Publications

Please refer to my Google Scholar for up-to-date information.

— International Journal

  • Choi, Seongjin, and Jinwoo Lee. “Optimal planning of parking infrastructure and fleet size for Shared Autonomous Vehicles.” Transportation Research Part E: Logistics and Transportation Review, 176 (2023): 103213.
  • Choi, Seongjin, Donghoun Lee, Sari Kim, and Sehyun Tak. “Framework for Connected and Automated Bus Rapid Transit with Sectionalized Speed Guidance based on Deep Reinforcement Learning: Field Test in Sejong City.” Transportation Research Part C: Emerging Technologies, 148 (2023): 104049.
  • Jin, Zhixiong, Jiwon Kim, Hwasoo Yeo, and Seongjin Choi. “Transformer-based Map-Matching Model with Limited Labeled Data using Transfer-Learning Approach.” Transportation Research Part C: Emerging Technologies, 140 (2022): 103668. [Corresponding author]
  • Tak, Sehyun and Seongjin Choi. “Safety Monitoring System of CAVs Considering the Trade-off Between Sampling Interval and Data Reliability.” Sensors, 22(10), 3611 (2022). [Corresponding author]
  • Choi, Seongjin, Jiwon Kim, and Hwasoo Yeo. “TrajGAIL: Generating Urban Vehicle Trajectories using Generative Adversarial Imitation Learning.” Transportation Research Part C: Emerging Technologies, 128 (2021): 103091.
  • Choi, Seongjin, Hwasoo Yeo, and Jiwon Kim. “Network-wide Vehicle Trajectory Prediction in Urban Traffic Networks Using Deep Learning.” Transportation Research Record 2672.45 (2018): 173-184.
  • Choi, Seongjin, Jiwon Kim, and Hwasoo Yeo. “Attention-based Recurrent Neural Network for Urban Vehicle Trajectory Prediction.” Procedia Computer Science 151 (2019): 327-334.
  • Choi, Seongjin, Jonghae Suh, and Hwasoo Yeo. “Microscopic Analysis of Climbing Lane Performance at Freeway Uphill Section.” Transportation Research Procedia 21 (2017): 98-109.
  • Lee, Donghoun, Sehyun Tak, Seongjin Choi, and Hwasoo Yeo. “Development of risk predictive collision avoidance system and its impact on traffic and vehicular safety.” Transportation Research Record 2673.7 (2019): 454-465.
  • Kim, Yeeun, Seongjin Choi, and Hwasoo Yeo. “Extended Urban Cell Transmission Model Using Agent-based Modeling.” Procedia Computer Science 170 (2020): 354-361.
  • Kim, Yeeun, Seongjin Choi, Jihyuk Park, and Hwasoo Yeo. “Agent-based Mesoscopic Urban Traffic Simulation based on Multi-lane Cell Transmission Model.” Procedia Computer Science 151 (2019): 240-247.

— Peer-reviewed International Conference

  • Choi Seongjin, and Jinwoo Lee. “Analytical Parking Planning Model with Shared Autonomous Vehicles.” The 102nd Transportation Research Board Annual Meeting (January 2023).
  • Lin Tengfeng, Seongjin Choi, Zhixiong Jin, and Hwasoo Yeo. “Evaluation of Pedestrian’s Potential Risk at Non-signalized Intersection Based on Predicted Post-Encroachment Time using Deep Learning Methods.” The 102nd Transportation Research Board Annual Meeting (January 2023).
  • Choi, Seongjin, Nicolas Saunier, Martin Trepanier, and Lijun Sun. “Spatiotemporal Residual Regularization with Kronecker Product Structure for Traffic Forecasting.” Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS 2022), Workshop on Gaussian Processes, Spatiotemporal Modeling, and Decision-making Systems (December 2022).
  • Lin Tengfeng, Zhixiong Jin, Seongjin Choi, and Hwasoo Yeo. “A Framework for Pedestrian Sub-classification and Arrival Time Prediction at Signalized Intersection Using Preprocessed Lidar Data.” The 101st Transportation Research Board Annual Meeting (January 2022).
  • Jin Zhixiong, Choi, Seongjin, and Hwasoo Yeo. “Transformer-based Map Matching with Model Limited Ground-Truth Data using Transfer-Learning Approach.” TRB 2022 Annual Meeting (January 2022).
  • Choi, Seongjin, Jiwon Kim, Min Ju Park, and Hwasoo Yeo. “TrajGAIL: Generating Urban Trajectories using Generative Adversarial Imitation Learning.” The 100th Transportation Research Board Annual Meeting (January 2021).
  • Choi, Seongjin, Hwasoo Yeo, and Jiwon Kim. “Incorporating Network Traffic State for Urban Vehicle Trajectory Prediction.” The 99th Transportation Research Board Annual Meeting (January 2020).
  • Choi, Seongjin, Jiwon Kim, Hwapyeong Yu, and Hwasoo Yeo. “Real-time Prediction of Arterial Vehicle Trajectories: An Application to Predictive Route Guidance for an Emergency Vehicle.” 2019 IEEE Intelligent Transportation Systems Conference (ITSC) (October 2019).
  • Kim, Yeeun, Seongjin Choi, Jihyuk Park, and Hwasoo Yeo. “Agent-based Mesoscopic Urban Traffic Simulation based on Multi-lane Cell Transmission Model.” The 10th International Conference on Ambient Systems, Networks and Technologies (May 2019).
  • Choi, Seongjin, Jiwon Kim, and Hwasoo Yeo. “Attention-based Recurrent Neural Network for Urban Vehicle Trajectory Prediction.” The 10th International Conference on Ambient Systems, Networks and Technologies (May 2019).
  • Lee, Donghoun, Sehyun Tak, Seongjin Choi, and Hwasoo Yeo. “Development of risk predictive collision avoidance system and its impact on traffic and vehicular safety.” The 98th Transportation Research Board Annual Meeting (January 2019).
  • Kim, Yeeun, Seongjin Choi, and Hwasoo Yeo. “Incorporation of Driver Distraction in Car-following model based on Driver’s Eye Glance Behavior.” 2018 21st International Conference on Intelligent Transportation Systems (ITSC) (October 2018).
  • Choi, Seongjin, Hwasoo Yeo, and Jiwon Kim. “Network-wide Vehicle Trajectory Prediction in Urban Traffic Networks Using Deep Learning.” The 97th Transportation Research Board Annual Meeting (January 2018).
  • Choi, Seongjin, Sehyun Tak, Jihu Kim, and Hwasoo Yeo. “Traffic Event Classification using Convolutional Neural Network.” The 30th KKHTCNN Symposium on Civil Engineering (November 2017).
  • Tak, Sehyun, Hwasoo Yeo, Yeeun Kim, and Seongjin Choi. “A Study on the Dynamics of Driver Vision Transitions and its Impacts on Vehicle Safety.” 10th SHRP 2 Safety Data-Symposium: From Analysis to Results (October 2017).
  • Tak, Sehyun, Donghoun Lee, Seongjin Choi, and Hwasoo Yeo. “Collision Avoidance System with Uni-directional Communication for Mitigating the Adverse Effects on Following Vehicles.” Urban Transport 2017 (September 2017).
  • Choi, Seongjin, and Hwasoo Yeo. “Framework for simulation-based lane change control for autonomous vehicles.” Intelligent Vehicles Symposium (IV), 2017 IEEE (June 2017).
  • Tak, Sehyun, Seongjin Choi, and Hwasoo Yeo. “A Comparison Analysis of Track-Based Train Operation System and Communication-Based Train Operation System for Train Safety.” The 96th Transportation Research Board Annual Meeting (January 2017).
  • Tak, Sehyun, Seongjin Choi, and Hwasoo Yeo. “The Effect of Communication and GPS Uncertainty on Safety Performance of Communication-based Train Control.” The 1st Asian Conference on Railway Infrastructure and Transportation, 359 (October 2016).
  • Choi, Seongjin, Jonghae Suh, and Hwasoo Yeo. “Microscopic Analysis of Climbing Lane Performance at Freeway Uphill Section.” 2016 International Symposium of Transport Simulation (June 2016).

— Korean Domestic Journal

  • Choi, Seongjin, Jiwon Kim, Hwapyeong Yu, Dongho Ka, and Hwasoo Yeo. “Deep-learning based urban vehicle trajectory prediction.” Journal of Korean Society of Transportation 37.5 (2019): 422-429.
  • Kim, Yeeun, Seongjin Choi, and Hwasoo Yeo. “A study on the development of a car-following model for accident simulation caused by driver distraction.” Journal of Korean Society of Transportation 37.1 (2019): 39-50.
  • Suh, Jonghae, Seongjin Choi, and Hwasoo Yeo. “A Study on Climbing Lane in Freeway Uphill Segment by Developing a Microscopic Traffic Simulation Model.” Journal of Korean Society of Transportation 36.4 (2018): 263-273