科研项目
1. 国家自然科学基金青年项目（项目批准号：52508066），城市更新背景下老年人出行需求-设施适配机理及优化配置方法，2026.01-2028.12，主持（在研）
2. 江苏省自然科学基金项目（项目批准号：BK20250702），2025.08-2028.08，主持（在研）
3. 江苏省高校哲学社会科学研究项目（项目批准号：2025SJYB0122），2025.07-2027.06，主持（在研）
代表性科研成果（部分论文）
[1] Huitao Lv, Haojie Li, Fan Zhang, et al. Integrating crowding and safety in the analysis of cyclists’ route preferences: insights from a hybrid choice model[J]. Transportation Letters, 2025: 1-20. (中科院3区)
[2] Huitao Lv, Fan Zhang, Yanjie Ji, et al. Activity-Based Travel Chain Simulation for Battery-Swapping Demand of Electric Micromobility Vehicles [J]. Transportation Research Part D: Transport and Environment, 2024, 126: 104022. (中科院1区TOP)
[3] Huitao Lv, Haojie Li, Sze N.N, et al. How do walking environments along the connecting path affect the disparity in public bicycle usage among multiple docking stations around tube stations? [J]. Travel Behaviour and Society, 2024, 34: 100661. (中科院1区TOP)
[4] Huitao Lv, Haojie Li, Yanlu Chen, et al. An origin-destination level analysis on the competitiveness of bike-sharing to underground using explainable machine learning[J]. Journal of Transport Geography, 2023, 113: 103716. (中科院1区TOP)
[5] Huitao Lv, Haojie Li, Sze N.N, et al. Analysis of factors influencing cycling count: A micro-level study using road segment count data in London[J]. International Journal of Sustainable Transportation, 2023, 17(10): 1113-1128. (中科院3区)
[6] Huitao Lv, Haojie Li, NN Sze, et al. The impacts of non-motorized traffic enforcement cameras on red light violations of cyclists at signalized intersections[J]. Journal of safety research, 2022, 83: 310-322. (中科院2区)
[7] Huitao Lv, Haojie Li, Zhaowen Qiu, et al. Assessment of pedestrian exposure and deposition of PM10, PM2. 5 and ultrafine particles at an urban roadside: A case study of Xi'an, China[J]. Atmospheric Pollution Research, 2021, 12(4): 112-121. (中科院2区)
[8] Fan Zhang, Huitao Lv*, Yanjie Ji. Interactive battery-swapping recommendation considering driver behavior preference and multi-agent reinforcement learning [J]. IEEE Transactions on Smart Grid, 2026. (中科院1区TOP，通讯作者)
[9] Fan Zhang, Huitao Lv*, Chenchen Kuai, et al. The battery-swapping revolution: Exploring user preferences in electric micro-mobility sector[J]. Transportation Research Part A: Policy and Practice, 2025, 194: 104416. (中科院一区TOP，ESI高被引热点论文，通讯作者)
[10] Fan Zhang, Huitao Lv*, Qiang Xing, et al. Dynamic and Personalized Battery-Swapping Recommendations for Electric Micro-Mobility Vehicles: Leveraging Deep Reinforcement Learning[J]. Transportation Research. Part E: Logistics and Transportation Review, 2025, 201: 104268. (中科院一区TOP，通讯作者)
[11] Fan Zhang, Huitao Lv*, Ning Sun, et al. Insights into User Acceptance of Battery Swapping Services for Sustainable Micromobility using the Unified Theory of Acceptance and Use of Technology 2 Model[J]. Transportation Research Record, 2024: 03611981241264111. (中科院4区，通讯作者)
[12] Fan Zhang, Huitao Lv*, Yanjie Ji, et al. Battery swapping demand simulation for electric micromobility vehicles considering multi-source information interaction and behavior decision[J]. Journal of Cleaner Production, 2023, 414: 137525. (中科院1区TOP，通讯作者)
[13] Zhaowen Qiu, Huitao Lv*, Fan Zhang, et al. Pedestrian exposure to PM2.5, BC and UFP of adults and teens: A case study in Xi’an, China[J]. Sustainable Cities and Society, 2019, 51: 101774. (中科院1区TOP，通讯作者)
[14] Fan Zhang, Huitao Lv, Yang Liu, et al. Optimizing Battery-Swapping Systems Management for Electric Micro-Mobility: A Reinforcement Learning Approach[J]. Transportation research part A: policy and practice, 2025: 104450. (中科院1区TOP)
[15] Fan Zhang, Huitao Lv, Chenchen Kuai. Integrating User Preferences and Demand Uncertainty in Electric Micro-Mobility Battery-Swapping Station Planning: A Data-Driven Three-Stage Model[J]. Applied Energy, 2025, 389: 125713. (中科院1区TOP)
[16] Fan Zhang, Huitao Lv, Qiang Xing, et al. Deployment of battery-swapping stations: Integrating travel chain simulation and multi-objective optimization for delivery electric micro-mobility vehicles [J]. Energy, 2024, 290: 130252. (中科院1区TOP)
[17] Haojie Li*, Ziqian Zhang, Huitao Lv, et al. Investigating the safety impacts of discontinuities in cycle network: A case study of London[J]. Journal of Transportation Safety & Security, 2024, 16(1): 43-72. (中科院4区)
