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JYUKANKYO RESEARCH INSTITUTE INC.
How People Are Using Home Appliancesin Southeast Asian Countries?
9th International Conference Energy Efficiency in Domestic Appliances and Lighting (EEDAL’17)
Ji XUAN 1)
Azasa TAKAYAMA 1), Chiharu MURAKOSHI 1), Hidetoshi NAKAGAMI 1) and Hiroto TAKAGUCHI 2)
- Evidence from a Comparative Analysis of Southeast Asia and Japan
This project is supported by the Environment Research and Technology Development Fund (1-1502) of the Ministry of the Environment, Japan
1) Jyukankyo Research Institute Inc.2) Waseda University
13rd September, 2017, Irvine, CA
© 2017 Jyukankyo Research Institute Inc.
JYURI
Introduction
1/24
© 2017 Jyukankyo Research Institute Inc.
JYURIOverview of Project
Da ta b a se Deve lop m en t
Resea rch ers
En erg y in d u str ies
Po l icy m a k ers
BELDA
Op en -p la tfo rm Da ta b a se
h om ep a g e
BELDA: Bu i ld in g En erg y stru ctu re a n d Lifesty le Da ta b a se o f Asia
• co l lectin g a n d p ro v id in g en erg y con su m p tion d a ta to m a k e con tr ib u tio n s to a d d ress cl im a te ch a n g e issu e
• con stru ctin g a com m on d a ta b a se re la ted to ca rb on d io x id e em issio n s in th e resid en tia l a n d com m ercia l secto rs
• ver i fy in g th e e ffectiven ess o f p o l icies a n d m ea su res co r resp on d in g to th e sta g e o f econ om ic d eve lo p m en t
• p rom o tin g a d va n ced tech n o lo g y tra n sfe r from Ja p a n to Asia n cou n tr ies
Con tr ib u tio n to En v iro n m en ta l
Po l icy
H ou seh o ld En erg y Con su m p tio n
Thailand , Vietnam , Cam bod ia
※subject reg ions: urban areas, suburban areas
※# of va lid responses (FY2015) : 1 , 000 households in 3 countries
※# of va lid responses (FY2016) : 650 households in 3 countries
Electr icity M ea su rem en t Su r vey
Deta i led I n te r v iew Su r vey fo r Li festy le & QOL
Upload
Fie ld Su rvey
Pro j ectio n M od e l & Po l icy Recom m en d a tio n s
Ex istin g Da ta
Ex istin g d a ta
existing paper and survey resu lt
Oth ers
m acro data , m etrolog ica l data
2/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
• Residential energy use in Japan is compared with the above-mentioned Southeast Asian countries, on the variance in household factors,housing, equipment ownership and ways of usage.
• Preliminary findings of electricity end-use measurements over the past four-month analysis, to explore the consumers' usage-relatedbehaviors and day-to-day usage patterns of major appliances in 30 households of Bangkok.
Today’s Talk (with 2 parts)
household characteristics
housing characteristics
penetration rate of
appliances
energy bills
lifestyle & behaviors
Household Energy Consumption Thailand, Vietnam, Cambodia vs. Japan
room-air conditioner refrigerator
electric water heater
stand fan
microwave oven
Measurement Survey Thailand vs. Japan
3/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
Part 1Survey on Household Energy Consumption
4/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
Survey on Household Energy Consumption Survey Items
– Part 1: Identification of Household• demography• age• gender• occupation• the days that people usually at home
during the daytime on weekdays• annual income of all family members– Part 2: Housing Characteristics• building type• structure type• number of floors• gross floor area• established year• ownership relationship• number of rooms– Part 3: Energy Consumption and Energy Bills• monthly energy use by fuel type• monthly energy bills by fuel type
– Part 4: Home Appliances and Electronics• space cooling (room air-conditioning, fan, etc.)• space heating (room air-conditioning, heaters, etc.)• home appliances• lighting– Part 5: Hot Water• type and number of water heating equipment• hours of use• bathing habits– Part 6: Vehicle• Type, number and frequency in use of automobiles and
motorbikes/ scooters– Part 7: Lifestyle and Behaviors• ways of keeping home cool• satisfaction with the indoor environment• willingness to buy energy-efficient home appliances in
the future and problems when buying energy-efficienthome appliances
• energy saving behaviors• other
5/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
Survey on Household Energy Consumption Sample Size by Subject Region
Region Country City # of valid responses
Urban Areas
Thailand Bangkok (BKK) 300 households
VietnamHanoi (HAN) 194 households
Ho Chi Minh (HCM) 185 households
CambodiaPhnom Penh (PP) 280 households
Other cities 40 householdsSub-total 999 households
Suburban Areas
ThailandSamut Sakorn (SS) 150 households
Ang Thong (AT) 104 households
VietnamHoa Binh (HB) 110 householdsMe Linh (ML) 70 households
CambodiaKandal (KD) 170 households
Other cities 39 households
Sub-total 643 householdsTotal (3 countries, 11 regions) 1,642 households
Note: Other cities of Cambodia include Battamban & Kompong Cham
6/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
Survey on Household Energy Consumption Survey Methods (1st Year)
Bangkok
• When choosing subject households for thesurvey, we used the most appropriate and mostrealistic methods considering the circumstancesof each country.
• Primary Sampling Unit (PSU) method:Considering bias of sampling distribution, weused a stratified random sample. (selecting 20PSUs, and from one PSU chose several tens ofhouseholds).
Bangkok
7/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
Country Local Partner Organization
ThailandJoint Graduate School of Energy and Environment (JGSEE), KingMongkut’s University of Technology Thonburi (KMUTT)
Vietnam Institute of Energy (IE)
Cambodia Institute of Technology of Cambodia (ITC)
• Snowball sampling (a method of at the time of recruiting subjects searching for otherparticipants through relationships such as friends and acquaintances who meetparticipation conditions) was used.
• Investigators conducted field interviews lasting one to two hours to narrow down thehead of household or spouse who understood household expenditures and electricityusage for the past several months’.
Survey on Household Energy Consumption Survey Methods (2nd Year) 8/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
【 タ イ ・ MEA( SmartLife)】 【 ベト ナム・ EVN( ハノ イ )】
• Electric utilities in Thailand andVietnam already provide web-basede-service, so customers is able toobtain their monthly electricity usagespaid for the past 6 months or 12months after entering their IDs andpasswords.
• In this way, it was possible todecrease the burden on respondentsand obtain reliable data.
9/24
Survey on Household Energy Consumption Web-based e-service
MEA’s Smart Life, Thailand EVN’s web service, Vietnam
© 2017 Jyukankyo Research Institute Inc.
JYURI
Survey on Household Energy Consumption Basic Characteristics
10%
13%
36%
47%
51%
42%
58%
63%
58%
45%
36%
27%
21%
29%
19%
30%
28%
14%
41%
27%
31%
20%
39%
13%
8%
13%
41%
23%
BKK(n=300)
HCM(n=185)
HAN(n=194)
PP(n=280)
other cities(n=40)
BKK_fv(n=254)
HAN_fv(n=180)
PP_fv(n=170)
other fvs(n=39)
THVN
KHTH
VNKH
Urba
n ar
eaFa
rmin
g vil
lage
household type
4.1
4.6
4.4
5.3
5.3
3.5
4.4
5.7
5.3
2.5
# of household members
79%
84%
66%
82%
95%
74%
66%
95%
97%
53%
frequency of stay-at-home
• Family ties are strong in Southeast Asia, so there are many cases of multiple households who may havemigrated to urban areas for work living together.
• For all regions, a very high percentage of households have someone at home essentially every day. It isnot unusual to have dual income families, but they do not necessarily commute to work at companies,working at home and it is not rare to take care of children and housework while running a business fromhome.
Household type & Frequency of stay-at home
10/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
Survey on Household Energy Consumption Basic Characteristics
• Although there is a recent trend in Southeast Asia toward increased construction ofattached housing (such as condominiums), detached houses and townhouses are stillcommon.
• There is little difference in average dwelling floor area in these countries from the averagein Japan, but the standard for floor area per person is low compared to Japan or Westerncountries due to a living environment with many household members.
Housing Characteristics
89
110
108
92
130
110
149
114
140
100
gross floor area (square meter)
21
24
25
17
25
31
33
20
26
40
suqare meter for one people
50%
55%
38%
50%
100%
60%
43%
89%
100%
56%
28%
14%
28%
39%
2%
44%
23%
31%
35%
46%
0%
56%
8%
0%
BKK(n=300)
HCM(n=185)
HAN(n=194)
PP(n=280)
other cities(n=40)
BKK_fv(n=254)
HAN_fv(n=180)
PP_fv(n=170)
other fvs(n=39)
JP(n=11,632)
THV
NK
HTH
VN
KH
JP
Urb
an a
rea
Farm
ing
villa
ge
housing type
41%
12%
8%
10%
26%
1%
20%
16%
14%
6%
11%
8%
6%
19%
3%
15%
19%
17%
37%
23%
25%
18%
17%
13%
19%
33%
23%
21%
37%
63%
49%
65%
51%
67%
78%
41%
29%
established year11/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
Survey on Household Energy Consumption Household Energy Consumption
95
102
70
72
70
53
33
20
19
21
19
13
10
13
12
0 20 40 60 80 100 120
USA('09)
Canada('10)
France('10)
Germany('10)
UK('10)
Korea('08)
Japan('15)
Kuala Lumpur('15)
Bangkok('15)
Hanoi('15)
Ho Chi Minh('15)
Phnom Penh('15)
Samut Sakorn('15)
Hoa Binh('15)
Kandal('15)
Nor
thAm
eriv
aEU
Japa
n&Ko
rea
Sout
heas
t Asia
Energy Consumption per Household
lighting & plug load
cooking
space cooling
water heating
space heating
(GJ/hh/year)
• When we compare the energyusage excluding heating demand inurban areas in Thailand andVietnam, it has already reachedlevels exceeding Japan and otherdeveloped countries.
• Therefore, the introduction andexpanded adoption of energyefficient technologies in SoutheastAsia is an urgent issue, as there isa need to curb the increase inresidential energy consumption inthe applicable countries.
• To provide basic information forsetting appliance efficiencystandards and for analysis of theinfluence of increasing energydemand and increasing numbers ofhome electrical appliances on loadcurves, we carried out a meteringsurvey.
12/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
Part 2Hourly Metering Survey of Whole House and
Major Appliance Electricity
13/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
• The purpose of the metering survey is to understand variations over time inelectricity consumption of the whole house and major household appliances, suchas the refrigerator, air conditioner, TV, water heater, and others and is ongoing from2016 through 2017.
• The subject regions are Bangkok, Hanoi, and Phnom Penh. In this paper weintroduce results that are available at present, collected from 30 households inBangkok over 4 months from September to December, 2016.
Purpose
Measurement Survey Purpose & Survey Method
• The metering survey in Bangkok uses meters and a metering system developed byspecialists at Thailand's Chulalongkorn University for 30 households in the city thathave one or more wall-mounted air conditioners.
Survey Method
14/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
Measurement Survey Survey Method (metering system)
HOUSEDistribution board
External Server
Room Air Conditioner, Hot Water Heater,…
Television, Refrigerator, Others
Smart meter
Smart Plug
Plug
Router
Internet
Gateway
: Measurement Device: Gateway and Data Collector
Classification Gateway Smart meter Smart Plug Multi sensor
Method of datacollection collect data via
the internet
distribution board connect to a plugtemperature &
humiditywhole house, AC, water heater, lighting, plug load TV, refrigerator, fan, etcMeasured
appliances• Data for the whole house and for one air conditioner can be collected for all households.• For each household a total of 5 points can be metered, so besides the first AC unit and the whole house,
3 other appliances, including a second AC unit are metered.
15/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
Measurement Survey Survey Method (metering system)
• The metering system is enable toremote data collection via theinternet and allows metering resultsfor each household to be viewedfrom a dedicated website.
16/24
JYUKANKYO RESEARCH INSTITUTE INC.
17
191 163 120 81 59 22 87 75 36 13 10168
20 9
289118 58
193 13439 4 28 4
18558 5 26 61 93 59
115
173192
9 45108 97 15 0
69
5732 1
99 6310
419
249 206272
198102
301
564
332 279 295
587
168236
782
506 516 477
309238
172 136
545 498595
149 137
328
650752
0
600
1,200M
onth
ly E
lect
ricity
Use
(kW
h/m
)
1st AC unit 2nd AC unit others
# of units owned: One
Ave. monthly electricity use: 241 kWhShare of AC: 42%
46%
66%58%
30% 30%22%
29%13% 11% 4% 3%
29%12%
4%
37%23%
11%
41% 43%
17%3%
21%
1%
37%
10% 3%19% 18% 14% 8%
15%34%
37%
2%
14%
45%
56%11%
14%
10% 21%1%
30%
10%
1%0%
50%
100%
TH1
TH2
TH3
TH4
TH5
TH6
TH7
TH8
TH9
TH10
TH11
TH12
TH13
TH14
TH15
TH16
TH17
TH18
TH19
TH20
TH21
TH22
TH23
TH24
TH25
TH26
TH27
TH28
TH29
TH30
Shar
e of
Mon
thly
Ele
ctric
ity U
se# of units owned: Two # of units owned:
Three or more
Number of metered unit: One (ave. monthly electricity use_301 kWh) Number of metered unit: Two (ave. monthly electricity use_425 kWh)
# of units owned: Two
Ave. monthly electricity use: 409 kWhShare of AC: 46%
# of units owned: Three # of units owned:
Four or more
Note: Above is the AC metering results measured in all 30 households with 46 units in total in Bangkok
• The average monthly electricity consumption for all 30 households is 367 kWh, nearly the same levelas previous research results (348 kWh) .
Whole-house electricity use
• Households with only one AC had total monthly average electricity consumption about 40% lower thanhouseholds with multiple AC units, and the AC used 42% of total electricity. This is essentially thesame share used by air conditioning in households with two AC units (46%).
• The average monthly consumption of the 46 AC units metered was 78 kWh each, which is more thantwice the monthly average electricity consumption per AC unit in Japan (the average value for 36households in the Tokyo area during the August cooling season was 32 kWh/month per unit).
17/24
JYUKANKYO RESEARCH INSTITUTE INC.
18
0
500
1,000El
ectr
icity
Use
(Wh/
h) High Consumption Households: 5.2 kWh/unit/daysleep: 3.0 kWh
wake up&breakfast
commute&work&return home: 0.4 kWh relax&sleep: 1.8 kWh
0
200
400
Elec
trici
ty U
se (W
h/h) Typical Consumption Households: 2.8 kWh/unit/day
0
200
400
Elec
trici
ty U
se (W
h/h) Low Consumption Households: 1.0 kWh/unit/day
Note: 13 times greater at night
Note: 3 times greater at night
Note: 4 times greater at night
sleep: 1.0 kWh commute&work&return home: 0.7 kWh relax&sleep: 1.1 kWh
sleep: 0.4 kWh commute&work&return home: 0.2 kWh relax&sleep: 0.4 kWh
Note: These results are abstracted and totaled from only those households (with 1 metered unit and 2 metered units) for which all AC units could be metered. The colored lines represents different AC unit
Average Daily Consumption Patterns During the Measurement Period for the 3 Types of Households
• High consumption households have a unit consuming 20% or more above thetypical household range.
• Typical consumption households are those with AC consumption per unit from 90%to 110% of the average value for all 30 households.
• Low consumption households have units consuming 20% or more below the typicalhousehold range.
• All household types use air conditioners more at night than during the day.
• In particular, high-consumption households' AC electricity consumption duringsleeping is twice that of typical consumption households, and 5 times that of lowconsumption households. There are cases in which even though they have an AC,users with a strong sense of frugality will not use it, even while thinking that it'sdifficult to fall asleep.
18/24
JYUKANKYO RESEARCH INSTITUTE INC.
0
300
600El
ectr
icity
Use
(Wh/
h))
Most Energy-intensive User (weekday)Low Energy-intensive User (weekday)High Consumption Households (weekends)Low Consumption Households (weekends)
23 23 23 23 23 23 23 23 25 25 25 26 26 26 26 26 26 26 26 26 26 25 24 24
27 26 26 26 25 25 25 2728 29 31 31 32 32 32 31 30 29 29 28 28 27 27 27
64 6567 68 68 69 69
7376 76 76 76 76 76 75 76 76 76 75 74
7067
65 63
• All households use a little more during the daytime on weekends than weekdays.• The reason for this is the likelihood that more people are at home during the days on weekends than on
weekdays (e.g. children are at home on weekend days, and AC is used at naptime and other times).
Differences in AC Usage Patterns between Weekdays & Weekends for High & Low Consumption Households
• During AC operating time, the room temperature is decreased from the initial 26℃ to 23℃,and relative humidity decreases from 75% to 64%.
• The relative humidity in the room stays constant at 76%, maintaining an uncomfortableindoor environment throughout the day.
19/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
0
50
100
0:00
2:00
4:00
6:00
8:00
10:0
0
12:0
0
14:0
0
16:0
0
18:0
0
20:0
0
22:0
0
Elec
tric
ity
Use
(W
h/h
)
Refrigerators(n=11)Ave.:1529(Wh/day)
0
20
40
0:00
2:00
4:00
6:00
8:00
10:0
0
12:0
0
14:0
0
16:0
0
18:0
0
20:0
0
22:0
0
Elec
tric
ity
Use
(W
h/h
)
Flat TV sets(n=5)Ave.:304(Wh/day)
0
20
40
0:00
2:00
4:00
6:00
8:00
10:0
0
12:0
0
14:0
0
16:0
0
18:0
0
20:0
0
22:0
0
Elec
triit
y U
se (
Wh
/h)
Electricity water heaters(n=21)Ave.:230(Wh/day)Water Pumps(n=3)Ave.:115(Wh/day)
0
20
40
0:00
2:00
4:00
6:00
8:00
10:0
0
12:0
0
14:0
0
16:0
0
18:0
0
20:0
0
22:0
0
Elec
tric
ity
Use
(W
h/h
)
Fan(n=5)Ave.:366(Wh/day)
0
3
6
0:00
2:00
4:00
6:00
8:00
10:0
0
12:0
0
14:0
0
16:0
0
18:0
0
20:0
0
22:0
0
Elec
tric
ity
Use
(W
h/h
)
Washing Machines(n=7)Ave.:34(Wh/day)
0
3
6
0:00
2:00
4:00
6:00
8:00
10:0
0
12:0
0
14:0
0
16:0
0
18:0
0
20:0
0
22:0
0
Elec
tric
ity
Use
(W
h/h
)
Microwave Ovens(n=3)Ave.:29(Wh/day)
※JP:1279 (Wh/day) ※JP:777 (Wh/day) ※JP:n/a
※JP:n/a ※JP:112 (Wh/day) ※JP:131 (Wh/day)
Measurement Survey Usage Patterns of Other Major Appliances
• Of the various appliances, refrigerators have the highest per unit electricityconsumption, at 1.5 kWh/day.
• The average internal volume of the 11 refrigerators that were metered is 250liter. Comparing to the fewer than 300 liter products in Japan, it consumes about20% more electricity.
• After the refrigerator, the next highest electricity consuming appliances are, in order, fans, TV, and water heater.• When consumption from all these is added up it comes to about 1.0 kWh/day.• But considering that one household uses on average 3 or 4 fans nearly around the clock to keep cool, it is
reasonable that fans are the next highest energy consuming appliance, behind AC and refrigerators.• It seems that the TV is on for a period after getting up, and then in the evening after returning from work, until
before bedtime.• A hot water shower is taken once after waking up and once at night.
20/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
• Our goals are to construct a common residential and commercial energyconsumption database for Southeast Asia by adding existing surveys of householdenergy use, population, economic and meteorological statistics to our surveyresults, to build a open platform database that can be accessed freely.
Importance of Creating Database
Conclusions
Importance of Improving Energy-efficiency• Jointly with specialists in Japan and Southeast Asia, to provide climate change
policy recommendations corresponding to stage of economic development.• Air conditioners with inverter technology: It can help in significant savings in
electricity bills and can improve indoor environment to create a more comfortableenvironment that people needed.
• Vacuum-panel-insulated refrigerator: After the room air-conditioners, refrigeratorshave the highest per unit electricity consumption, and comparing to the fewer than300 liter products in Japan, it consumes about 20% more electricity.
• Implement mandatory energy efficiency standard as well as accelerate theintroduction of smart appliances, HEMS, renewable energy.
21/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
Japanese ver. English Ver.
Vietnam Thailand Cambodia BELDABELDA Home Page (Building Energy structure and Lifestyle Database of Asia) 22/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
• Symposium for “Development of the Platform on Energy Demand Structure and Forecasts in AsianResidential and Commercial Sector”
• 1st Symposium:26th Jan. 2016, 2nd Symposium:23rd Jan. 2017, 3rd Symposium:24th Jan. 2018
• Venue:Waseda University, Nishiwaseda Campus, Tokyo
• Registration Fee:free
• Attendees:Chulalongkorn University, Thammasat University, Thailand
Hanoi Architectural University, Vietnam
Institute of Technology of Cambodia (ITC), Cambodia
Tohoku University, National Institute for Environmental Studies
Yokohama University, Yamaguchi University, The University of Kitakyushu, Tokyo University
Symposium
International Symposium 23/24
© 2017 Jyukankyo Research Institute Inc.
JYURI
JYUKANKYO RESEARCH INSTITUTE INC. / Est. 1973http://www.jyuri.co.jp/
Investigation of Household Energy ConsumptionConsultation on Energy Conservation / Global Warming CountermeasuresInternational Energy Policies/ Trend SurveysEnergy Conservation Plans in AsiaSurvey on Commercial Energy Consumption / ESCOPerformance Evaluation of Energy Facilities, Equipment, System
Thank you!Contact [email protected]
24/24
© 2017 Jyukankyo Research Institute Inc.
JYURI以降は備考
25
© 2017 Jyukankyo Research Institute Inc.
JYURIBackgrounds & Objectives Backgrounds
In Southeast Asian countries, residential energyuse increased annually and will likely continue torise due to higher living standards and economicgrowth.
Nevertheless, data collection related toresidential energy consumption is lagging behindin these countries, and understanding the stateof consumption is challenging.
Objectives
In this study, we will develop a database ofenergy consumption of building sector inSoutheast Asian countries, create scenarios forreducing carbon dioxide emissions and buildplatform that can evaluate of step-by-stepmeasures in accordance with the developmentstage.
At the same time, we are planning to build aninternational academic & research network inAsian countries.
26/26
© 2017 Jyukankyo Research Institute Inc.
JYURI
Survey on Household Energy Consumption Basic Characteristics
• The average number of household members with employment: approx. 2 people perhousehold.
• Within Southeast Asia, household monthly income was highest in Thailand. In urban areas,Thai households had about 1.2 times the monthly income of Vietnamese households andabout twice that of Cambodian households, but the gap between these and developedcountries remain large.
1.8
1.9
1.9
2.1
2.5
1.5
2.0
2.1
2.9
1.2
BKK(n=300)
HCM(n=185)
HAN(n=194)
PP(n=280)
other cities(n=40)
BKK_fv(n=254)
HAN_fv(n=180)
PP_fv(n=170)
other fvs(n=39)
JP(n=11,632)
THVN
KHTH
VNKH
JP
Urba
n ar
eaFa
rmin
g vil
lage
# of people with jobs
12.4
9.3
11.2
6.1
7.0
7.7
9.1
7.6
47.8
(10,000 JPY/month )household monthly income
Number of people with jobs and Household monthly income
27/26
900~1200USD/month
600~900USD/month
JYUKANKYO RESEARCH INSTITUTE IN
5 countries:ca. 2,800 hhs
出所:http://www.mofa.go.jp
28
Database Expansion
JYUKANKYO RESEARCH INSTITUTE INC.
家庭用エネルギー消費実態調査
家電機器
29
0.61.2
1.80.40.7
0.40.8
0.50.2
2.2
0 2 4[台]
42%65%
95%26%
48%28%
54%28%
23%91%
0% 50% 100%
バンコク(n=300)ホーチミン(n=185)
ハノイ(n=194)プノンペン(n=280)他の都市部(n=40)
バンコク郊外(n=254)ハノイ郊外(n=180)
プノンペン郊外(n=170)他の郊外(n=39)
都市
部
都市
近郊
農村
部
日 本
<世帯普及率> <台数普及率>壁掛け式エアコン <世帯普及率> <台数普及率>スタンドファン
3.02.72.72.8
2.12.5
2.72.82.8
0 2 4[台]
100%95%99%96%
80%100%100%
98%79%
0% 50% 100%
バンコク(n=300)ホーチミン(n=185)
ハノイ(n=194)プノンペン(n=280)他の都市部(n=40)
バンコク郊外(n=254)ハノイ郊外(n=180)
プノンペン郊外(n=170)他の郊外(n=39)
都市
部
都市
近郊
農村
部
日 本
0.8 1.3
1.8 0.7 0.7 0.7
1.5 0.7 0.6
1.9
0 2 4[台]
54%84%
94%48%
53%53%
89%42%
59%88%
0% 50% 100%
バンコク(n=300)ホーチミン(n=185)
ハノイ(n=194)プノンペン(n=280)他の都市部(n=40)
バンコク郊外(n=254)ハノイ郊外(n=180)
プノンペン郊外(n=170)他の郊外(n=39)
都市
部
都市
近郊
農村
部
日 本
1.0 0.5
0.3 0.7 0.8 0.7
0.2 0.9 0.8
0 2 4[台]
63%33%
28%60%
65%57%
16%72%
56%19%
0% 50% 100%
バンコク(n=300)ホーチミン(n=185)
ハノイ(n=194)プノンペン(n=280)他の都市部(n=40)
バンコク郊外(n=254)ハノイ郊外(n=180)
プノンペン郊外(n=170)他の郊外(n=39)
都市
部
都市
近郊
農村
部
日 本
<世帯普及率> <台数普及率> <世帯普及率> <台数普及率>液晶テレビ ブラウン管テレビ
カンボジア・
カンボジア・
カンボジア・
カンボジア・
カンボジア・
カンボジア・
カンボジア・
カンボジア・
JYUKANKYO RESEARCH INSTITUTE INC.
家庭用エネルギー消費実態調査
家電機器<世帯普及率> <台数普及率>冷凍冷蔵庫
1.01.11.1
0.60.7
1.01.0
0.50.7
1.2
0 2 4[台]
87%97%99%
53%70%
97%100%
50%64%
99%
0% 50% 100%
バンコク(n=300)ホーチミン(n=185)
ハノイ(n=194)プノンペン(n=280)他の都市部(n=40)
バンコク郊外(n=254)ハノイ郊外(n=180)
プノンペン郊外(n=170)他の郊外(n=39)
都市
部
都市
近郊
農村
部
日 本
<世帯普及率> <台数普及率>電気温水器0.1
0.6 1.4
0.1 0.2 0.1
1.1 0.1 0.0
0 2 4[台]
9%36%
95%5%
13%13%
81%6%
3%8%
0% 50% 100%
バンコク(n=300)ホーチミン(n=185)
ハノイ(n=194)プノンペン(n=280)他の都市部(n=40)
バンコク郊外(n=254)ハノイ郊外(n=180)
プノンペン郊外(n=170)他の郊外(n=39)
都市
部
都市
近郊
農村
部
日 本
100%95%
97%
96%
70%100%
94%
93%
64%
0% 50% 100%
3%
21%
25%
4%
0%
1%
56%
5%
0%
0% 50% 100%
3%
59%
37%
6%
10%
2%
39%
6%
18%
0% 50% 100%
バンコク(n=300)
ホーチミン(n=185)
ハノイ(n=194)
プノンペン(n=280)
他の都市部(n=40)
バンコク郊外(n=254)
ハノイ郊外(n=180)
プノンペン郊外(n=170)
他の郊外(n=39)
都市
部
都市
近郊
農村
部
白熱灯 蛍光灯 LED
30
<世帯普及率>
カンボジア・
カンボジア・カンボジア・
カンボジア・
カンボジア・
カンボジア・
JYUKANKYO RESEARCH INSTITUTE IN
31
explanatory of potential variable(confirmatory factor analysis)
observed variables (explanatory factor analysis)
Factor Analysis
calculation results
model setting
discussion and summary
Covariance
Structure Analysis
model verification
Note) by using SPSS and SPSS Amos
Survey Items & Methodology
JYUKANKYO RESEARCH INSTITUTE IN
タイ ベトナム カンボジア
対象地域 バンコク ハノイ プノンペン
対象世帯数 30世帯 15世帯 10世帯
調査期間2016年9月~ 2016年12月~
(一部2017年1月~)2017年3月〜(一部2017年4月〜)
調査世帯の選定方法※
一般公募エネルギー研究所内での公募
一般公募及びカンボジア工科大学関係者から選定
調査協力機関 チュラロンコン大学 エネルギー研究所 カンボジア工科大学
目的:住宅全体及び主要家電製品の電力消費ロードカーブを把握
※エアコンを1台以上を使用している世帯
32
住宅全体及び主要家電製品の計測調査
調査概要
タイ(2016年9月~2017年6月の10ヶ月間)、ベトナム(2017年1月~4月の4ヶ月間)、カンボジア(2017年4月~6月の3か月間)の計測結果を報告する
※ カンボジアは現時点でデータが収集できた6世帯分を報告する
JYUKANKYO RESEARCH INSTITUTE IN
• 所有する家電機器を下表のとおりに想定し、仮想モデルを作成
• エアコン、冷蔵庫、扇風機、テレビ、電気温水器の順に大きい
家電機器 1台あたりの消費電力量 所有台数 採用した消費電力量のデータ
エアコン 98kWh/(月・台) 2台 タイ・カンボジアの平均値
扇風機 11kWh/(月・台) 3台 タイの平均値
冷蔵庫 47kWh/(月・台) 1台 3カ国の平均値
テレビ 8kWh/(月・台) 2台 タイ・ベトナムのテレビの平均値
電気温水器 19kWh/(月・台) 1台 タイ・ベトナムの平均値
住宅全体及び主要家電製品の計測調査
機器別電力消費量
※住宅全体の消費電力量はタイ・カンボジアの平均値を採用
33
196 33 47 16 19 46 357
0 100 200 300 400消費電力量(kWh/月)
エアコン 扇風機 冷蔵庫 テレビ 電気温水器 照明その他
JYUKANKYO RESEARCH INSTITUTE IN
ELセンサ
名称 スマートゲートウェイ ELセンサー エコワット おんどとり
計測内容 - 電力 電力 温度
計測方法 - 分電盤より計測各機器のプラグ
より計測-
計測箇所 -住宅全体、エアコン、
電気温水器などテレビ、冷蔵庫、扇
風機など居室(ACあり/なし)、外気温
計測可能点数 - 1点/個 1点/個 -
住宅全体及び主要家電製品の計測調査
計測方法(ベトナム)
34
© 2017 Jyukankyo Research Institute Inc.
JYURI
35
Survey on Household Energy Consumption Photos
When investigators made field visits, theyoften found that people had sidebusinesses at home, such as sewing.
36© 2017 Jyukankyo Research Institute Inc.2017/9/21JYUKANKYO RESEARCH INSTITUTE INC. 36Bangkok Samutsakorn
Ho Chi MinhHanoi
Hoa Binh
Phnom Penh
Kandal
Target Areas
© 2017 Jyukankyo Research Institute Inc.
JYURI
37
現地の写真
38© 2017 Jyukankyo Research Institute Inc.2017/9/21JYUKANKYO RESEARCH INSTITUTE INC. 38
97%
52%
68%
20%
26%
100%
24%
22%
バンコク(n=34)
ホーチミン(n=63)
ハノイ(n=84)
プノンペン(n=44)
他の都市部(n=19)
バンコク郊外(n=29)
ハノイ郊外(n=57)
プノンペン郊外(n=38)
他の郊外(n=9)
タイ
ベト
ナム
カン
ボジ
アタ
イ
ベト
ナム
カン
ボジ
ア
都市
部都
市近
郊農
村エアコン
92%
50%
60%
82%
80%
94%
0%
83%
50%
バンコク(n=64)
ホーチミン(n=12)
ハノイ(n=10)
プノンペン(n=45)
他の都市部(n=15)
バンコク郊外(n=100)
ハノイ郊外(n=0)
プノンペン郊外(n=41)
他の郊外(n=20)
タイ
ベト
ナム
カン
ボジ
アタ
イ
ベト
ナム
カン
ボジ
ア
都市
部都
市近
郊農
村
冷蔵庫
60%
26%
20%
15%
13%
72%
0%
16%
13%
バンコク(n=86)
ホーチミン(n=74)
ハノイ(n=84)
プノンペン(n=68)
他の都市部(n=40)
バンコク郊外(n=104)
ハノイ郊外(n=70)
プノンペン郊外(n=67)
他の郊外(n=39)
タイ
ベト
ナム
カン
ボジ
アタ
イ
ベト
ナム
カン
ボジ
ア
都市
部都
市近
郊農
村
テレビ
33%
18%
23%
0%
20%
94%
0%
14%
0%
バンコク(n=3)
ホーチミン(n=56)
ハノイ(n=84)
プノンペン(n=5)
他の都市部(n=5)
バンコク郊外(n=18)
ハノイ郊外(n=70)
プノンペン郊外(n=7)
他の郊外(n=10)
タイ
ベト
ナム
カン
ボジ
アタ
イ
ベト
ナム
カン
ボジ
ア
都市
部都
市近
郊農
村
電気温水器
家庭用エネルギー消費実態
家電機器:省エネラベル
39© 2017 Jyukankyo Research Institute Inc.2017/9/21JYUKANKYO RESEARCH INSTITUTE INC. 39
0%
20%
40%
60%
80%
100%価格
ブランド
省エネ製品基本性能(サイ
ズ、容量等)
付加機能(デザ
イン、使い勝手)
バンコク
エアコン(n=241) 冷蔵庫(n=269) テレビ(n=283)
電気温水器(n=205) 照明(n=286) PC(n=231)
0%
20%
40%
60%
80%
100%価格
ブランド
省エネ製品基本性能(サイ
ズ、容量等)
付加機能(デザ
イン、使い勝手)
ホーチミン
エアコン(n=167) 冷蔵庫(n=169) テレビ(n=171)
電気温水器(n=166) 照明(n=165) PC(n=153)
0%
20%
40%
60%
80%
100%価格
ブランド
省エネ製品基本性能(サイ
ズ、容量等)
付加機能(デザ
イン、使い勝手)
ハノイ
エアコン(n=189) 冷蔵庫(n=186) テレビ(n=188)
電気温水器(n=187) 照明(n=191) PC(n=187)
0%
20%
40%
60%
80%
100%価格
ブランド
省エネ製品基本性能(サイ
ズ、容量等)
付加機能(デザ
イン、使い勝手)
プノンペン
エアコン(n=258) 冷蔵庫(n=265) テレビ(n=271)
電気温水器(n=232) 照明(n=261) PC(n=250)
家庭用エネルギー消費実態
家電機器:購入時の重視点
40© 2017 Jyukankyo Research Institute Inc.2017/9/21JYUKANKYO RESEARCH INSTITUTE INC. 40
用途推計
• ①月別エネルギー種別消費量データから推計(剥ぎ取り手法)、②機器の積み上げによる推計、③熱負荷シミュレーションによる推計
• 機器の積み上げ(機器の容量(出力)、使用時間)により電気消費量の推計を行った
使用状況<月数、 日数、 使用パ タ ンー>
yes
yes
yes
yes
yes
基本属性
世帯属性<人員数>
住宅属性<リビ ング 有無、 寝室数>
採涼方法
エアコン使用<昼間>
エアコン使用<夜間>
昼(リビ ング )no
昼(寝室)no
夜(リビ ング ) 夜(寝室) 判断不可
台数別の使用時間を決定
no no
昼(リビ ング )
昼(寝室)
夜(リビ ング )
夜(寝室)
エアコ ン (1台目)
全体平均
使用場所別の使用時間を決定 (1台目)
使用場所別と 昼夜別使用を判断 (2台目以降)
冷房能力
エアコ ン (1台目)
冷房能力
カ タ ログ値
冷房
COP
計測値電力量
Wh/h冷房消費電力
エアコ ン (1台目)補正
補正後の冷房消費電力
冷房消費量
冷房消費電力
既存データ 参照
本研究の調査項目
温水シャ ワーの使用状況
入浴回数<回/人/日>
入浴時間<分/回/人>
入浴者数<人>
計測値電力量
Wh/h
給湯消費量
既存データ 参照
本研究の調査項目
照明 (3種類別)の使用状況
使用時間<h/日>
設定値W数
(種類別)
照明消費量
部屋別保有数<個>
用途推計のフロー図(冷房)
用途推計のフロー図(給湯・照明)