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Big Data : Exploring Final Frontier in Traffic Data June 1. 2017 Seong Namkoong Research Fellow Korea Expressway Corporation Research Institute +82-31-8098-6341 [email protected] [email protected] (secondary) UNESCAP Forum on Innovative Data Approaches to SDGs

Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

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Page 1: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Big Data : Exploring Final Frontier in Traffic Data

June 1. 2017

Seong Namkoong Research Fellow

Korea Expressway Corporation Research Institute

+82-31-8098-6341

[email protected]

[email protected] (secondary)

UNESCAP

Forum on Innovative Data Approaches to SDGs

Page 2: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

100 years ago

Page 3: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

1920s

Page 4: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

50 years ago

Page 5: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Source: http://www.bcpark.net/bbs/207728

50,000 Automobile Registration

Number on 1966

1960s

Page 6: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Source : http://expressway.tistory.com

2000s

420 fold increase

in half a century

21,000,000 Automobile Registration

Number on 2016

Page 7: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Source : http://joongang.co.kr/

Various traffic situations

Page 8: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

1993

Page 9: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

2007

Page 10: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle
Page 11: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle
Page 12: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

For now…

Page 13: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Various sources of traffic related data

Handhall

(Expressw

ay)

Control Box

Inductive

Loop

Detector

Piezo

Detect

or

Page 14: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Data Innovation

Page 15: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Individualized

Aggregated

Page 16: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

In-vehicle devices

Page 17: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Hi-Pass Traffic Information System

Travel time between

stations (path, section)

Page 18: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Smart Tolling

Page 19: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle
Page 20: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Speed Enforcement Bus Dedicated Lane

Enforcement

Page 21: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

CCTV camera

Video Image

Vehicle Detection System

Video Image

Vehicle Detection Camera

Traffic Signal Violation

Page 22: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Smart era

LTE Subscribers : 46M (88.4%)

Total population : 52M, October, 2015

Page 23: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Source: http://www.100mirror.com/1146

Smartphone car navigation system

Probe Car based

traffic information

services

Page 24: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle
Page 25: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle
Page 26: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Smart fare card

Bus stop OD

Mode ID

Distance

Number of transfer

Page 27: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Individualized Traffic Data enables

combining of traffic data

and associated DBs.

Page 28: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Examples

Page 29: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Combining Socio-economic activities

with traffic data

Page 30: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

SEGi : Socio Economic Geographical Index

It divides the area into several blocks and provides

the statistics for each block.

Socioeconomic

activities of

people can be

converted to

SEGi data and

then combined

with existing

traffic data.

Page 31: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Individualized traffic data can be linked to the associated

databases.

Other socio-economic activity data

SEGi

Socio Economic Geographical Index

Indiv

idualized

traffic data

I

Traffic related data

Driver Profiling

+

Page 32: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Combining Vehicle Registration DB

with traffic data

Page 33: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

AVC : Automatic Vehicle Classification

Page 34: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Model :

Grand Starex Gray

Classified vehicle type

Vehicle classification using vehicle registration information

Vehicle

Video Image Detector

Vehicle Specification DB

Video image (Front/rear)

License plate Number

Page 35: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Vehicle classification using vehicle registration information

Page 36: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Combining telecommunication data

with traffic data

Page 37: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Telecommunication data

Source : International Seminar on Transportation Big-data Service, Korea Transportation

Safety Authority / Korean Society of ITS, June 1 2017.

Page 38: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Conclusion

Page 39: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Existing traffic data shows just the phenomenon of movement.

Page 40: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

WHAT Passenger, Freight

HOW Car, Bus, Truck,

Flight, Boat, etc.

WHEN Departure & Arri-

val time, etc.

WHERE Origin & Destina-

tion, etc.

WHO ?

WHY ?

We could know WHO and WHY in mobility

Page 41: Big Data: Exploring Final Frontier in Traffic Data. KECRI_Dr. Seong... · Control Box Inductive Loop Detector Piezo Detect or . Data Innovation . Individualized Aggregated . In-vehicle

Exploring Final Frontier

Individualized traffic data

Associated Data

Big Data