Publications
Journals
2024
(accepted) Jimin Lee, Changjoo Moon*, and Soomin Woo*. 차량용 임베디드 컴퓨팅 환경 내 졸음운전 감지를 위한 3D-CNN 모델 검증 및 예측 시간 평가 (3D-CNN Model Validation and Prediction Time Evaluation for Drowsy Driving Detection in Automotive Embedded Computing Environments.) 교통안전연구.
Zhonglin Ma, Cheng Zhao, Soomin Woo, and Chao Wang*. Unlocking the Potential of Urban EV Battery Recycling: A Dual Optimization Model. Journal of Environmental Management. 2024, Vol 372, 2024, 123301, ISSN 0301-4797, https://doi.org/10.1016/j.jenvman.2024.123301
Soomin Woo, Boram Woo, Yoojin Chang, and Sehyun Tak*. Road Design on Human Driver Accidents vs. Automated Vehicle Failures: Comparison with Real-World Field Data. IEEE Access. 2024, Vol. 12, pp. 159545-159560, https://doi.org/10.1109/ACCESS.2024.3487353
Jimin Lee, Soomin Woo, and Changjoo Moon*. 3D-CNN Method for Drowsy Driving Detection Based on Driving Pattern Recognition. Electronics. 2024, 13(17), 3388, https://doi.org/10.3390/electronics13173388
Jeongmin Moon, Dongwon Hong, Jungseok Kim, Suhong Kim, Soomin Woo, Hyeongju Choi, and Changjoo Moon*. Enhancing Autonomous Driving Robot Systems with Edge Computing and LDM Platforms. Electronics. 2024, 13(14):2740. https://doi.org/10.3390/electronics13142740
Soomin Woo*, Eric Yongkeun Choi, Scott J. Moura, and Francesco Borrelli. Saving Energy with Eco-friendly Routing of an Electric Vehicle Fleet. Transportation Research Part E: Logistics and Transportation Review. 2024, Vol 189, 103644, ISSN 1366-5545, https://doi.org/10.1016/j.tre.2024.103644
2023
Chao Wang*, Xuetong Feng, Soomin Woo*, Jacob Wood, and Shihan Yu. The optimization of an EV decommissioned battery recycling network: A third-party approach, Journal of Environmental Management, 2023, Vol 348, 2023, 119299, ISSN 0301-4797, https://doi.org/10.1016/j.jenvman.2023.119299
Upadhi Vijay, Soomin Woo*, Scott J. Moura, Akshat Jain, David Rodriguez, Sergio Gambacorta, Giuseppe Ferrara, Luigi Lanuzza, Christian Zulberti, Erika Mellekas, and Carlo Papa. Valuation of Public Bus Electrification with Open Data and Physics-Informed Machine Learning. Journal of Advanced Transportation, 2023, vol. 2023, 5021883, https://doi.org/10.1155/2023/5021883
2021
Soomin Woo, Sangjae Bae, and Scott J. Moura. Pareto optimality in cost and service quality for an Electric Vehicle charging facility. Applied Energy, 2021, 290(116779), 116779. https://doi.org/10.1016/j.apenergy.2021.116779
Soomin Woo, Zhe Fu, Elpiniki Apostolaki-Iosifidou, and Timothy E. Lipman*. Economic and environmental benefits for electricity grids from spatiotemporal optimization of electric vehicle charging. Energies, 2021, 14(24), 8204. https://doi.org/10.3390/en14248204
Soomin Woo*, and Alexander Skabardonis, Flow-aware platoon formation of Connected Automated Vehicles in a mixed traffic with human-driven vehicles. Transportation Research. Part C, Emerging Technologies, 2021, 133(103442), 103442. https://doi.org/10.1016/j.trc.2021.103442
Sehyun Tak, Soomin Woo, Sungjin Park, and Sunghoon Kim*. The city-wide impacts of the interactions between shared autonomous vehicle-based mobility services and the public transportation system. Sustainability, 2021, 13(12), 6725. https://doi.org/10.3390/su13126725
2020
Sehyun Tak*, Jinsu Yoon, Soomin Woo, and Hwasoo Yeo. Sectional information-based collision warning system using roadside unit aggregated connected-vehicle information for a cooperative intelligent transport system. Journal of Advanced Transportation, 2020, 1–12. https://doi.org/10.1155/2020/1528028
2016
Soomin Woo, Sehyun Tak, and Hwasoo Yeo*. Data-driven prediction methodology of origin–destination demand in large network for real-time service. Transportation Research Record, 2016, 2567(1), 47–56. https://doi.org/10.3141/2567-06
Sehyun Tak, Soomin Woo, and Hwasoo Yeo*. Study on the framework of hybrid collision warning system using loop detectors and vehicle information. Transportation Research. Part C, Emerging Technologies, 2016, 73, 202–218. https://doi.org/10.1016/j.trc.2016.10.014
Sehyun Tak, Soomin Woo, and Hwasoo Yeo*. Data-driven imputation method for traffic data in sectional units of road links. IEEE Transactions on Intelligent Transportation Systems: A Publication of the IEEE Intelligent Transportation Systems Council, 2016, 17(6), 1762–1771. https://doi.org/10.1109/tits.2016.2530312
Journals in Preparation
(under review) Yeonseo Park, Junyeong Jeong, and Soomin Woo*. Multi-modal Electric Logistics System: Electric Trucks as Floating Chargers for Electric Drones.
(under review) Soomin Woo, Leo Strobel, Marco Pruckner, Yuhao Yuan, and Timothy Lipman*. Exploring Bidirectional Charging Strategies for an Electric Vehicle Population.
(under review) Shen Xu, Yongkeun Choi, Alex Wong, Francesco Borrelli, Scott Moura, and Soomin Woo*. Parking of Connected Automated Vehicles: Vehicle Control, Parking Assignment, and Multi-agent Simulation.
(under review) Dongmin Kim, Kitae Jang, Jeongsik Yun, and Soomin Woo*. Auxiliary Energy of Electric Vehicles: Modeling and Prediction using Field Data and Learning Methods Management System.
(under review) Tanjung Safitri, Hwasoo Yeo, and Soomin Woo*, Optimal Electric Vehicle Charging Infrastructure for Extreme Climates: Integration of HVAC Energy Consumption
(under review) Soomin Woo, Boram Woo, and Sehyun Tak*. Impact of Operational Design Domain on Autonomous Vehicle Accidents
Soomin Woo, Ayse T. Ozturk, Scott Moura. Intelligent Charging Optimization of an Electric Vehicle Fleet with Demand Charge Prediction.
Conference Proceedings
Yichan An, Joseph Chow, Soomin Woo, and Jinwoo Lee*, 2024. A Continuum Approximation Approach for Optimal Planning of Urban Public Charging Infrastructure for Electric Vehicles. Transportation Research Board 2024 Annual Meeting.
Yeonseo Park, Junyeong Jeong, and Soomin Woo*, 2024. Logistics System with Coordination of Electric Trucks and eVTOLs. The 2024 Korean Society of Automotive Engineers (KSAE) Fall Conference.
Jimin Lee, Soomin Woo, and Changjoo Moon*, 2024. Verification of 3D-CNN-Based Drowsiness Detection Model Operation in Embedded System Environment. The 2024 Korea Institute of Communications and Information Sciences Fall Conference.
Yichan An, Soomin Woo, and Jinwoo Lee*, 2024. Modeling CBD areas in the site selection problem of public electric vehicle charging stations. The 2024 Korea Institute of ITS Spring Conference.
Yichan An, Soomin Woo, Euiyoung Kim, and Jinwoo Lee*. (2023). 전기차 및 충전인프라 생태계 분석: 이해관계자 및 목표를 중심으로, 대한교통학회 및 한국국토도시계획학회
Hao Liu, Zhitong Huang, Steven E. Shladover, and Soomin Woo. (2021). Energy and Mobility Impacts of a Feedback Variable Speed Advisory Algorithm on Traffic Streams of Connected Vehicles and Conventional Vehicles. Transportation Research Board 2021 Annual Meeting (No. TRBAM-21-00455).
Elpiniki Apostolaki-Iosifidou, Marco Pruckner, Soomin Woo, and Timothy E. Lipman*. (2020). Electric vehicle charge management for lowering costs and environmental impact. 2020 IEEE Conference on Technologies for Sustainability (SusTech), https://doi.org/10.1109/SusTech47890.2020.9150524
Elpiniki Apostolaki-Iosifidou, Soomin Woo, and Timothy E. Lipman*. (2020). Challenges and Opportunities for Electric Vehicle Charging Detection using Utility Energy Consumption Data, Transportation Research Board 2019 Annual Meeting
Soomin Woo and Hwasoo Yeo*. (2017) GA-based Multi-Modal Rideshare Matching Solution with Public Transportation, Transportation Research Board 2017 Annual Meeting
Soomin Woo and Hwasoo Yeo*. (2016). Optimization of pavement inspection schedule with traffic demand prediction. Procedia, Social and Behavioral Sciences, 218, 95–103. https://doi.org/10.1016/j.sbspro.2016.04.013
Sehyun Tak, Soomin Woo, and Hwasoo Yeo*. (2015). Sampling-based collision warning system with smartphone in cloud computing environment. 2015 IEEE Intelligent Vehicles Symposium (IV), https://doi.org/10.1109/IVS.2015.7225843
Soomin Woo and Hwasoo Yeo*. (2015) Day-based Prediction of Origin-Destination Demand of Large Network, The Twenty-Eight KKHTCNN Symposium on Civil Engineering
Patents
System and Methods for Efficient Parking and Charging of Electrified Vehicles
Inventor: (1) Francesco Borrelli, (2) Scott J. Moura, (3) Shen Xu, and (4) Soomin Woo
Applicant: The Regents of the University of California
Issuing country: USA
Application number: 17/821418
Publication Date: 2023/02/23
Apparatus and Method for Correcting Transportation Data
Inventor: (1) Hwasoo Yeo, (2) Sehyun Tak, (3) Soomin Woo
Applicant: KAIST
Issuing country: Korea
Publication Number: 1020170073220
Publication Date: 2017/06/18
Copyrights
Pattern-matching based Origin-Destination Traffic Demand Prediction
Copyright number: C2016-001259
2016/01/05, Korea
Online Simulation-based Optimal Road Control Program
Copyright number: C2016-001258
2016/01/05, Korea
Human Behavior-based Train Simulation Program
Copyright number: C2016-001257
2016/01/05, Korea
Software Licenses
Optimal Planning and Operation Software of an Electric Vehicle Charging Facility
Author: (1) Scott Moura, (2) Soomin Woo, (3) Ayse Tugba Ozturk
Applicant: UC Berkeley
Issuing country: USA