Shuocheng Guo
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Graduate Research Assistant&Ph.D. Candidate |
I am actively pursuing full-time opportunities with my expertise in OR and ML. My sooniest date would be June 2024.
About me
I am a final-year Ph.D. Candidate in Transportation System Engineering (TSE) at The University of Alabama (UA), under the supervision of Dr. Xinwu Qian. Additionally, I work closely with Dr. Iman Dayarian on Operations Research (OR) topics.
At UA, I serve as a PhD Research Assistant at the Alabama Transportation Institute (ATI) and have contributed to several DOT projects, including public transit operation (see demo), campus bus electrification (see media release), and multi-mode transportation service (see demo).
Related Experience
Delta Air Lines, Atlanta, GA (2024.1 – 2024.5)
Ph.D. Intern, Decision Scientist in Optimization
Education
The University of Alabama, Tuscaloosa, AL (2020.8 – 2024.6)
Ph.D. in Transportation Systems Engineering
Advisor: Dr. Xinwu Qian
University of Illinois at Urbana-Champaign, Urbana, IL (2018.8 – 2020.5)
M.S. in Transportation Systems Engineering
Advisor: Dr. Eleftheria Kontou
Central South University, Changsha, China (2015.9 – 2018.6)
B.S. in Civil Engineering
Working Papers & Preprints
Dissertation “Optimizing Equitable Demand-Responsive Transit Services: An Exact Solution Algorithm and Learning-Based Approach”, 2024.
Guo, S. et al., “Learning to Solve Dial-a-Ride Problem using a Branch-cut-and-price Algorithm”, 2024,
Guo, S., Dayarian, I., Li, J., Qian, X., “Solving the Equitable Dial-a-Ride Problem using a Branch-cut-and-price Algorithm”, 2024, arXiv
Guo, S., Dayarian, I., Li, J., Qian, X., “A branch-cut-and-price algorithm for a dial-a-ride problem with minimum disease-transmission risk”, 2023, arXiv
J. Liu, X. Qian, S. Guo, Z. Zhang, C. Yang, and S. Jones, “Envisioning Shared Autonomous Vehicles (SAVs) for 374 Small and Medium-Sized Urban Areas in the United States: The Roles of Road Network and Travel Demand”, SSRN, 2023
Guo, S., Qian, X., and Liu, J., “Charging-as-a-Service: On-demand battery delivery for light-duty electric vehicles for mobility service”, 2020, arXiv
Recent Publications
Guo, S. and Qian, X., “Optimal Drive-by Sensing in Urban Road Networks with Large-scale Ridesourcing Vehicles”, IEEE Transactions on Intelligent Transportation Systems, 2024. arXiv
Guo, S., Chen, H., Rahman, M., and Qian, X., “DCA: Delayed Charging Attack on the Electric Shared Mobility System”, IEEE Transactions on Intelligent Transportation Systems, 2023. [IEEE Explore]
Guo, S., Qian, X., Dasgupta, S., Rahman, M., and Jones, S., “Sensing and monitoring of urban roadway traffic state with large-scale ridesourcing vehicles”, The Rise of Smart Cities: Advanced Structural Sensing and Monitoring Systems, Book Chapter, 2022. [ScienceDirect]
Guo, S. and Kontou, E., “Disparities and equity issues in electric vehicles rebate allocation”, Energy Policy, 2021. [Code] [ScienceDirect]
Qian, X., Guo, S., and Aggarwal, V., “DROP: Deep relocating option policy for optimal ride-hailing vehicle repositioning”, Transportation Research Part C: Emerging Technologies, 2022. [Code] [Preprint]
Lei, T., Guo, S., Qian, X., and Gong, L., “Understanding charging dynamics of fully electrified taxi services using large-scale trajectory data”, Transportation Research Part C: Emerging Technologies, 2022. [ScienceDirect]
Guo, Y, Qian, X., Lei, T., Guo, S., and Gong, L. “Modeling the preference of electric shared mobility drivers in choosing charging stations”, Transportation Research Part D: Transport and Environment, 2022. [ScienceDirect]
Ling, L., Qian, X., Guo, S., Ukkusuri, S., “Spatiotemporal impacts of human activities and socio-demographics during the COVID-19 outbreak in the US”, BMC Public Health, 2022. [Springer]
Nie, Q., Qian, X., Guo, S., Jones, S., Doustmohammadi, M., and Anderson, M., “Impact of COVID-19 on paratransit operation: A case study of central Alabama”, Transportation Research Part A: Policy and Practice, 2022. [ScienceDirect]
News
5/2024 I will conduct my Ph.D. final defense by the end of May, Roll Tide!
4/2024 One paper has been accepted by IEEE Transactions on ITS!
1/2024 I joined Delta Air Lines as a Ph.D. Intern at the Optimization Team!
10/2023 I presented my research on 2023 INFORMS Annual Meeting in Phoenix, AZ.
6/2023 One paper is accepcted by IEEE Transactions on ITS!
4/2023 I was recognized as 2023 Outstanding PhD Researcher at CCEE Department at UA. Roll Tide!
1/2023 At TRB 2023, I attended the Transit Data Challenge and presented at one poster section & lectern section at Washington DC.
11/2022 Our paratransit study has been selected as a finalist in the TRB 2023 Transit Data Challenge, see demo here.
10/2022 Four papers are accepted by TRBAM 23 (three lectern sections & one poster)
10/2022 I passed the qualifying exam.
10/2022 I gave one flash talk and present one poster on INFORMS Annual Meeting 2022 [link]
10/2022 One paper is accepted by TR Part C
8/2022 I presented on the INFORMS Conference on Security 2022[link]
8/2022 One paper is presented in BTR 4
7/2022 One paper is accepted by TR Part C
7/2022 One paper is accepted by TR Part D
4/2022 One paper is accepted by TR Part A
1/2022 Four papers are presented in TRBAM 22
8/2021 One paper is presented in WSTLUR 21 [link]
8/2021 One paper is presented in BTR 3
1/2021 One paper is presented in TRBAM 21