Research
Read how they describe their research on their University of Alberta profile.
Latest papers
Integrating convolutional neural networks and explainable AI for enhanced winter road surface conditions classification using stationary RWIS imagery
Cold Regions Science and Technology · 2026 · senior author
Multimodal deep learning framework for traffic volume estimation: a city-scale case study in Edmonton, Alberta
Canadian Journal of Civil Engineering · 2026 · senior author
Scalable Traffic Volume Estimation Using Probe Vehicle Data and Penetration Rate Modeling: Large-Scale Implementation
Transportation Research Record Journal of the Transportation Research Board · 2026
Latest funding
- $43,000
Transforming Winter Transportation Systems with Artificial Intelligence and Advanced Analytics
NSERC · 2024 · Principal investigator
- $571,350
Enhancing Traffic Mobility: A Strategic Framework for Accurate Volume Estimation and Optimal Monitoring Network Design
NSERC · 2024 · Principal investigator
- $900,000
Advancing Winter Road Maintenance Systems with Data Intelligence and Analytics
NSERC · 2024 · Principal investigator
80 publications.
Integrating convolutional neural networks and explainable AI for enhanced winter road surface conditions classification using stationary RWIS imagery
Yong Wook Lee, Mingjian Wu, Tae J. Kwon
Multimodal deep learning framework for traffic volume estimation: a city-scale case study in Edmonton, Alberta
Abhinav Parbhakar, Nancy Huynh, Tae Jung Kwon
Scalable Traffic Volume Estimation Using Probe Vehicle Data and Penetration Rate Modeling: Large-Scale Implementation
Huiyi Chu, Nancy Huynh, Tae J. Kwon, Amir H. Ghods
Safety impacts of road weather information systems: A state-wide cost effectiveness case study
Davesh Sharma, Mingjian Wu, Tae Jung Kwon, Karim El‐Basyouny
A Comprehensive Review of Winter Road Surface Conditions Monitoring and Modeling: From Sensing to Decision Support for Sustainable and Resilient Transportation Systems
Mingjian Wu, Ali Issa Fares, Tae J. Kwon, Luis Miranda-Moreno
Analyzing Winter Crash Dynamics Using Spatial Analysis and Crash Frequency Prediction Models with SHAP Interpretability
Zehua Shuai, Tae J. Kwon
Advancing winter road maintenance: An AI-driven web platform for real-time road condition monitoring and spatial analysis
Michael Urbiztondo, Mingjian Wu, Tae Jung Kwon
Optimizing RWIS Locations with Wasserstein Distance and Geostatistics: A Case Study in South Korea
Nancy Huynh, Jinhwan Jang, Tae J. Kwon
From Opacity to Clarity: Employing Explainable AI to Interpret CNN Predictions on Winter Road Conditions
Mingjian Wu, Tae Jung Kwon
Deep Regression Approaches for Winter Road Grip Estimation from Road Weather Information System Imagery
Michael Urbiztondo, Tae Jung Kwon, Colby Fortier-Brown
Transforming Winter Transportation Systems with Artificial Intelligence and Advanced Analytics
Principal investigators: Kwon, Tae-Jung
Keywords: artifical intelligence; explainable ai; winter road maintenance; decision support systems; intelligent transportation systems; connected vehicles; traffic mobility; road surface conditions; road weather information systems; optimization
Enhancing Traffic Mobility: A Strategic Framework for Accurate Volume Estimation and Optimal Monitoring Network Design
Principal investigators: Kwon, Tae-Jung
Keywords: Transportation systems and services
Advancing Winter Road Maintenance Systems with Data Intelligence and Analytics
Principal investigators: Kwon, Tae-Jung
Keywords: Transportation systems and services
An AI and equity driven framework for mobile photo enforcement deployment
Principal investigators: El-Basyouny, Karim K
Spatial Mapping of Winter Road Weather and Surface Conditions
Principal investigators: Kwon, Tae-Jung
Weather-Sensitive Intelligent Transportation System (ITS) Planning and Management
Principal investigators: Kwon, Tae-Jung
From public funding decisions: CIHR since 2008, NSERC since 1991 and SSHRC since 1998 with their latest competition results, the Canada Foundation for Innovation, Genome Canada, the Canadian Space Agency, Canada Research Chairs, the Fonds de recherche du Québec, Ontario research funding, Michael Smith Health Research BC, the Canadian Cancer Society, Heart & Stroke and Brain Canada.
Frequent collaborators
- Karim El-Basyouny and Tae Kwon: 11 shared papers
- Liping Fu and Tae Kwon: 8 shared papers
- Jaho Seo and Tae Kwon: 3 shared papers
- Zhen Lei and Simaan AbouRizk: 3 shared papers
- Stephanie Melles and Tae Kwon: 3 shared papers
- Karim El-Basyouny and Stephen Wong: 2 shared papers
- Zhen Lei and Tae Kwon: 1 shared paper
- Simaan AbouRizk and Tae Kwon: 1 shared paper
- Liping Fu and Stephanie Melles: 1 shared paper
- Stephen Wong and Tae Kwon: 1 shared paper
- Jonathan Li and Tae Kwon: 1 shared paper
- Civil and Environmental Engineering
- Department of Civil and Environmental Engineering
- Department of Automotive, and Mechatronics Engineering
- Biology
- Department of Geography and Environmental Management
- Civil and Environmental Engineering Dept
- Department of Civil Engineering
- Other
Co-authors at University of Alberta, colored by department. Thicker lines mean more shared papers; select anyone to open their profile and their own map.
Karim El-Basyouny
Civil and Environmental Engineering
11 shared papers, latest 2026
Liping Fu
Department of Civil and Environmental Engineering
8 shared papers, latest 2022
Jaho Seo
Department of Automotive, and Mechatronics Engineering
3 shared papers, latest 2022
Stephanie Melles
Biology
3 shared papers, latest 2019
Zhen Lei
Department of Civil Engineering
1 shared papers, latest 2019
Stephen Wong
Civil and Environmental Engineering Dept
1 shared papers, latest 2024
Jonathan Li
Department of Geography and Environmental Management
1 shared papers, latest 2012
Simaan AbouRizk
Civil and Environmental Engineering
1 shared papers, latest 2019
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Profile data last refreshed on September 29, 2026 from the university directory, publication records and public research funding records.