Natthavika Thailand Kasetsart University 171 212 274 277 319

Chao, Chiang-Lin Taiwan National Chiao Tung University 255

Chen, Angela Hsiang-Ling Taiwan Chung Yuan Christian University 271

Chen, Bing-Chuan Taiwan National Pingtung University of Science and Technology 215

Chen, Caibo China Fuzhou University 318

Chen, Chi Hang Taiwan National Tsing Hua University 146

Chen, Chun-Teng Taiwan St. Martin De Porres Hospital 160

Chen, Chung-Jung Taiwan United Microelectronics Corporation 86 87 90

Chen, Dewang China Fuzhou University 304 318

Chen, Hungwen Taiwan St. Martin De Porres Hospital 160

Chen, Jian-Song Taiwan Yuan Ze University 338

Chen, Jiongting Japan Tokyo Metropolitan University 232

Chen, Kuan-Lin Taiwan Yuan Ze University 91

Chen, Kuan-Yu Taiwan National University of Kaohsiung 154

Chen, Kuen-Tai Taiwan Ming Chi University of Technology 227

Chen, Li-Der Taiwan United Microelectronics Corporation 90

Chen, Long-Sheng Taiwan Dept. of Info. Mgmt, Chaoyang University of Technology 357

Chen, Mu-Chen Taiwan National Chiao Tung University 351

1044

Last Name (A-Z) First Name Nationality Organization Paper ID

Chen, Pei-Chun TaiwanChi Mei Medical Center, Liouying; Dept. of Industrial Engineering & Management, National

Yunlin Univ. of Sci. & Tech.142

Chen, Po-Ting Taiwan National Taiwan University of Science and Technology 69

Chen, Ssu-Han Taiwan Ming Chi University of Technology 97

Chen, Wan-Ting Taiwan Lunghwa University of Science and Technology 124

Chen, Wei-Fang Taiwan Yuan Ze University 157

Chen, Xuebin China Faculty of System Design, Tokyo Metropolitan University 272

Chen, Yen-Shuo Taiwan Tunghai University 183

Chen, Yi-Lang Taiwan Industrial Engineering and Management, Ming Chi University of Technology 111

Chen, Ying-Jen Taiwan National Tsing Hua University 130

Chen, Yu Che Taiwan Yuan Ze University 139

Chen, Yu Chun Taiwan Yuan Ze University 198

Chen, Yue-Yang Taiwan I-Shou University 73

Chen, Yuhsuan Taiwan National Yunlin University of Science and Technology 134

Cheng, Chen-Yang Taiwan National Taipei University of Technology 205 242 252 256 257

Cheng, Chih-Wei Taiwan Yuan Ze University 91

Cheon, Hyungkyu South Korea Pohang University of Science and Technology 41

Chia-Sui, Wu Taiwan National Taiwan Normal University 362

Chiang, Yi-Ting Taiwan Ming Chi University of Technology 51

Chien, Chen Fu Taiwan National Tsing Hua University 146 147

Chien, Chen-Fu Taiwan National Tsing Hua University 130 156

Chien, Chun-Hua Taiwan Ming Chi University of Technology 155

Chien, Ju-Chien Taiwan National Tsing Hua University 164

Chih, Mingchang Taiwan National Chung Hsing University 324

Chih, Yen-Ling Taiwan National Chiao Tung University 273

Ching-Kai, Huang Taiwan Yuan Ze University 325

Chinkatham, Thongchai Thailand Faculty of Engineering at Sriracha, Kasetsart University Sriracha Campus 258

Chiu, Anthony Philippines De La Salle University 27

Chiu, Hsin-Ting Taiwan National Chiao Tung University 273

Chiu, Hung-Chih TaiwanDepartment of Industrial Engineering and Management, National Chiao Tung University,

Hsinchu, Taiwan294

Chiu, Wei-Yao Taiwan Yuan-Ze University 18

Cho, Hyunbo South Korea POHANG UNIVERSITY OF SCIENCE AND TECHNOLOGY 218

Choi, Dong Gu South Korea Pohang University of Science and Technology 41

Choi, Jaewon South Korea Pohang University of Science and Technology 41

Choi, Junhyuk South Korea POHANG UNIVERSITY OF SCIENCE AND TECHNOLOGY 218

Choi, Seung-Hyun South Korea POSTECH(Pohang University of Science & Technology) 114 115 292

Chomchalao, Chaiya Thailand Faculty of Engineering, Nakhon Phanom University 375

Chou, Chin Mei Taiwan Yuan Ze University 139 140 144

Chou, Shih Hsiung United States Center for Outcome Research and Evaluation 139

1045

Last Name (A-Z) First Name Nationality Organization Paper ID

Chou, Yon-Chun Taiwan National Taiwan University 283

Chou, Ywh-Leh Taiwan National Taiwan University 347

Chu, Chi-Leung Taiwan National Chiayi University 236 238

Chu, Pei-Chun Taiwan Tunghai University 202

Chu, Sheng-Yuan Taiwan National Cheng Kung University 345

Chuan-Jun, Su Taiwan Yuan-Ze University 325

Chuang, Fu Taiwan National Taiwan University 192

Chuang, Pao-Tiao Taiwan National University of Kaohsiung 154 177

Chuang, Ying-Jung Taiwan Dept. of Info. Mgmt, Chaoyang University of Technology 357

Chubsuwan, Prapaporn ThailandDepartment of Production Engineering, Faculty of Engineering, King Mongkutfs University of

Technology North Bangkok250

Cortez, Joann Philippines Adamson University 349

Cubio, Greg Philippines University of Science and Technology Southern Philippines - Claveria (USTP-Claveria) 275 286

De Castro, Mark Gil Philippines Bulacan State University 8

De Vera, Gene Hadley Philippines Adamson University 190

Dela Cueva, Maida Philippines Adamson University 330

Dewa, Parama Kartika Indonesia Universitas Atma Jaya Yogyakarta 331

Dharmawan, Willy Indonesia Kanazawa University 153 297

Diawati, Lucia Indonesia Bandung Institute of Technology 312 340 344 350

Dutta, Varun India smvdu 54

Enriquez, Noe Philippines Adamson University 288 330 349 371

Espinosa, Gervin Philippines Manuel S. Enverga University Foundation 371

Evangelista, Francis Luis Philippines Adamson University 194

Fan, Jing Japan Tokyo Metropolitan University 79

Fan, Shu-Kai S. Taiwan National Taipei University of Technology 124

Fang, Nai-Chuan Taiwan Taichung Veterans General Hospital 356

Fatcha Mubiena, Ghaida Indonesia Bandung Institute of Technology 344 350

Fernandez, Noime Philippines Adamson University 194

Flores, Arra Krisha Philippines Bulacan State University 8

Fu, Wenhan Taiwan National Tsing Hua University 156

Fujii, Hirofumi Japan National Cancer Center Japan 225

Fujii, Miho Japan Seikei University 328

Fujino, Akihiko Japan International Pacific University 237

Fujita, Eri Japan Tokyo University of Agriculture and Technology 75

Fukuchi, Tsubasa Japan TechnoPro, Inc. 189

Furusho, Yoshiko Japan Yokohama Colllege of Art and Design 185 186

Fuseya, Tomoki Japan Nagoya Gakuin University 83

Gao, Jinwu China Renmin University of China 366

Garc_a Alcar_z, Jorge Luis Mexico Universidad Aut_noma de Ciudad Ju_rez 104

Gong, Dah-Chuan Taiwan Chang Gung University 355

1046

Last Name (A-Z) First Name Nationality Organization Paper ID

Gonz_lez O., Ang_lica Colombia Universidad del Valle, School of Industrial Engineering 46

Goto, Masayuki Japan Waseda University 94 208 210 309

Goto, Yusuke Japan Iwate Prefectural University 76 77

Guan-Hong, Shih Taiwan Yuan-Ze University 325

Gunawan, Aldy Singapore Singapore Management University 271

Guo, Zijing China Shihezi University School of Economics and Management, Shihezi, 832000, Xinjiang, China. 366

Gupta, Jatinder United States The University of Alabama in Huntsville 335

Gwon, Junyeong South Korea Dong-A university 308

Hadi, Feby Z Indonesia Universitas Ahmad Dahlan, Yogyakarta 263

Halim, Abdul Hakim Indonesia Institut Teknologi Bandung 382 384 386

Ham, Il Han South Korea H Energy Co., Ltd. 41

Hamada, Masato Japan Data-Chef Co., Ltd. 188

Handa, Junko Japan Polytechnic University 88

Harada, Momoko Japan Aoyama Gakuin University 48

Hasby, Fariz Muharram Indonesia Institut Teknologi Bandung 383

Hasegawa, Shinobu Japan Japan Advanced Institute of Science and Technology 186

Hasegawa, Tomoya Japan Division of Data Solution, KAZU technica Co., Ltd. 40

Hashimoto, Manabu Japan National Cancer Center Hospital East 225

Hashimoto, Ritsuo Japan Hiroshima University 312

Hasuike, Takashi Japan Waseda University 337 341

Hasumoto, Kyosuke Japan Waseda University 94

Hatano, Ryo Japan Tokyo University of Science 326

Hattori, Manabu Japan Momotanijuntenkan, Ltd. 72

Hayashi, Chihiro Japan Tokyo Metropolitan University 184

Hibiki, Norio Japan Keio University 34 303

Hibiki, Yuta Japan Keio University 303

Hida, Takuya Japan Aoyama Gakuin University 48 328

Hidayat, Yosi Indonesia Faculty of Industrial Technology, Institut Teknologi Bandung (ITB), Indonesia 179 312

Higashi, Yoshikazu Japan Tokyo University of Agriculture and Technology 105

Hirabayashi, Yuji Japan Aoyama Gakuin Human Innovation Consulting Inc. 106

Hiranai, Kazuki Japan Tokyo Metropolitan University 62 118

Hirota, Kyosuke Japan Nagoya Gakuin University 81

Hirotani, Daisuke Japan Prefectural University of Hiroshima 306 353

Hitoshi, Nishi Japan National Institute of Technology, Fukui College 209

Ho, Chia Yee Malaysia University of Malaya 222

Ho, Pui Hung Taiwan National Chiao Tung University 351

Ho, Tsungyeh TaiwanNational Yunlin University of Science and Technology. Graduate School of Design.Master &

Doctoral Program.226

Hong, I-Hsuan Taiwan National Taiwan University 262

Hong, Tzu Yen Taiwan National Tsing Hua University 147

1047

Last Name (A-Z) First Name Nationality Organization Paper ID

Horikawa, Mitsuyoshi Japan Iwate prefectural university 136

Horita, Yuki Japan Sophia University 127

Hoshino, Kinju Japan Tokyo University of Science 225

Hosoda, Junko Japan Sophia University and Hitachi, Ltd. 110

Hsiao, Yu-Hsiang Taiwan Department of Business Administration, National Taipei University, Taiwan 299

Hsiao, Yu-Yang Taiwan National Taiwan University of Science and Technology 266

Hsu, Chia-Yu Taiwan NTUT 13 164 187

Hsu, Chih Hsiang Taiwan National Tsing Hua University 146

Hsu, Hsi-Mei Taiwan National Chiao Tung University 255

Hsu, Shang- Che Taiwan National Taiwan University of Science and Technology 266

Hsu, Tzu-Yao Taiwan National Taiwan University 262

Hu, Yang China School of Management, Xi'an Jiaotong University, Xi'an, 710049,China 52

Huang, Che-Wei Taiwan Ming Chi University of Technology 97

Huang, Cheng-Fu Taiwan Feng Chia University 302

Huang, Chiao-Tzu Taiwan National Chin-Yi University of Technology 154 177

Huang, Chin-Yin Taiwan Tunghai University 183

Huang, Ding-Hsiang Taiwan National Chiao Tung University 302

Huang, Hao Taiwan Yuan Ze University 91 140 198

Huang, Hui-Ling Taiwan Chang Jung Christian University 73

Huang, I-Hsuan Taiwan National Taipei University of Technology 257

Huang, Kwei-Long Taiwan National Taiwan University 317

Huang, Rudy Ying-Yin Taiwan National Taipei University of Technology (Taipei Tech) 230

Huang, Ting Chi Taiwan National Yunlin University of Science and Technology 285

Huang, Xin China Fuzhou University 348

Hung, Hui-Chih Taiwan National Chiao Tung University 255

Hur, Sun South Korea Department of Industrial and Management Engineering, Hanyang University 12

Husniah, Hennie Indonesia Langlangbuana university 364

Ibadurrahman, Azka Qonita Indonesia Bandung Institute of Technology 380

Ichikizaki, Osamu Japan Keio University 95 328

Ide, Yusuke Japan Kanazawa Institute of Technology 321

Ido, Takehiro Japan Kinjo College 278

Ikeda, Ai Japan Graduate School of Commerce Waseda University 201

Im, Seongbin South Korea H Energy Co., Ltd. 41

Imai, Tomomi Japan Osaka Prefecture University 22

Imanaka, Atsushi Japan Yokohama University Art of Design 185 186

Inada, Shuhei Japan Keio University 172

Inokuchi, Hiroki Japan Tokyo Metropolitan University 112

Inoue, Masato Japan Meiji University 316

Iqbal, Mohammad Indonesia Institut Teknologi Sepuluh Nopember 166

Irianto, Dradjad Indonesia Bandung Institute of Technology 312 380 387

1048

Last Name (A-Z) First Name Nationality Organization Paper ID

Iridiastadi, Hardianto Indonesia Institut Teknologi Bandung 343

Irohara, Takashi Japan Sophia University 19 110

Ishida, Kensuke Japan Nagoya Institute of Technology, Graduate School of Engineering 100

Ishigaki, Aya Japan Tokyo University of Science 188 204 247 316 320 329

Ishihara, Masahiko Japan Kanazawa Institute of Technology 77

Ishii, Nobuaki Japan Kanagawa University 43 85 129 249

Ishijima, Takashi Japan Hosei Business School of Innovation Management, Hosei University 272

Ishimaru, Yutaro Japan Graduate School of Humanities and Sustainable System Sciences, Osaka Prefecture University 77

Iskandar, Bermawi Indonesia Bandung Institute of Technology 389

Iskandar, Bermawi P. IndonesiaDepartment of Industrial Engineering, Bandung Institute of Technology, Bandung, Indonesia

40132364

Isnaini, Mohammad Miradj Indonesia Institut Teknologi Bandung 385

Isnaini, Muhammad Mi'Radj Indonesia Institut Teknologi Bandung 383

Isobe, Marina Japan Nagoya@Gakuin@University 81

Ito, Ayaka Japan Nagoya Gakuin University 82

Ito, Mari Japan Tokyo University of Science 225

Itou, Yutaka Japan Terumo Corporation 19

Jamrus, Thitipong ThailandResearch Unit on System Modeling for Industry, Department of Industrial Engineering, Khon

Kaen,Thailand49 53 152 216 220

Jang, Seong-Yong South Korea Seoul National University of Science and Technology 167

Jaturanonda, Chorkaew ThailandDepartment of Production Engineering, Faculty of Engineering, King Mongkutfs University of

Technology Thonburi206

Jen, Chih-Hung Taiwan Lunghwa University of Science and Technology 124

Ji, Yousun South Korea Seoul Metro 361

Jirasirilerd, Ganokgarn Thailand Sisaket Rajabhat University 374

Jitjakr, Suphanida ThailandResearch Unit on System Modeling for Industry, Department of Industrial Engineering, Khon

Kaen,Thailand220

Jo, Seeun South Korea Pohang University of Science and Technology 197

John Cassidy, Mercado Philippines Adamson University 194

Jun, Chi-Hyuck South Korea Pohang University of Science and Technology 197

Kadono, Yasuo Japan Ritsumeikan University 244

Kaewman, Sasitorn Thailand Mahasarakham University 374 376

Kailomsom, Prasit ThailandDepartment of Production Engineering King Mongkutfs University of Technology Thonburi

(KMUTT), Bangkok 10140 Thailand158

Kainuma, Yasutaka Japan Tokyo Metropolitan University 79 137

Kameda, Kosuke Japan Aoyama Gakuin University 145

Kanai, Hiroto Japan Faculty of Business Administration, Daito Bunka University 77

Kang, Ho-Seok South Korea Seoul National University of Science and Technology 167

Kashima, Tomoko Japan Kindai University 337

Kato, Michika Japan The University of Electro-Communications 75

1049

Last Name (A-Z) First Name Nationality Organization Paper ID

Kato, Takumi Japan Honda Motor Co.,Ltd. 17

Kawabe, Hiroyuki Japan Kinjo University 278 295

Kawai, Hirokazu Japan Nagoya Gakuin University 83

Kawai, Wataru Japan Data-Chef Co., Ltd. 188

Kawakami, Hiromi Japan Faculty of Business Administration, Daito Bunka University 77

Kawakami, Masaru Japan Jichi Medical University 163

Kawamura, Hidenori Japan Hokkaido University 68

Kawana, Jyunfpei Japan Softbank Technology Corp. 135

Kemala Sari, Debbie Indonesia Universitas Trisakti 305

Kenichi, Nakashima Japan Social Sciences Waseda university 234

Ketsripongsa, Udompong Thailand Faculty of Industrial Technology, Buriram Rajabhat University 375

Khanawapee, Uten Thailand King Mongkut's University of Technology North Bangkok 241

Khompatraporn, Chareonchai Thailand King Mongkutfs University of Technology Thonburi (KMUTT), Bangkok 10140 181

Khompatraporn, Charoenchai ThailandDepartment of Production Engineering, King Mongkut's University of Technology Thonburi

(KMUTT), Bangkok 10140133 158 180 206

Kigawa, Akihiko Japan RISSHO university 219

Kigawa, Yutaka Japan Nihon University 365

Kihara, Kazuo Japan Faculty of System Design of Tokyo Metropolitan University, Japan 207

Kim, Bosung South Korea Pusan National University 45

Kim, Byung-In South Korea POSTECH 84 131

Kim, Chaesoo South Korea Dong-A university 307 308 323

Kim, Eun-Su South Korea Hanyang University 292

Kim, Gyumin South Korea Dong-A university 307

Kim, Haejoong South Korea Samsung Electronics 231

Kim, Hoki South Korea Seoul National University 200

Kim, Hyunjoon South KoreaIndustrial and Management Engineering, Pohang University of Science and Technology

(POSTECH)84

Kim, Jaehyuk South Korea POHANG UNIVERSITY OF SCIENCE AND TECHNOLOGY 218

Kim, Junggon South Korea Arex 361

Kim, Kwang-Jae South Korea POSTECH(Pohang University of Science & Technology) 99 114 115 292

Kim, Sang Won Hong Kong The Chinese University of Hong Kong 45

Kim, So-Hee South Korea Hanyang University 336

Kimata, Shota Japan Waseda University 58

Kimitoshi, Sato Japan Kanagawa university 234

Kimura, Haruhiko Japan Komatsu University 42 191

Kinoshita, Yuki Japan The University of Electro-Communications 316

Kintanar, John Kevin Philippines Philippine Institute of Industrial Engineers-Saint Louis University Student Chapter 346

Kiriu, Takuya JapanMitsubishi UFJ Trust Investment Technology Institute. Graduate School of Science and

Technology, Keio University303

Kitani, Tomonori Japan Gunma University 135

1050

Last Name (A-Z) First Name Nationality Organization Paper ID

Kitano, Yuta Japan The University of Electro-Communications 301

Kiyomitsu, Masaki Japan Osaka Prefecture University 30

Kobayashi, Manabu Japan Waseda University 309

Komatsu, Takahiro Japan National Institute of Technology, Fukui College 235

Kong, Xiang T.R. China Collaborative Research Centre for Supply Chain Innovation, Shenzhen University 296

Kongsetthakul, Nathadet Thailand Kasetsart University 319

Kono, Hirokazu Japan Keio University 71 95

Kosuge, Natsumi Japan Nagoya@Gakuin@University 81

Kozan, Erhan Australia Queensland University of Technology 74

Kozu, Hiroki Japan Data Analysis Research Center, KAZU technica Co., Ltd. 40

Ku, Wen-Tsung Taiwan St. Martin De Porres Hospital 160 162

Kunita, Shizune Japan Nagoya Gakuin University 82

Kuntapa, Naarpa ThailandDepartment of Production Engineering, King Mongkut's University of Technology Thonburi

(KMUTT), Bangkok 10140174 175

Kuo, Chi-Hung Taiwan Ming Chi University of Technology 227

Kuo, Yi-An Taiwan Ming Chi University of Technology 97

Kuo, Yiyo Taiwan Ming Chi University of Technology 51

Kuo, Yu-Ping Taiwan National Tsing Hua University 248

Kuramoto, Akisue Japan Tokyo Metropolitan University 62 118

Kurata, Hisashi Japan University of Tsukuba, Faculty of Engineering, Information and Systems 24 25

Kurniadi, Kezia Amanda South Korea Pusan National University 214

Kurniawan, Dwi Indonesia Institut Teknologi Bandung 384

Kuroki, Hiroshi Japan Tokyo university of science 329

Kusoncum, Chuleeporn ThailandResearch Unit on System Modeling for Industry, Department of Industrial Engineering, Khon

Kaen,Thailand216

Kusukawa, Etsuko Japan Osaka Prefecture University 20 21 22 29 30 32

Laamrani, Anas Japan Milize Inc. 128

Lai, Chi-An TaiwanDepartment of Industrial Engineering and Engineering Management, National Tsing-Hua

University90

Lai, Kin Keung China Shaanxi Normal University 5

Lee, Chang-Ho South Korea POSTECH(Pohang University of Science & Technology) 114 115

Lee, Chieh Taiwan Yuan Ze University 107 108 157 335

Lee, Chun-Yee Taiwan Tunghai University 202

Lee, Dong-Hee South Korea Hanyang University 114 115

Lee, Donghee South Korea Hanyang University 292 336

Lee, Jaewook South Korea Seoul National University 200 281

Lee, Jonghwa South Korea Pohang University of Science and Technology(POSTECH) 131

Lee, Jongsung South Korea Korea National University of Transportation 231

Lee, Kang Won South Korea Seoul National University of Science and Technology 116

Lee, Katrina Philippines Colegio de San Juan de Letran - Manila 339

1051

Last Name (A-Z) First Name Nationality Organization Paper ID

Lee, Sanghan South Korea Dong-A university 323

Lee, Song-Lin Taiwan National Tsing Hua University 93

Lee, Taekho South Korea Pohang University of Science and Technology 197

Lee, Wen-Lung Taiwan R.O.C. Air Force Academy 345

Lee, Yedam South Korea Pohang University of Science and Technology 41

Leelawan, Wolawit ThailandDepartment of Production Engineering, King Mongkut's University of Technology Thonburi

(KMUTT), Bangkok 10140133

Leony, Florence Taiwan Yuan Ze University 120

Li, Cheng-Ying Taiwan National Cheng Kung University 345

Li, Gou-Sheng Taiwan National Cheng Kung University 345

Li, Kai Way China Chung-Hua University 23

Li, Meng-Lin Taiwan Yuan Ze University 311

Li, Shu-Fen Taiwan National Chin-Yi University of Technology 252

Li, Vincent Taiwan National Chiayi University 236 238

Li, Wei Singapore Nanyang Technological University 348

Li, Xian-Gong China China University of Mining and Technology 348

Li, Yi-Lin TaiwanNational Cheng Kung University Hospital, Dou-Liou Branch/ National Yunlin University of

Science and Technology102

Li, Yu-Hsun Taiwan Ming Chi University of Technology 96

Liang, Wen-Yau Taiwan National Changhua University of Education 78

Liang, Yun-Chia Taiwan Yuan Ze University 271

Liao, Pei-Yi TaiwanDepartment of Industrial Design National Yunlin University of Science and Technology, Yunlin,

R.O.C.161

Liao, Ying-Hua Taiwan Industrial Engineering and Management, Ming Chi University of Technology 111

Liau, Yee Yeng South Korea Pusan National University 214

Liew, Kan Ern Malaysia Aerospace Malaysia Innovation Centre (AMIC) 259

Lim, Chor Kheng Taiwan Yuan Ze University 140

Lin, Chen-Ju Taiwan Yuan Ze University 120 157

Lin, Chi-Shiuan Taiwan National Chiao Tung University 9

Lin, Chih-Ming Taiwan United Microelectronics Corporation 86 87 90

Lin, Chun-Cheng Taiwan National Chiao Tung University 273 345

Lin, James Taiwan National Tsing-Hua University 55

Lin, Kuo-Ping Taiwan Tunghai University 251

Lin, Mei-Yu Taiwan National Chiao Tung University 36

Lin, Ray F. Taiwan Yuan Ze University 38

Lin, Sheng Kai Taiwan National Tsing Hua University 146

Lin, Shi-Woei Taiwan National Taiwan University of Science and Technology 310

Lin, Tung Jung Taiwan Tunghai University 242

Lin, Wei-Cheng Taiwan Industrial Engineering and Management, Ming Chi University of Technology 111

Lin, Wei-Chi Taiwan National Kaohsiung University of Science and Technology 284

1052

Last Name (A-Z) First Name Nationality Organization Paper ID

Lin, Yi-Chun Taiwan St. John's University 229

Lin, Yi-Kuei Taiwan National Chiao Tung University 302

Lin, Yicheng Taiwan National Dong Hwa University 238

Lin, You-Chen Taiwan Ming Chi University of Technology 97

Lin, Yu Ju Taiwan Tunghai university 242

Lin, Zih Hao Taiwan National Tsing Hua University 146

Lin, Zui-An Taiwan St. Martin De Porres Hospital 162

Lin, nan China Guangdong University of Technology 370

Linarti, Utaminingsih Indonesia Universitas Ahmad Dahlan, Yogyakarta 239 263

Liu, Aijun China School of Foreign Languages, Dalian Polytechnic University 39

Liu, Chih-Ping Taiwan St. John's University 229

Liu, Feng China Dongbei University of Finance and Economics 36

Liu, Gongyi Japan IBM Japan Ltd., Kanagawa University 249

Liu, I Chun Taiwan Yuan Ze University 140

Liu, Jie-Jun Taiwan Ming Chi University of Technology 97

Liu, Kang-Hung Taiwan National Tsing Hua University 248

Liu, Kuan Yu Taiwan Yuan Ze University 139

Liu, Pin-Ling Taiwan National Tsing Hua University 248

Liu, Po Han Taiwan National Tsing Hua University 147

Liu, Po-Hsiang Taiwan St. John's University 229

Liu, Shi Qiang China Fuzhou University 348

Liu, Shu-Chu Taiwan National Pingtung University of Science and Technology 215

Liu, Wei-Ren Taiwan National Tsing Hua University 156

Liu, Yan-Cheng Taiwan National Taiwan University 196

Liu, Yu Hong Kong HKU-ZIRI Lab for Physical Internet, The University of Hong Kong 296

Liu, Yung-Ching Taiwan National Yunlin University of Science and Technology 102 142

Lorilla, Mitzi Faye Philippines Adamson University 193

Lu, Ming-Tsang Taiwan National Taipei University of Technology 254

Lu, Yu-Ming Taiwan Lunghwa University of Science and Technology 124 251

Lu, Yun-Hsuan Taiwan National Cheng Kung University 290

Ma, Kang-Ting Taiwan National Tsing Hua University 156

Ma'Ruf, Anas Indonesia Bandung Institute of Technology 312

Maghfiroh, Meilinda Indonesia Sampoerna University 224

Malabanan, Spencer Philippines Bulacan State University 8

Malaisri, Wanvisa Thailand Kasetsart University 212

Manotas Duque, Diego Fernando Colombia Universidad del Valle - Facultad de Ingenier_a 104

Manotas-Duque, Diego Fernando Colombia Universidad del Valle, School of Industrial Engineering 46

Mariah, nan Indonesia Department of Industrial Engineering and Management, Institut Teknologi Bandung 276

Maruf, Anas Indonesia Bandung Institute of Technology 340 381

Maruyama, Yukio Japan Department of Information Technology and Media Design, Nippon Institute of Technology 40 184

1053

Last Name (A-Z) First Name Nationality Organization Paper ID

Mase, Yasuyoshi Japan Nagoya Institute of Technology, Graduate School of Engineering 100

Masoud, Mahmoud Australia Queensland University of Technology 348

Matanhire, Tapiwa B. Taiwan National Taiwan University of Science and Technology 310

Matsumoto, Shimpei Japan Hiroshima Institute of Technology 337

Matsumoto, Toshiyuki Japan Aoyama Gakuin University 48

Matsushita, Ikki Japan Tokyo University of Science 326

Maulidya, Rahmi Indonesia Institut Teknologi Bandung 382

Mayachearw, Paroon Thailand Faculty of Engineering, Princess of Naradhiwas University 375

Meneses, James Louie Philippines Manuel S. Enverga University Foundation 288

Meng, Hsien-Mi TaiwanDepartment of Industrial and Systems Engineering, Chung Yuan Christian University, Chung Li,

Taiwan, R.O.C.294

Menozzi, Marino Switzerland ETH Zurich 230

Miengarrom, Thanakorn Thailand King Mongkutfs University of Technology Thonburi (KMUTT), Bangkok 10140 181

Mikawa, Kenta Japan Shonan Institute of Technology 101

Mimura, Ayumu Japan National Institute of Technology, Fukui College 217

Minanda, Vanny Indonesia Yuan Ze University 271

Miranda, Raph John Philippines Bulacan State University 125

Misawa, Tadanobu Japan University of Toyama 67

Miyamura, Seiji Brazil Nagoya Gakuin University 82

Mizuno, Shinya Japan Shizuoka Institute of Science and Technology 332

Mizutani, Satoshi Japan Aichi Institute of Technology 245

Mohd Rohani, Jafri Malaysia Universiti Teknologi Malaysia 221

Montero, Editha Philippines La Consolacion College Tanauan 330

Moon, Ilkyeong South Korea Seoul National University 61

Moonmanee, Thunyamai Thailand Khon Kaen University 53

Moonsri, Karn ThailandResearch Unit on System Modeling for Industry, Department of Industrial Engineering, Khon

Kaen,Thailand49 152

Mori, Chika Japan University of Toyama 213 217 223 235 333

Moriguchi, Takeshi Japan Waseda University 201

Morikawa, Katsumi Japan Hiroshima University 165 240 306 312 353

Morimoto, Shinichirou Japan Tokyo Institute of Technology 329

Morita, Hiroyuki Japan Osaka Prefecture University 76 77

Morita, Shn-Ya Japan Mieden System Solution Corp., Ltd 191

Mukai, Reia Japan National Institute of Technology,Fukui College 213

Mukaida, Shigeru Japan Hokkaido Information Univercity 109

Mungwattana, Anan Thailand Department of Industrial Engineering, Faculty of Engineering, Kasetsart University 334

Murata, Yoshitoshi Japan Iwate prefectural university 136

Muratavanich, Piyarat ThailandDepartment of Production Engineering, Faculty of Engineering, King Mongkut's University of

Technology Thonburi, Bangkok180

Murchante, Nelson Philippines Adamson University 190

1054

Last Name (A-Z) First Name Nationality Organization Paper ID

Muslim, Khoirul Indonesia Institut Teknologi Bandung 343

Nagao, Mitsuyoshi Japan Hokkaido Information Univercity 109

Nagasawa, Keisuke Japan Hiroshima Univesity 165 240 306 353

Nagata, Fusaomi Japan Sanyo-Onoda City University 14

Nagata, Kiyoshi Japan Daito Bunka University 365

Nakade, Koichi Japan Nagoya Institute of Technology 56

Nakagawa, Toshio Japan Aichi Institute of Technology 245

Nakajima, Ryosuke Japan The University of Electro-Communications 48 328

Nakamura, Junko Japan Womenfs Junior College, Kanazawa Seiryo University 39

Nakamura, Shoya Japan Hiroshima University 165

Nakamura, Taishin Japan Tokyo Metropolitan University 31 44 126

Nakamura, Yoshiki Japan Aoyama Gakuin University 168 184

Nakano, Taichi Japan Tokyo Metropolitan University 121

Nakanura, Kotone Japan Nagoya Gakuin University 82

Nakata, Satoshi Japan Iwate prefectural university 136

Nakatani, Takato Japan Osaka Prefecture University 21

Nambo, Hidetaka Japan Kanazawa University 42 153 295 297

Ngerntong, Sarayut ThailandDepartment of Production Engineering, Faculty of Engineering, King Mongkutfs University of

Technology North Bangkok264

Ngiuwichit, Sakkarin Thailand Asian Institute of Technology 63

Ngkowidjaja, Monica O Taiwan Department of Business Administration, Asia University 27

Nishi, Yasutoshi Japan Hiroshima University 165

Nishiyama, Hiroyuki Japan Tokyo University of Science 204 247 326

Noh, Dong-Jin South KoreaIndustrial and Management Engineering, Pohang University of Science and Technology

(POSTECH)84

Noh, Seung-Min South Korea Seoul National University of Science and Technology 167

Nozue, Suguru Japan NTT data 98

Ogasawara, Ayumi Japan Tokyo University of Science 204 247

Ogoshi, Sakiko Japan National Institute of Technology, Fukui College 209 213 217 223 235 333

Ogoshi, Yasuhiro Japan Graduate School of Engineering, University of Fukui 209 213 217 223 235 333

Ohba, Haruka Japan Shizuoka Institute of Science and Technology 332

Ohba, Masaaki Japan Nihon University 85 184

Ohno, Kotaro Japan Tokyo City University 249

Ohto-Fujita, Eri Japan Tokyo University of Agriculture and Technology 105

Okamoto, Azuma Japan Iwate prefectural university 136

Olson, Sterling United States The University of New Mexico 262

Ono, Yoshiyuki Japan Aoyama Gakuin Human Innovation Consulting Inc 168

Oshima, Tomoki Japan Tokyo University of Science 320

Ota, Shuhei Japan Kanagawa University 43 129

Otsuka, Akimasa Japan Sanyo-Onoda City University 14

1055

Last Name (A-Z) First Name Nationality Organization Paper ID

Ou, Yang-Kun Taiwan Dept.of Creative Product Design, Southern Taiwan Univ. of Sci. & Tech. 142

Ou-Yang, Chao Taiwan National Taiwan University of Science and Technology 166

Oyabu, Takashi Japan NIHONKAI International Exchange Center 39

Paclijan, Glenn Philippines Xavier University - Ateneo de Cagayan 275 286 300

Pan, Chia-Hsin TaiwanDepartment of Industrial Engineering and Engineering Management, National Tsing Hua

University87

Papa, Krishamae Philippines Philippine Institute of Industrial Engineers-Saint Louis University Student Chapter 346

Parama Kartika, Dewa Indonesia Universitas Atma Jaya Yogyakarta 265

Park, Jeehyuk South Korea Samsung Electronics 231

Park, Kun Soo South Korea Seoul National University 45

Park, Yeun South Korea POHANG UNIVERSITY OF SCIENCE AND TECHNOLOGY 218

Park, You-Jin Taiwan National Taipei University of Technology 12

Pasaribu, Udjianna Indonesia Bandung Institute of Technology 389

Pei, Qifan China University of Nottingham 148

Peng, Tingqing China Beijing University of Technology Faculty of information technology 318

Pijitbanjong, Phajongjit Thailand Faculty of Industrial Technology, Songkhla Rajabhat University 375

Ping-Yu, Chang Taiwan Ming Chi University of Technology 287

Pitaaso, Rapeepan Thailand Ubon Ratchathani University 373

Pitakaso, Rapeepan Thailand Ubon Ratchathani University 374 375 376 377

Pitayachaval, Paphakorn Thailand Industrial Engineering, Suranaree University of Technology 279 280

Pokpong, Chayapha Thailand Kasetsart University 171

Poonakeaw, Pornchai Thailand Kasetsart University 277

Pradabwong, Jiraporn Thailand Kasetsart University 319

Praseeratasang, Nat Thailand Buriram Rajabhat University 374 376

Praseeratasang, Natthanan Thailand Buriram Rajabhat University 374 376

Purintrapiban, Ussanee ThailandDepartment of Production Engineering, King Mongkut's University of Technology Thonburi

(KMUTT), Bangkok 10140174 175

Purwani, Annie Indonesia Universitas Ahmad Dahlan, Yogyakarta 239

Puspitasari, Fransiska Hernina Indonesia Universitas Atma Jaya Yogyakarta 355

Putri Kurniadi, Shelina Indonesia Universitas Trisakti 305

Quevedo, Venusmar Philippines Adamson University 190 193 194

Rahman, Syazila Malaysia Universiti Teknologi Malaysia 221

Raja, Andi Cakravastia Indonesia Institut Teknologi Bandung 384

Raja Azam Shah, Raja Nuratikah Malaysia Universiti Teknologi Malaysia 221

Raval, Chloe Jean Philippines Adamson University 193

Rivera, Leonardo Colombia Universidad del Valle 103 104

Rumanti, Augustina Asih Indonesia Bandung Institute of Technology 388

Ryu, Do-Hyeon South Korea POSTECH(Pohang University of Science & Technology) 99

Ryu, Kwangyeol South Korea Pusan National University 214

Ryu, Seung-Jin Japan Nagoya University of Commerce and Business 11

1056

Last Name (A-Z) First Name Nationality Organization Paper ID

Safidah, Nur Indonesia Bandung Institute of Technology 389

Saito, Hajime Japan Hokkaido Information University 68 109

Saitoh, Toru Japan National Institute of Technology, Fukui College 209

Saivaew, Noppachai Thailand KMUTNB 246

Sakaguchi, Hiroki Japan University of Toyama 67

Sakurai, Syun Japan MAX Co., Ltd. 328

Sakuta, Hiroshi Japan Nagoya Institute Technology 168

Salgado, Susith Thailand Asian Institute of Technology 64

Samuel, Cherian India Indian Institute of Technology (BHU) Varanasi 352

Sanchez-Ramirez, Cuauhtemoc Mexico Instituto Tecnol_gico de Orizaba, Division of Research and Postgraduate Studies 46

Saraswati, Docki Indonesia Universitas Trisakti 305

Sari, Debbie Kemala Indonesia Universitas Trisakti 169

Sari, Resy Kumala Taiwan Industrial Engineering and Management, Ming Chi University of Technology 111

Sasaki, Masato Japan Takasaki University of Commerce 128

Sasaki, Seiji Japan Graduate School of Software and Information Science, Iwate Prefectural University 77

Satmunee, Jakkapan Thailand Rajamangala University of Technology Isan 233

Sato, Tetsuya Japan Waseda Univesity 57 58 59

Sawada, Ayako Japan Hokuriku Gakuin Junior College 282

Seewungkum, Dussadee Thailand Srinakharinwirot University in Bangkok, Thailand 199

Sekaran, Sivadas Chandra Malaysia University of Malaya / Aerospace Malaysia Innovation Centre (AMIC) 259

Seki, Yoichi Japan Gunma University 135

Seko, Yuto Japan Waseda University 208

Seo, Akihiko Japan Tokyo Metropolitan University 62 118

Seranilla, Bonn Kleiford Philippines Xavier University - Ateneo de Cagayan 300

Sethanan, Kanchana ThailandResearch Unit on System Modeling for Industry, Department of Industrial Engineering, Khon

Kaen,Thailand49 152 216 220 373 374 377

Sethanan, Kanchanaa Thailand Industrial Engineering Department, Faculty of Engineering, Khon Kaen University 376

Setiawati, Ni Luh Putu Lilis Sinta Indonesia Institut Teknologi Bandung 343

Seto, Shuichi Japan Kinjo College 278 295

Shen, Yong China FuZhou University 318

Sherly, nan Indonesia Universitas Atma Jaya Yogyakarta 331

Shi-Feng, Huang Taiwan Yuan-Ze University 325

Shibata, Shin-Ichi Japan Daido University 189 191

Shibuya, Masahiro Japan Faculty of System Design, Tokyo Metropolitan University 272

Shih, Jen-Ying Taiwan National Taiwan Normal University 362

Shiina, Takayuki Japan Waseda University 57 58 59

Shimauchi, Toshihiko Japan Komatsu College 42

Shimazaki, Haruki Japan Nagoya Gakuin University 83

Shimizu, Miho Japan Tokyo University of Agriculture and Technology 105

Shimizu, Yoshiaki Japan Toyohashi University of Technology 16

1057

Last Name (A-Z) First Name Nationality Organization Paper ID

Shimogama, Takuhiro Japan Osaka Prefecture University 29 30

Shimomura, Yuko Japan Kinjo University 278 295

Shin, Tack-Hyun South Korea Seoul Tech. Univ. 361

Shin, Youngchul South Korea Seoul National University 61

Shingyochi, Koji Japan Jumonji University 31 232

Shinoda, Shinji Japan Seikei University 328

Shiokawa, Hiroshi Japan Kanagawa University 129

Shirai, Yasuyuki Japan Faculty of Business Administration, Daito Bunka University 77

Singh, Balbir India Shri Mata Vaishno Devi Univesity 54

Singh, Rajveer India Indian Institute of Technology (BHU) Varanasi 352

Siregar, Edwin Syalli Indonesia Bandung Institute of Technology 381

Somboonwiwat, Tuanjai Thailand King Mongkutfs University of Technology Thonburi (KMUTT), Bangkok 10140 181

Song, Shuang China Hokkaido University 68

Song, Wheyming Taiwan National Tsing Hua University 378

Sore, Nestley Philippines Adamson University 190

Srichok, Thanatkij Thailand Ubon Ratchathani University 373

Srijaroon, Nitikorn ThailandResearch Unit on System Modeling for Industry, Department of Industrial Engineering, Khon

Kaen,Thailand216 220

Srinoi, Pramote Thailand Kasem Bundit University 260

Srivipatana, Suphatut Thailand Buriam Rajabhat University 274

Su, Jack United States The University of New Mexico 262

Su, Yi-Zhu Taiwan National Tsing Hua University 378

Su, Yu-Kai Taiwan National Taipei University of Technology 252

Sugisawa, Manami Japan Hokkaido Information Univercity 109

Suharyanti, Yosephine Indonesia Universitas Atma Jaya Yogyakarta 265

Sukoyo, nan Indonesia Department of Industrial Engineering and Management, Institut Teknologi Bandung 276

Sukoyo, nan Indonesia Institut Teknologi bandung 383

Sukoyo, nan Indonesia Industrial Engineering ITB 386

Sulisworo, Dwi Indonesia University of Ahmad Dahlan 268

Sumi, Harumiko Japan Keio University 172

Sun, Jing Japan Graduate School of Social Engineering, Nagoya Institute of Technology 119 123

Sun, Shih-Wan Taiwan National Taiwan University of Science and Technology 69

Sun, Tien Lung Taiwan Yuan Ze University 140

Sun, Yi-Jyun TaiwanDepartment of Industrial Engineering and Engineering Management, National Tsing-Hua

University90

Sung, Shao-Chin Japan Aoyama Gakuin University 145

Suprayogi, Suprayogi Indonesia Institut Teknologi Bandung 382

Suprayogi, nan Indonesia Institut Teknologi Bandung 384

Suprayogi, nan Indonesia Institut Teknologi Bandung 386

Suryadhini, Pratya Poeri Indonesia Institut Teknologi Bandung 386

1058

Last Name (A-Z) First Name Nationality Organization Paper ID

Suwa, Haruki Japan OSAKA PREFECTURE UNIVERSITY 32

Suyama, Noriyuki Japan Bunka Gakuen University 35

Suzuki, Atsushi Japan Dokkyo University 121

Suzuki, Satoshi Japan Waseda University 309

Suzuki, Tomomichi Japan Tokyo University of Science 188

Tabios, Mariam Philippines Philippine Institute of Industrial Engineers - Saint Louis University Student Chapter 315

Tadena, Dominic Philippines Philippine Institute of Industrial Engineers - Saint Louis University Student Chapter 315

Tai, Chi-Che Taiwan United Microelectronics Corporation 86 87

Tajima, Erika Japan Tokyo University of Science 247

Tajima, Takuya Japan Fukuoka Institute of Technology 191

Takahashi, Katsuhiko Japan Hiroshima University 165 240 306 312 353

Takahashi, Kei Japan Gunma Univ/The ISM 195

Takahashi, Natsumi Japan Aoyama Gakuin University 145 363

Takahashi, Tomohiro Japan Terumo Corporation 19

Takama, Kaito Japan National Institute of Technology, Fukui College 235

Takamatsu, Tomofumi Japan Aoyama Gakuin University 168

Takanokura, Masato Japan Kanagawa University 43 163

Takashima, Ryuta Japan Tokyo University of Science 225 329

Takashima, Yusuke Japan Graduate School of Software and Information Science, Iwate Prefectural University 77

Takaya, Mana Japan Sohia University 203

Taki, Seiko Japan Chiba Institute of Technology 75 105 163 170

Talukder, Mehedi Hasan Japan Kanagawa University 43

Tamaki, Kinfya Japan Aoyama Gakuin University 106 168

Tamaki, Kinya Japan Aoyama Gakuin University 88 98

Tamura, Fumiya Japan Keio University 172

Tan, Chee Hau Malaysia University of Malaya 222 259

Tan, Kim Hua United Kingdom University of Nottingham 301

Tan, Kimhua United Kingdom University of Nottingham 251

Tanaka, Kotoko Japan National Institute of Technology, Fukui College 209

Tanaka, Rina Japan Tokyo University of Science 188

Tang, Ling-Lang Taiwan Yuan Ze University 338

Tang, Ping China Nebula Electronics Corporation in Fujian 318

Tanigawa, Yuki Japan Nagoya@Gakuin@University 82

Tanksale, Ajinkya India Indian Institute of Technology (BHU) Varanasi 352

Tao, nan China Guangdong University of Technology 370

Thaichaiyon, Kamchai Thailand King Mongkutfs University of Technology North Bangkok 211

Thanomsin, Jedsadarng Thailand KMUTNB 260

Theeraviriya, Chalermchat ThailandIndustrial Engineering Department Faculty of Engineering Nakhon Phanom University Nakhon

Phanom, Thailand376

1059

Last Name (A-Z) First Name Nationality Organization Paper ID

Thipnang, Naruenat ThailandResearch Unit on System Modeling for Industry, Department of Industrial Engineering, Khon

Kaen,Thailand49

Thippo, Waranyoo ThailandDepartment of Production Engineering, Faculty of Engineering, King Mongkutfs University of

Technology Thonburi206

Thongrak, Anantapoom Thailand Industrial Engineering, Suranaree University of Technology 279

Tian, Junze Japan Nagoya Gakuin University 83

Ting, Ching-Jung Taiwan Yuan Ze University 192 196

Tkahashi, Natsumi Japan Aoyama Gakuin University 232

Toda, Mitsuru Japan Tokyo University of Science 204

Toki, Yuta Japan Osaka Prefecture University 20

Tokoro, Ken-Ichi Japan Central Research Institute of Electric Power Industry 58 59

Tong, Lee-Ing TaiwanDepartment of Industrial Engineering and Management, National Chiao Tung University,

Hsinchu, Taiwan294

Triamwechwootikrai, Thanapoom ThailandResearch Unit on System Modeling for Industry, Department of Industrial Engineering, Khon

Kaen,Thailand152

Trung Luong, Huynh Thailand Asian Institute of Technology 63 64

Trusaji, Wildan Indonesia Bandung Institute of Technology 380 383

Tsai, Chi-Chih TaiwanDepartment of Industrial Engineering and Engineering Management, National Tsing Hua

University86

Tsai, Chieh-Yuan Taiwan Yuan Ze University 311

Tsai, Chin-Tsang Taiwan Yuan Ze University 338

Tsai, Ching-Liang Taiwan Department of Business Administration, National Taipei University, Taiwan 299

Tsai, Du-Ming Taiwan Yuan-Ze University 18

Tsai, Hsin-Yang Taiwan Yuan-Ze University 18

Tsai, Sung-Ying Taiwan Lunghwa University of Science and Technology 124

Tsao, Che-Wei Taiwan National Taiwan University 283

Tseng, Li-Ping Taiwan National Yunlin University of Science and Technology & St. Martin De Porres Hospital 160 162

Tseng, Ming-Lang Tseng Taiwan Institute of Innovation and Circular Economy, Asia University 27

Tseng, Yuan-Jye Taiwan Yuan Ze University 107 108

Tshivhase, Tshianeo Japan Tokyo Metropolitan University 137

Tsuda, Kazuhiko Japan University of Tsukuba 17

Tsujimura, Yasuhiro Japan Department of Information Technology and Media Design, Nippon Institute of Technology 40

Uchida, Junichi Japan Otaru University of Commerce 68

Udin, Amirmudin Malaysia Universiti Teknologi Malaysia 221

Udomsakdigool, Apinanthana ThailandDepartment of Production Engineering, Faculty of Engineering, King Mongkut's University of

Technology Thonburi, Bangkok180

Ueda, Masao Japan Waseda University 201

Ueda, Saki Japan Nagoya Institute of Technology 56

Umesh, Umesh India Shri Mata Vaishno Devi Univesity 54

Vadhanasin, Vipakorn Thailand Srinakharinwirot University 132

1060

Last Name (A-Z) First Name Nationality Organization Paper ID

Wan, Yat-Wah Taiwan National Dong Hwa University 238

Wang, Chien-Chih Taiwan Ming Chi University of Technology 96 151 155 227

Wang, Chih-Hsuan Taiwan National Chiao Tung University 293

Wang, Chih-Hung Taiwan United Microelectronics Corporation 86 87 90

Wang, Ching-Hsin Taiwan National Chin-Yi University of Technology 251

Wang, Chun-Yao Taiwan National Tsing Hua University 130

Wang, I-Lin Taiwan National Cheng Kung University 290

Wang, Li-Chih Taiwan Tunghai University 202

Wang, Ming China Shenzhen University 5

Wang, Ping-Huai Taiwan Far Eastern Memorial Hospital 157

Wang, Tein Chang Taiwan National Chiayi University 236

Wang, Wan-Yu Taiwan National Tsing-Hua University 55

Wang, Wei-Ya Taiwan National Tsing-Hua University 89

Wang, Yi-Ming Taiwan National Taiwan University of Science and Technology 266

Wang, Yu-Hsin Taiwan National Taiwan University 317

Wangsaputra, Rachmawati Indonesia Institut Teknologi Bandung 382

Wangsaputra, Racmawati Indonesia Institute Technology Bandung 364

Wasida, Atsushi Japan National Institute of Technology, Fukui College 223

Wattanutchariya, Wassanai Thailand Department of Industrial Engineering, Faculty of Engineering, Chiang Mai University 6

Wei, Chung-Lun Taiwan National Kaohsiung University of Science and Technology 284

Wei, nan China Guangdong University of Technology 370

Wen, Hsin-Yu Taiwan National Kaohsiung University of Science and Technology 284

Weng, Jiahua Japan Kanagawa University 11

Weng, Yu-Ting Taiwan National Taiwan University of Science and Technology 69

Wicaksono, Dhimas Aryo Indonesia Universitas Trisakti 169

Wiratmadja, Iwan Indonesia Bandung Institute of Technology 312

Wiratmadja, Iwan Inrawan Indonesia Bandung Institute of Technology 388

Wisittipanich, Warisa Thailand Chiang Mai University 7

Witchakul, Suwitchaporn Thailand Department of Industrial Engineering, Faculty of Engineering, Kasetsart University 334

Wongwanruan, Tassanathan Thailand Department of Industrial Engineering, Faculty of Engineering, Chiang Mai University 6

Worasan, Kongkidakorn ThailandResearch Unit on System Modeling for Industry, Department of Industrial Engineering, Khon

Kaen,Thailand49 152 216 220

Wu, Cheng-Hung Taiwan National Taiwan University 317 347

Wu, Feng China School of Management, Xi'an Jiaotong University, Xi'an, 710049,China 52

Wu, Jei-Zheng Taiwan Department of Business Administration, Soochow University 164

Wu, Muh-Cherng Taiwan National Chiao Tung University 9

Wu, Sidi Japan Waseda University 11

Wulandari, Chandrawati Putri Taiwan National Taiwan University of Science and Technology 166

Xiao, Xiao Japan Tokyo Metropolitan University 44 112 126

Yabuuchi, Tenki Japan Kanazawa Institute of Technology 77

1061

Last Name (A-Z) First Name Nationality Organization Paper ID

Yamada, Koki Japan Tokyo Metropolitan University 44

Yamada, Masahiro Japan Waseda University 59

Yamada, Tetsuo Japan The University of Electro-Communications 75 105 163 301 316

Yamada, Yoshiki Japan Nagoya Gakuin University 82

Yamagiwa, Ayako Japan Waseda University 208

Yamaguchi, Jun Japan Tokyo University of Technology 71 72

Yamamoto, Hiroyuki Japan National Cancer Center Hospital East 225

Yamamoto, Hisashi Japan Tokyo Metropolitan University 31 44 112 119 121 123 126 184 207 232

Yamamoto, Masahide Japan Nagoya Gakuin University 122

Yamamoto, Takehiro Japan Keio University 34

Yamamoto, Tsubasa Japan National Institute of Technology, Fukui College 235

Yamanaka, Yasuhiro Japan Barrier-free-Office 159

Yamane, Yasuo Japan Hiroshima University 312

Yamashita, Haruka Japan Sophia University 127 203

Yamashita, Kazuya Japan University of Toyama 67

Yamashita, Tomohisa Japan Hokkaido University 68

Yan, Jia-Hong Taiwan NTUT 13

Yang, Chao-Lung Taiwan National Taiwan University of Science and Technology 266

Yang, Che Jung Taiwan Yuan Ze University 139

Yang, Chih-Hao Taiwan National Defense University 359

Yang, Dan China Hunan Institute of Technology 23

Yang, Tianxiang Japan Waseda University 208

Yang, Ya-Chu Taiwan National Kaohsiung University of Science and Technology 284

Yano, Hitoshi Japan Nagoya City University 37

Yao, Ming-Jong Taiwan National Chiao Tung University 36

Yaovasuwanchai, Sorawit ThailandGraduate School of Management and Innovation, King Mongkutfs University of Technology

Thonburi206

Yap, Hwa Jen Malaysia University of Malaya 222 259

Yasuda, Mitsutaka Japan Hokkaido Information Univercity 109

Yasui, Seiichi Japan Tokyo University of Science 247

Yatsuka, Tomoaki Japan Tokyo University of Science 316

Yeh, Ruey-Huei Taiwan National Taiwan University of Science and Technology 69

Yeh, Yi -Ching Taiwan NTUT 187

Yeoh, Ru Sern Malaysia University of Malaya 259

Yi, Can Nan China Hunan Institute of Technology 23

Yi, Fang China Social Sciences@Waseda University 234

Yi, Li Taiwan Yuan-Ze University 325

Yokogawa, Masaaki Japan Momotanijuntenkan, Ltd. 72

Yokoyama, Shin-Ichiro Japan Braiinware University, Kanagawa University 249

Yoo, Jaekyu Japan School of Economics, Kanazawa University 15 16

1062

Last Name (A-Z) First Name Nationality Organization Paper ID

Yoon, Taeho South Korea Seoul National University 200

Yoshiaki, Shimizu Japan Toyohashi University of Technology 15

Yoshida, Shintaro Japan MAX Co., Ltd. 328

You, Lu-Kai Taiwan National Chin-Yi University of Technology 177

Youngwon, Park Japan Saitama University 98

Yu, Cheng-Feng Taiwan National Kaohsiung University of Science and Technology 284

Yu, Cheng-Juei Taiwan Institute for Information Industry 347

Yu, Tae Young South Korea Pohang University of Science and Technology 41

Yu, Yating Japan Kitami Institute of Technology 163

Yu-Ning, Yang Taiwan Ming Chi University of Technology 287

Yuangyai, Chumpol Thailand King Mongkutfs Institute of Technology Ladkrabang 256 257

Yuyama, Tsuyoshi Japan Division of Data Solution, KAZU technica Co., Ltd. 40

Zhai, Yue China Beijing Jiaotong University 291

Zhang, Jinyu Japan Tokyo Metropolitan University 123

Zhang, Lu China University of Tsukuba 24 25

Zhang, Qian China International Business School, Shaanxi Normal University 5

Zhang, Tiantian China University of Nottingham 148

Zhao, Xiaowen Japan Faculty of System Design, Tokyo Metropolitan University 119

Zhao, Xufeng China Nanjing University of Aeronautics and Astronautics 245

Zhao, Yangyang Japan Iwate Prefectural University 76

Zheng, Jia-Nian Taiwan Asia University 322

Zhou, Junxiao ChinaCollege of Systems Engineering, National University of Defense Technology, Changsha 410072,

China366

Zhou, Lei Japan Tokyo Metropolitan University 126

Zhou, Shu Yi China Hunan Institute of Technology 23

1063

Title LastName FirstName MiddleName Affiliation Country 1

Dr. Ai The Jin Universitas Atma Jaya Yogyakarta Indonesia

Mr. Ajidarma Praditya Institut Teknologi Bandung Indonesia

Mr. Akbar Muhammad Sophia University Japan

Dr. Akiba Tomoaki Chiba Institute of Technology Japan

Ms. Alfanur Farah Ritsumeikan University and Telkom University Japan

Mr. Aragane Koji Waseda University Japan

Dr. Arai Hiroshi Kinjo College Japan

Dr. Arakawa Masahiro Nagoya Institute of Technology Japan

Dr. Arame Maki Polytechnic University of JAPAN Japan

Mr. Aribowo Wisnu Institut Teknologi Bandung Indonesia

Dr. Arisaputra Andi Cakravastia Bandung Institute of Technology Indonesia

Dr. Astanti Ririn Diar Universitas Atma Jaya Yogyakarta Indonesia

Mr. Baskoro Firly Rachmaditya Hiroshima University Japan

Dr. Blue Jakey National Taiwan University Taiwan

Ms. Borirug Sirilak Rajamangala University of Technology Isan Thailand

Mr. Byun Junyoung Seoul National University Korea

Mr. CAI ZONG YING National Taipei University of Technology Taiwan

Mr. Cai Junpeng Fuzhou University China

Professor Chan Hing Kai University of Nottingham Ningbo China China

Dr. Chang Yung-Chia Jasmine National Chiao Tung University Taiwan

Mr. Chang Yu-Jun National Taipei University of Technology Taiwan

Dr. Chang Chien-Chi National Tsing Hua University Taiwan

Ms. Chang Hsin-Tzu MING CHI UNIVERSITY OF TECHNOLOGY Taiwan

Mr. Chang YU-LUN Yuan Ze University Taiwan

Dr. Chansri Natthavika - Kasetsart University Thailand

Mr. Chen Po-Ting National Taiwan University of Science and Technology Taiwan

Dr. Chen Mu-Chen National Chiao Tung University Taiwan

Mr. Chen Wei-Fang Yuan Ze University Taiwan

Dr. Chen Kuentai Ming Chi University of Technology Taiwan

Dr. Chen Wen-Chih National Chiao Tung University Taiwan

Mr. Chen Yu Hsuan National Yunlin University of Science and Technology Taiwan

Dr. Chen Yue-Yang I-Shou University Taiwan

Mr. CHEN YEN-SHUO Tunghai University Taiwan

Ms. CHEN PEI CHUN National Yunlin University of Science and Technology Taiwan

Dr. Chen Fu Chien National Tsing Hua University Taiwan

Mr. CHENG CHEN YANG National Taipei University of Technology Taiwan

Mr. Cheng Chih-Wei Yuan Ze University Taiwan

Ms. CHIEN CHUN-HUA Ming Chi University of Technology Taiwan

Ms. Chien Ju-Chien National Tsing Hua University Taiwan

Dr. Chih Mingchang National Chung Hsing University Taiwan

Participant Index

1064

Title LastName FirstName MiddleName Affiliation Country 1

Professor Chiu (Anthony) Shun Fung De La Salle University Philippines

Mr. Choi Jaewon Pohang University of Science and Technology Korea

Mr. Choi SeungHyun POSTECH Korea

Mr. Choi Junhyuk Pohang University of Science and Technology Korea

Mr. Chou Ywh-Leh National Taiwan University Taiwan

Dr. Chou Chin-Mei Yuan Ze University Taiwan

Dr. Chu Chi-Leung National Chiayi University Taiwan

Engr. De Vera Gene Hadley Pioroda Adamson University Philippines

Mr. Dharmawan Willy Kanazawa University Japan

Mr. Dharmawan Willy Kanazawa University Japan

Dr. Diawati Lucia Bandung Institute of Technology Indonesia

Ms. Fan Jing Tokyo Metropolitan University Japan

Assoc. ASEAN Eng. Fernandez Noime Bassig Adamson University Philippines

Ms. FU CHUANG National Taiwan University Taiwan

Ms. FURUSHO Yoshiko Yokohama University of Art and Design Japan

Mr. Fuseya Tomoki NAGOYA Gakuin University Japan

Dr. Gao Jinwu Ocean University of China China

Dr. Gongyi Liu IBM Japan Ltd., / Kanagawa University Japan

Dr. Goto Yusuke Iwate Prefectural University Japan

Dr. Goto Masayuki Waseda University Japan

Mr. Gwon JunYeong DongA University Korea

Mr. Gyumin Kim Dong-A University Korea

Mr. Halim Abdul Hakim Institut Teknologi Bandung Indonesia

Dr. Handa Junko Polytechnic University of Japan Japan

Mr. Hasby Fariz Muharram Institut Teknologi Bandung Indonesia

Dr. Hasuike Takashi Waseda University Japan

Mr. Hasumoto Kyosuke Waseda University Japan

Dr. Hatano Ryo Tokyo University of Science Japan

Mr. Hayashi Chihiro Tokyo Metropolitan University Japan

Dr. Hibiki Norio Keio University Japan

Mr. Hibiki Yuta Keio University Japan

Dr. Hidayat Yosi Agustina Bandung Institute of Technology Indonesia

Dr. Hirabayashi Yuji Aoyama Gakuin Human Innovation Consulting Inc. Japan

Mr. Hiranai Kazuki Tokyo Metropolitan University Japan

Mr. Hirota Kyosuke Nagoya Gakuin University Japan

Dr. Hirotani Daisuke Prefectural University of Hiroshima Japan

Mr. HO TSUNG-YEH National Yunlin University of Science and Technology Taiwan

Mr. Hoki Kim Seoul National University Korea

Dr. Hong Tzu-Yen National Tsing Hua University Taiwan

Dr. Hong I-Hsuan National Taiwan University Taiwan

1065

Title LastName FirstName MiddleName Affiliation Country 1

Dr. Hong Soondo Pusan National University Korea

Dr. Horikawa Mitsuyoshi Iwate Prefectural University Japan

Mr. Horita Yuki Sophia University Japan

Mr. Hoshino Kinju Tokyo University of Science Japan

Ms. Hosoda Junko Sophia University and Hitachi, Ltd. Japan

Dr. Hsiao Yu-Hsiang National Taipei University Taiwan

Dr. Hsu Chia-Yu National Taipei University of Technology Taiwan

Mr. Hu Yang Xi'an Jiaotong University China

Ms. Huang I-Hsuan National Taipei University of Technology Taiwan

Dr. Huang Hao Yuan Ze University Taiwan

Dr. Huang Chiao-Tzu National Chin-Yi University of Technology Taiwan

Dr. Huang Chin-Yin Tunghai University Taiwan

Dr. Huang Kwei-Long National Taiwan University Taiwan

Mr. Huang Ching-Kai Yuan-Ze University Taiwan

Ms. Huang Ya-Jun Yuan Ze University Taiwan

Dr. Huang Rudy Ying-Yin National Taipei University of Technology Taiwan

Dr. Hung Hui-Chih National Chiao Tung University Taiwan

Dr. Husniah Hennie Langlangbuana University Indonesia

Dr. Ide Yusuke Kanazawa Institute of Technology Japan

Ms. Ikeda Ai WasedaUniversity Japan

Mr. Imanaka Atsushi Yokohama University Art & Design Japan

Mr. Inada Shuhei Keio University Japan

Mr. Inokuchi Hiroki Tokyo Metropolitan University Japan

Mr. Inoue Daichi Kobe Steel, Ltd. Japan

Mr. Irianto Dradjad Institut Teknologi Bandung Indonesia

Dr. Irohara Takashi Sophia University Japan

Dr. Ishigaki Aya Tokyo University of Science Japan

Dr. Ishihara Masahiko Kanazawa Institute of Kanazawa Japan

Dr. Ishii Kazuyoshi Kanazawa Institute of Technology Japan

Dr. Ishii Nobuaki Kanagawa University Japan

Mr. Ishimaru Yutaro Osaka Prefecture University Graduate School Japan

Mr. Iskandar Bermawi Priyatna Institut Teknologi Bandung Indonesia

Mr. Isnaini Mohammad Mi'radj Institut Teknologi Bandung Indonesia

Dr. Ito Mari Tokyo University of Science Japan

Dr. JaeKyu Yoo Kanazawa University Japan

Ms. Jaerim Choi Pohang university of science and technology Korea

Mr. JAMRUS THITIPONG Khon Kaen University Thailand

Dr. JEN CHIH-HUNG Lunghwa University of Science and Technology Taiwan

Dr. Jiang Bernard C National Taiwan University of Science and Technology Taiwan

Ms. Jo Seeun Pohang University of Science and Technology Korea

1066

Title LastName FirstName MiddleName Affiliation Country 1

Dr. Jun Chi-Hyuck POSTECH Korea

Mr. Junyoung Byun Seoul National University Korea

Mr. Kailomsom Prasit King Mongkut's University of Technology Thonburi Thailand

Dr. Kainuma Yasutaka Tokyo Metropolitan University Japan

Mr. Kameda Kosuke Aoyama Gakuin University Japan

Dr. Kato Takumi Honda Motor Co., Ltd. Japan

Mr. Khanawapee Uten King Mongkut’s University of Technology North Bangkok Thailand

Dr. Khompatraporn Charoenchai King Mongkut's University of Technology Thonburi Thailand

Dr. Kigawa Akihiko Rissho university Japan

Mr. Kigawa Yutaka NIHON UNIVERSITY Japan

Mr. Kihara Kazuo Tokyo Metropolitan University Japan

Dr. Kim Byung-In Pohang University of Science and Technology Korea

Mr. Kim Hyunjoon POSTECH Korea

Ms. Kim Eunsu HANYANG UNIVERSITY Korea

Mr. Kim Yong Min Seoul National University Korea

Professor Kim Kwang-Jae POSTECH Korea

Mr. Kim Hoki Seoul National University Korea

Dr. Kim ChaeSoo DongA University Korea

Mr. Kimata Shota Waseda University Japan

Mr. Kitani Tomonori Gunma University Japan

Mr. Kitano Yuta University of Electro-Communications Japan

Prof. Kono Hirokazu Keio University Japan

Prof Kozan Erhan Queensland University of Technology Australia

Professor Kozan Erhan Queensland University of Technology Australia

Dr. Kozu Hiroki Data Analysis Research Center, KAZU technica Co., Ltd. Japan

Ms. Kuntapa Naarpa King Mongkut’s University of Technology Thonburi Thailand

Ms. Kuntapa Naarpa King Mongkut’s University of Technology Thonburi Thailand

Mr. Kuo Chi-Hung MING CHI UNIVERSITY OF TECHNOLOGY Taiwan

Dr. Kuramoto Akisue Tokyo Metropolitan University Japan

Dr. Kurata Hisashi University of Tsukuba Japan

Ms. Kurniadi Kezia Amanda Pusan National University Korea

Mr. Kurniawan Dwi Institut Teknologi Bandung Indonesia

Mr. Kuroki Hiroshi Tokyo University of Science Japan

Dr. Kusukawa Etsuko Osaka Prefecture University Japan

Dr. Kusukawa Etsuko Osaka Prefecture University Japan

Dr. Kusukawa Etsuko Osaka Prefecure University Japan

Mr. Kweon Ohhyun POSTECH Korea

Professor Lai Kin Keung Shaanxi Normal University, China China

Mr. Lee Dong-Hee Hanyang University Korea

Mr. Lee Yedam Pohang University of Science and Technology Korea

1067

Title LastName FirstName MiddleName Affiliation Country 1

Mr. Lee Changho POSTECH Korea

Mr. Lee Jonghwa POSTECH Korea

Dr. Lee Chieh Yuan Ze university Taiwan

Mr. LEE JUNHYEOK Seoul National University Korea

Mr. Lee Kyung-Jun Seoul National University Korea

Mr. LEE SONG-LIN National Tsing Hua University Taiwan

Mr. Lee Taekho Pohang University of Science and Technology Korea

Mr. Lee Chang-Ho POSTECH Korea

Mr. Lee Jaewook Seoul National University Korea

Dr. Lee Jongsung Korea National University of Transportation Korea

Mr. Leelawan Wolawit King Mongkut’s University of Technology Thonburi Thailand

Ms. Lei Zhou Tokyo Metropolitan University Japan

Ms. Leony Florence Yuan Ze University Taiwan

Dr. Li Vincent Chiwei National Chiayi University Taiwan

Mr. LI YU HSUN Ming Chi Unervisity of Technology Taiwan

Ms. Li Yi-Lin National Cheng Kung University Taiwan

Dr. Liang Yun-Chia Yuan Ze University Taiwan

Ms. LIAO PEI-YI National Yunlin University of Science and Technology Taiwan

Ms. Liau Yee Yeng Pusan National University Korea

Mr. Lin Simon TungHai University Taiwan

Dr. Lin Chun-Cheng R.O.C. Air Force Academy Taiwan

Dr. Lin Kuo-Ping Tunghai University Taiwan

Dr. Lin Chun-Cheng National Chiao Tung University Taiwan

Dr. Lin Yi-Kuei National Chiao Tung University Taiwan

Dr. Lin Ray F. Department of Industrial Engineering, Yuan Ze University Taiwan

Dr. Lin James T National Tsing-Hua University Taiwan

Dr. Lin Shi-Woei National Taiwan University of Science and Technology Taiwan

Ms. Lin Zui-An St. Martin De Porres Hospital Taiwan

Dr. Liu Baoding Tsinghua University China

Master Liu Yan Cheng National Taiwan University Taiwan

Mr. LIU POHAN National Tsing Hua University Taiwan

Mr. LIU WEI REN Tsing Hua University Taiwan

Ms. Liu Jie-Jun MING CHI UNIVERSITY OF TECHNOLOGY Taiwan

Ms. Liu Kuan Yu Yuan Ze University Taiwan

Dr. Liu ShiQiang Fuzhou University China

Dr. Liu Shu-Chu National Pingtung University of Science and Technology Taiwan

Mr. Maruf Anas Institut Teknologi Bandung Indonesia

Mr. Maruyama Masao MCPC Japan

Dr. MARUYAMA Yukio Nippon Institute of Technology Japan

Mr. Matanhire Tapiwa Blessing National Taiwan University Of Science and Technology Taiwan

1068

Title LastName FirstName MiddleName Affiliation Country 1

Dr. Matsui Masayuki Kanagawa University Japan

Mr. Matsushita Ikki Tokyo University of Science Japan

Ms. Maulidya Rahmi Institut Teknologi Bandung Indonesia

Mr. Miengarrom Thanakorn King Mongkut's University of Technology Thonburi Thailand

Dr. Mikawa Kenta Shonan Institite of Technology Japan

Mr. Mimura Ayumu National Institute of Technology, Fukui College Japan

Mr. Miyamura Seidi Ivo Nagoya Gakuin University Brazil

Dr. Mizuno Shinya Shizuoka Institute of Science and Technology Japan

Dr. Mizutani Satoshi Aichi Institute of Technology Japan

Dr. Mohd Rohani Jafri Universiti Teknologi Malaysia Malaysia

Dr. Mohd Yusof Shari Universiti Teknologi Malaysia Malaysia

Dr. MOON ILKYEONG Seoul National University Korea

Dr. Mori Chika University of Toyama Japan

Mr. Morikawa Katsumi Hiroshima University Japan

Ms. Mukai Reia National Institute of Technology, Fukui College Japan

Dr. Mungwattana Anan Kasetsart University Thailand

Ms. Muratavanich Piyarat King Mongkut's University of Technology Thonburi Thailand

Engr. Murchante Nelson Atienza Adamson University Philippines

Dr. Nagasawa Keisuke Hiroshima University Japan

Dr. Nagata Kiyoshi Daito Bunka University Japan

Dr. Nakade Koichi Nagoya Institute of Technology Japan

Dr. Nakajima Ryosuke The University of Electro-Communications Japan

Mr. Nakamura Taishin Tokyo Metropolitan University Japan

Dr. Nakamura Yoshiki Aoyama Gakuin University Japan

Mr. Nakano Taichi Tokyo Metropolitan University Japan

Dr. NAKASHIMA KENICHI WASEDA university Japan

Dr. Nambo Hidetaka Kanazawa University Japan

Mr. Ngerntong Sarayut King Mongkut's University of Technology North Bangkok Thailand

Mr. Nishi Yasutoshi Hiroshima University Japan

Dr. Nishiyama Hiroyuki Tokyo University of Science Japan

Ms. Ogasawara Ayumi Tokyo University of Science Japan

Dr. Ogoshi Sakiko National Institute of Technology,Fukui college Japan

Dr. Ohba Masaaki Nihon University Japan

Ms. Ohba Haruka Shizuoka Institute of Science and Technology Japan

Dr. Ohto-Fujita Eri Tokyo University of Agriculture and Technology Japan

Mr. Oshima Tomoki Tokyo university of science Japan

Dr. Otsuka Akimasa Sanyo-Onoda City University Japan

Dr. Oyabu Takashi NIHONKAI International Exchange Center Japan

Mr. Palaca Henry Oboza Quality Plus Management Consulting Co. Philippines

Ms. Pan Chia-Hsin National Tsing Hua University Taiwan

1069

Title LastName FirstName MiddleName Affiliation Country 1

Dr. Park Kun Soo Seoul National University Korea

Professor Park You-Jin National Taipei University of Technology Taiwan

Ms. Pei Qifan University of Nottingham Ningbo China China

Mr. Pitakaso Rapeepan Ubon Ratchathani University Thailand

Dr. Po-Hsiang Liu St. John's University Taiwan

Ms. Pokpong Chayapha - Kasetsart University Thailand

Mrs Praseeratasang Natthanan Buriram Rajabhat University Thailand

Engr. Raval Chloe Jean Ong Adamson University Philippines

Mr. Ryu Dohyeon POSTECH Korea

Mr. Ryu Do-Hyeon POSTECH Korea

Prof. Ryu Kwangyeol Pusan National University Korea

Mr. Saito Hajime Hokkaido Information University Japan

Mr. Sakaguchi Hiroki University of Toyama Japan

Ms. SANG HAN LEE Dong-A University Korea

Ms. SARI RESY KUMALA Ming Chi University of Technology Taiwan

Mr. Sasaki Seiji Iwate Prefectural University Japan

Dr. Sasaki Masato Takasaki University of Commerce Japan

Dr. Sato Tetsuya Waseda University Japan

Dr. Sato Kimitoshi Kanagawa University Japan

Dr. Sawada Ayako Hokuriku Gakuin Junior College Japan

Dr. seewungkum dussadee Srinakharinwirot University Thailand

Dr. Seki Yoichi Gunma University Japan

Professor Sethanan Kanchana Khon Kaen University Thailand

Dr. Shibuya Masahiro Tokyo Metropolitan University Japan

Dr. Shih Jen-Ying National Taiwan Normal University Taiwan

Dr. Shimauchi Toshihiko Komatsu College Japan

Dr. Shimizu Yoshiaki Toyohashi University of Technology Japan

Mr. Shimogama Takuhiro Osaka Prefecture University Japan

Mr. Shimogama Takuhiro Osaka Prefecture University Japan

Mr. SHIN YOUNGCHUL Seoul National University Korea

Mr. Shin Tack-Hyun Seoul National University of Science and Technology Korea

Dr. Shingyochi Koji Jumonji University Japan

Mr. SHIOKAWA HIROSHI Kanagawa University Japan

Ms. Sohee Kim Hanyang University Korea

Ms. SONG Shuang Hokkaido University Japan

Dr. song wheyming National Tsing Hua University Taiwan

Mr. Srichok Thanatkij Ubon Ratchathani University Thailand

Mr. Srivipatana Suphatut - Buriram Rajabhat University Thailand

Mr. SU YUKAI National Taipei University of Technology Taiwan

Professor SU CHWEN-TZENG National Yunlin University of Science and Technology Taiwan

1070

Title LastName FirstName MiddleName Affiliation Country 1

Ms. Sugisawa Manami Hokkaido Information University Japan

Mr. Sukoyo Sukoyo Institut Teknologi Bandung Indonesia

Dr. Sukoyo - Bandung Institute of Technology Indonesia

Ms. Sumi Harumiko Keio University Japan

Mr. Sun Yi-Jyun National Tsing Hua University Taiwan

Dr. Sun Jing Nagoya Institute of Technology Japan

Dr. Sung Shao-Chin Aoyama Gakuin University Japan

Ms. Suryadhini Pratya Poeri Institut Teknologi Bandung Indonesia

Mr. Suwa Haruki Osaka Prefecture University Japan

Dr. Suyama Noriyuki Bunka Gakuen University Japan

Mr. Suzuki Satoshi Waseda University Japan

Dr. Takahashi Kei Gunma University Japan

Dr. Takahashi Natsumi Aoyama Gakuin University Japan

Dr. Takahashi Katsuhiko Hiroshima University Japan

Mr. Takama Kaito National Institute of Technology, Fukui College Japan

Dr. Takanokura Masato Kanagawa University Japan

Ms. Takaya Mana Sophia University Japan

Dr. Taki Seiko Chiba Institute of Technology Japan

Mr. Talukder Mehedi Hasan Kanagawa University Japan

Mr. TAMAKI Kinya AOYAMA Gakuin University Japan

Ms. Tanaka Rina Tokyo University of Science Japan

Ms. Tanaka Kotoko National Institute of Technology, Fukui College Japan

Dr. Tang Ling-Lang Yuan Ze University Taiwan

Mr. Tao Yi Guangdong University of Technology China

Mr. Thaichaiyon Kamchai King Mongkut’s University of Technology North Bangkok Thailand

Mr. Theeraviriya Chalermchat Nakhon Phanom University Thailand

Ms. Thippo Waranyoo King Mongkut’s University of Technology Thonburi Thailand

Mr. Tian Junze NagoyaGakuinUniversity Japan

Dr. Ting Ching-Jung Yuan Ze University Taiwan

Mr. Toda Mitsuru Tokyo University of Science Japan

Dr. Trung Luong Huynh Asian Institute of Technology Thailand

Mr. Trusaji Wildan Institut Teknologi Bandung Indonesia

Prof. Tsai Du-Ming Yuan-Ze University Taiwan

Ms. Tsai Chi-Chih National Tsing Hua University Taiwan

Dr. Tseng Yuan-Jye Yuan Ze University Taiwan

Ms. Tseng Li-Ping St. Martin De Porres Hospital Taiwan

Dr. Tseng Ming Lang Asia university Taiwan

Ms. Tshivhase Tshianeo Tracey Tokyo Metropolitan University Japan

Chair Professor TSUNG Fugee The Hong Kong University of Science & Technology Hong Kong Special Administrative Region of China

Dr. Ueda Masao Waseda University Japan

1071

Title LastName FirstName MiddleName Affiliation Country 1

Dr. Wang Chih-Hsuan National Chiao Tung University Taiwan

Mr. Wang Chun-Yao National Tsinghua University Taiwan

Ms. WANG WEI YA National Tsing Hua University Taiwan

Prof. Wang Chien-Chih Ming Chi University of Technology Taiwan

Dr. Wang I-Lin National Cheng Kung University Taiwan

Ms. Wang Wan Yu National Tsing-Hua University Taiwan

Dr. Wang Li-Chih Tunghai University Taiwan

Dr. Wattanutchariya Wassanai Chiang Mai University Thailand

Mr. Wiratmadja Iwan Inrawan Institut Teknologi Bandung Indonesia

Prof. Wu Feng Xi'an Jiaotong University China

Dr. WU Sidi Waseda University Japan

Dr. Wu Jei-Zheng Soochow University Taiwan

Mr. Yamada Yoshiki Nagoya Gakuin University Japan

Dr. Yamada Tetsuo The University of Electro-Communications Japan

Mr. Yamada Masahiro Waseda University Japan

Mr. Yamada Koki Tokyo Metlopolitan University Japan

Ms. Yamagiwa Ayako Waseda university Japan

Dr. Yamaguchi Jun Tokyo University of Technology Japan

Mr. Yamamoto Takehiro Graduate School of Science and Technology, Keio University Japan

Dr. Yamamoto Masahide Nagoya Gakuin University Japan

Dr. Yamamoto Hisashi Tokyo Metropolitan University Japan

Mr. Yamamoto Tsubasa National institute of technology, Fukui college Japan

Mr. Yamanaka Yasuhiro Barrier Free Office Japan

Dr. Yamashita Haruka Sophia university Japan

Mr. Yan Jia-Hong National Taipei University of Technology Taiwan

Dr. Yang Chih-Hao National Defense University Taiwan

Dr. Yang Chao-Lung National Taiwan University of Science and Technology Taiwan

Professor YANG NENG-SHU National Yunlin University of Science and Technology Taiwan

Prof. Yao Ming-Jong National Chiao Tung University Taiwan

Mr. Yatsuka Tomoaki Tokyo University of Science Japan

Ms. Yeh Yi-Ching National Taipei University of Technology Taiwan

Mr. YI FANG waseda university Japan

Ms. Yi Ting Chiang Ming Chi University of Technology Taiwan

Mr. Yoon TaeHo Seoul National University Korea

Mr. Yu Tae Young Pohang University of Science and Technology Korea

Dr. YU YATING Kitami Institute of Technology Japan

Ms. Yu-Ning Yang Ming Chi University of Technology Taiwan

Ms. ZHANG JINYU Tokyo Metropolitan University Japan

Ms. Zhao Xiaowen Tokyo Metropolitan University Japan

Ms. ZHAO YANG YANG Iwate Prefectural University Japan

1072

Title LastName FirstName MiddleName Affiliation Country 1

Mr. Zheng Jia-Nian Asia University Taiwan

1073