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장요한 부연구위원 사진
Yohan Chang Associate Research Fellow Smart Infrastructure Research Center
  • Contact Tel : 044-960-0406 / Fax : 044-211-4774
  • Email 이메일
  • Research Areas Big Data, Data Analytics, Data Fusion, A.I. (Machine Learning)

Education

  • • 2018 University of Missouri – Columbia, Ph.D. (Civil Engineering)
  • • 2010 Chonnam National University, M.S. (Civil & Environmental Engineering)
  • • 2008 Chonnam National University, B.S. (Transportation & Logistics Systems Engineering)

Career

  • • 2019 - Present Associate Research Fellow, KRIHS
  • • 2021 - Present OECD Geospatial Laboratory (Steering Member in Workstream #5 | https://oe.cd/geospatial)
  • • 2020 - Present Editorial Member, International Journal of Transportation
  • • 2018 - 2019 Transportation Modeler, Modeling & Analytics, Washington D.C. Office, Connetics Transportation Group, USA
  • • 2013 - 2018 Graduate Research Assistant, Department of Civil Engineering, University of Missouri – Columbia, USA
  • • 2012 - 2013 Graduate Research Assistant, Department of Civil Engineering, University of Arizona, USA

Reports

  • • A Multidisciplinary Approach to Investigate Work Zone Safety using SHRP2 Safety Data, Federal Highway Administration (FHWA), USA, 2019
  • • Understanding the Impacts of Work Zone Activities on Traffic Flow Characteristics, Smart Work Zone Deployment Initiative, Iowa DOT, USA, 2018
  • • Data-Driven Traffic Impact Assessment Tool for Work Zones, Smart Work Zone Deployment Initiative, Iowa DOT, USA, 2017
  • • Hampton Roads Hurricane Evacuation: Evaluation of Incident Effects and Network Treatments, Virginia Center for Transportation Innovation and Research, USA, 2015

Major Articles / books

  • • Seo hyeon Park, Yohan Chang, “Applying an Explanatory Analysis for Hotspot Identification in Tourist Attraction”, IEEE region 10, 2021.
  • • Yohan Chang, Nipjyoti Bharadwaj, Praveen Edara, and Carlos Sun, “Exploring Contributing Factors of Hazardous Events in Construction Zones using Naturalistic Driving Study Data,” IEEE IV Transactions, 2020
  • • Yohan Chang, “Tourist Hotspot Clustering and Explanatory Analysis using Multidimensional Data Sources: case study of Jeonju-City, South Korea”, International Journal of Transportation. Vol. 8., No. 2., pp. 23-38, 2020.
  • • Yohan Chang and Praveen Edara, “Evaluation of Reservation-based Intersection Control Algorithm for Hurricane Evacuation with Autonomous Vehicles,” International Journal of Disaster Risk Reduction, 31, 1152-1158, 2018
  • • Nipjyoti Bharadwaj, Praveen Edara, Carlos Sun, Henry Brown, and Yohan Chang, "Traffic Flow Modeling of Diverse Work Zone Activities", Transportation Research Record: Journal of the Transportation Research Board, 2018
  • • Yohan Chang, Praveen Edara, "Predicting Hazardous Events in Work Zones Using Naturalistic Driving Data", 20th IEEE Intelligent Transportation System, Yokohama, Japan, pp. 1-6, IEEE, 2017
  • • Yi Hu, Praveen Edara, and Yohan Chang, "Road Network State Estimation Using Random Forest Ensemble Learning", 20th IEEE Intelligent Transportation System, Yokohama, Japan, pp. 1-6, IEEE, 2017
  • • Yohan Chang, Praveen Edara, "AReBIC: Autonomous Reservation-Based Intersection Control for Emergency Evacuation", IEEE Intelligent Vehicle Symposium 2017, CA, USA, pp. 1887-1892. 2017
  • • Yohan Chang, Kyeongsu Kim, "Dwell Time Estimation for BRT Routes using Real-Time GTFS Data", International Journal of Transportation. Vol. 7., No. 3., pp. 1-14, 2019
  • • Yohan Chang, Daehyon Kim, "OPEN-DOMEiM: An Open-Data-Driven Hybrid Origin-Destination Trip Matrix Estimation Model Integrating with Machine Learning Techniques", International Journal of Transportation. Vol. 7., No. 3., pp. 35-44, 2019
  • • Yohan Chang, Nipjyoti Bharadwaj, Praveen Edara, and Carlos Sun, "Analysis and Classification of Crashes and Near-Crashes involving 16-19 year old drivers", International Symposium on Naturalistic Driving Research, Virginia, USA. 2018
  • • Yohan Chang, and Praveen Edara, "A Hybrid Origin-Destination Trip Matrices Estimation Model Using Machine Learning Techniques", Transportation Research Circular E-C233: Applying Census Data for Transportation, TRB, 2017
  • • Ashutosh Kumar, Yohan Chang, Kyeongsu Kim, Ayberk Kocatepe, and Sujith Rapolu, "Displaying Key Project Ridership Measures from STOPS through Interactive Reporting", 98th Transportation Research Meeting (TRB), Washington D.C. 2019
  • • Kyeongsu Kim and Yohan Chang, "GENESIS: Trip Generation Model using ACS, CTPP and NHTS data", 98th Transportation Research Meeting (TRB), Washington D.C. 2019
  • • Yohan Chang, Kyeongsu Kim and Ashutosh Kumar, "South Florida Park and Ride (PNR) Market Size/ Demand Estimation Using ACS CTPP 2012-2016 and LODES", 99th Transportation Research Meeting (TRB), Washington D.C. 2020
  • • Yohan Chang, "SynTIS: Synthetic Traveler Information in Smart City", International Symposium on Transportation Data and Modelling (ISTDM). 2020