本团队关于智慧出行服务领域的研究共享交通服务和网络分析与优化。共享交通服务主要包括共享汽车借还车需求分析，共享汽车车队调度优化，共享汽车系统运营管理优化。近年来，出行及服务(MAAS, Mobility as a Service)渐渐成为交通运营的理念，而共享交通服务体系的设计是MAAS中必不可少的环节。如下图所示，共享交通服务包含多种出行方式，汽车、单车、巴士、未来的无人驾驶汽车。合理的共享交通平台设计和运营保障了方便而顺畅的线上预约和线下使用，为人们出行提供服务。下图展示了共享交通的服务流程、交通工具及主要运营商。

     另外，本团队在网络分析与优化领域的研究具体包括复杂网络分析与优化、道路网络路径溯源。随着城市化不断发展，道路路网不断完善，整个城市路网系统的分析与优化对城市交通的运行效率、交通资源合理分布有着重要作用。复杂路网分析与优化包括城市轨道、公交、共享汽车及道路交通信号控制网络的规划、管理、分析。道路网络路径溯源基于交叉口卡口数据，还原车辆行驶路径，为缓解交通拥堵、提高运行效率提供数据支持。下图为本团队在网络分析与优化领域的最新研究。

1.Jia Z., An K., Ma W., Utilizing electric bus depots for public charging: operation strategies and benefit analysis, 2024, Transportation Research Part D

2.Zheng Z., Yuan J., An K., Zheng N., Ma W., Coordinated Optimization of Signal Timing for Intersections with Dynamic Shared Through and Right - turn lane, 2024, Journal of Intelligent and Connected Vehicles

3.Wang Z., An K., Correia G., Ma W., Real - time scheduling and routing of shared autonomous vehicles considering platooning in intermittent segregated lanes and priority at intersections in urban corridors, 2024, Transportation Research Part E: Logistics and Transportation Review

4.Zheng Z., An K., Su Z., Zheng N., Ma W., Integrated Optimization Model of Lane Function and Signal Control for Tandem Intersections, 2024, Transportation Research Record

5.牛振宁，安琨，马万经，车网互动场景下电动网约车运营与充放电动态调度策略，2024, 交通运输系统工程与信息

6.Chen Y., Wang Z., An K., Jiang H., Battery swapping station location and charging scheduling for the e - bike sharing system under stochastic demand, 2024, The 28th International Conference of Hong Kong Society for Transportation Studies

7.Yang J., Liang E., Su Z., Zou Z., Zhen P., Guo J., An K., Mo W., Decision - Focused Fine - tuning for Smarter Predict - then - Optimize with Limited Data, 2024, Proceedings of the AAAI conference on artificial intelligence. 2025

8.Ma W., Zeng L., An K., Dynamic vehicle routing problem for flexible buses considering stochastic requests, 2023, Transportation Research Part C: Emerging Technologies

9.Alimo P.K., Agyeman S., Danesh A., Yu C., Ma W., Is public bike - sharing feasible in Ghana? Road users' perceptions and policy interventions, 2023, Journal of Transport Geography

10.Wang L., Zou L., Abdel - Aty M., Ma W., Expressway rear - end crash risk evolution mechanism analysis under different traffic states, 2023, Transportmetrica B

11.Zhou X., An K., Ma W., Data - Driven Approach for Estimating Energy Consumption of Electric Buses under On - Road Operation Conditions, 2023, Journal of Transportation Engineering Part A: Systems

12.Wang L., Zou L., Abdel - Aty M., Ma W., Expressway rear - end crash risk evolution mechanism analysis under different traffic states, 2023, Transportmetrica B

13.Li J., Yu C., Shen Z., Su Z., Ma W., A survey on urban traffic control under mixed traffic environment with connected automated vehicles, 2023, Transportation Research Part C: Emerging Technologies

14.Alimo P.K., Agyeman S., Danesh A., Yu C., Ma W., Is public bike - sharing feasible in Ghana? Road users' perceptions and policy interventions, 2023, Journal of Transport Geography

15.Ma W., Yuan J., An K., Yu C., Route flow estimation based on the fusion of probe vehicle trajectory and automated vehicle identification data, 2022, Transportation Research Part C: Emerging Technologies

16.Ma W., Kofi Alimo P., Wang L., Abdel - Aty M., Mapping pedestrian safety studies between 2010 and 2021: A scientometric analysis, 2022, Accident Analysis and Prevention

17.Alimo P.K., Rahim A.B.A., Lartey - Young G., Ehebrecht D., Wang L., Ma W., Investigating the increasing demand and formal regulation of motorcycle taxis in Ghana, 2022, Journal of Transport Geography

18.Ma W., Zhong H., Wang L., Jiang L., Abdel - Aty M., MAGIC Dataset: Multiple Conditions Unmanned Aerial Vehicle Group - Based High - Fidelity Comprehensive Vehicle Trajectory Dataset, 2022, Transportation Research Record

19.Wang L., Li W., Weng J., Zhang D., Ma W., Do low - carbon rewards incentivize people to ridesplitting? Evidence from structural analysis, 2022, Transportation

20.Ma W., Guo Y., An K., Wang L., Pricing Method of the Flexible Bus Service Based on Cumulative Prospect Theory, 2022, Journal of Advanced Transportation

21.Alimo P.K., Agyeman S., Zankawah S.M., Yu C., Cheng L., Ma W., Factors causing low demand for a suburban passenger train in Sekondi - Takoradi, 2022, Journal of Transport Geography

22.Huang K., An K., Correia G.H.D.A., Rich J., Ma W., An innovative approach to solve the carsharing demand - supply imbalance problem under demand uncertainty, 2021, Transportation Research Part C: Emerging Technologies

23.Wang L., Ma W., Wang M., Qu X., Demand control model with combinatorial incentives and surcharges for one - way carsharing operation, 2021, Transportation Research Part C: Emerging Technologies

24.Ma W., Lin Q., Wang L., Transit Priority, 2021, International Encyclopedia of Transportation: Volume 1 - 7

25.Sun T., Ma W., Sun B., Wang L., A Decomposition and Attention Fusion Approach for Traffic Flow Forecasting Using Multimodal Deep Learning, 2021, CICTP 2021: Advanced Transportation, Enhanced Connection - Proceedings of the 21st COTA International Conference of Transportation Professionals

26.Liu D., Lu J., Ma W., Real - Time Return Demand Prediction Based on Multisource Data of One - Way Carsharing Systems, 2021, Journal of Advanced Transportation

27.Carrone A.P., Rich J., Vandet C.A., An K., Autonomous vehicles in mixed motorway traffic: capacity utilisation, impact and policy implications, 2021, Transportation

28.Chen Y., An K., Integrated optimization of bus bridging routes and timetables for rail disruptions, 2021, European Journal of Operational Research

29.Shan A., Hoang N.H., An K., Vu H.L., A framework for railway transit network design with first - mile shared autonomous vehicles, 2021, Transportation Research Part C: Emerging Technologies

30.Ma W., Wan L., Yu C., Zou L., Zheng J., Multi - objective optimization of traffic signals based on vehicle trajectory data at isolated intersections, 2020, Transportation Research Part C: Emerging Technologies

31.Huang K., An K., Rich J., Ma W., Vehicle relocation in one - way station - based electric carsharing systems: A comparative study of operator - based and user - based methods, 2020, Transportation Research Part E: Logistics and Transportation Review

32.Ma W., Menendez M., Hu J., Christofa E., Trajectory - based modeling, design, operation and assessment of road transportation systems, 2020, Transportation Research Part C: Emerging Technologies

33.Ma W., Zhao J., Investigating gap acceptance behavior at two - way stop - controlled intersections in China, 2020, Transportation Letters

34.He Z., Zheng Y., Zhong H., Wang L., Ma W., Yu C., Subjective Importance of Advanced Driver Safety Assistance Technologies, 2020, CICTP 2020: Transportation Evolution Impacting Future Mobility - Selected Papers from the 20th COTA International Conference of Transportation Professionals

35.Huang K., An K., Correia G.H.D.A., Planning station capacity and fleet size of one - way electric carsharing systems with continuous state of charge functions, 2020, European Journal of Operational Research

36.An K., Jing W., Kim I., Battery - swapping facility planning for electric buses with local charging systems, 2020, International Journal of Sustainable Transportation

37.Jin F., Yao E., An K., Understanding customers’ battery electric vehicle sharing adoption based on hybrid choice model, 2020, Journal of Cleaner Production

38.Jin F., An K., Yao E., Mode choice analysis in urban transport with shared battery electric vehicles: A stated - preference case study in Beijing, China, 2020, Transportation Research Part A: Policy and Practice

39.An K., Battery electric bus infrastructure planning under demand uncertainty, 2020, Transportation Research Part C: Emerging Technologies

40.Huang K., Xu L., Chen Y., Cheng Q., An K., Customized Bus Route Optimization with the Real - Time Data, 2020, Journal of Advanced Transportation

41.Jin F., Yao E., An K., Analysis of the potential demand for battery electric vehicle sharing: Mode share and spatiotemporal distribution, 2020, Journal of Transport Geography

42.Wang L., Ma W., Pricing Approach to Balance Demands for One - way Car - sharing Systems, 2019, 2019 IEEE Intelligent Transportation Systems Conference, ITSC 2019

43.Zheng Z., Ma W., Zhao J., Analysis of Traffic Safety and Robust Optimization Model for Tandem Intersection [排阵式交叉口交通安全分析及鲁棒优化模型], 2019, Tongji Daxue Xuebao/Journal of Tongji University

44.Wang L., Liu Q., Ma W., Optimization of dynamic relocation operations for one - way electric carsharing systems, 2019, Transportation Research Part C: Emerging Technologies

45.Xu M., An K., Vu L.H., Ye Z., Feng J., Chen E., Optimizing multi - agent based urban traffic signal control system, 2019, Journal of Intelligent Transportation Systems: Technology, Planning, and Operations

46.Xie S., An K., Ouyang Y., Planning facility location under generally correlated facility disruptions: Use of supporting stations and quasi - probabilities, 2019, Transportation Research Part B: Methodological

47.Xu M., An K., Ye Z., Wang Y., Feng J., Zhao J., A Bi - Level Model to Resolve Conflicting Transit Priority Requests at Urban Arterials, 2019, IEEE Transactions on Intelligent Transportation Systems

48.Truong L.T., Currie G., Wallace M., De Gruyter C., An K., Coordinated Transit Signal Priority Model Considering Stochastic Bus Arrival Time, 2019, IEEE Transactions on Intelligent Transportation Systems

49.Park J., Abdel - Aty M., Wang L., Lee G., Hong J., Influence of Multiple Freeway Design Features on Freight Traffic Safety, 2019, Journal of Advanced Transportation

50.Yu C., Sun W., Liu H.X., Yang X., Managing connected and automated vehicles at isolated intersections: From reservation - to optimization - based methods, 2019, Transportation Research Part B: Methodological

51.Su Z.C., Chow A.H.F., Zheng N., Huang Y.P., Zhong R.X., A neuro - dynamic programming approach for perimeter control of two urban regions with macroscopic fundamental diagrams, 2019, 2019 IEEE Intelligent Transportation Systems Conference, ITSC 2019

52.Li Y., Lv C., Zhang J., Zhang Y., Ma W., High - Precision Modulation of a Safety - Critical Cyber - Physical System: Control Synthesis and Experimental Validation, 2018, IEEE/ASME Transactions on Mechatronics

53.Wu W., Head L., Yan S., Ma W., Development and evaluation of bus lanes with intermittent and dynamic priority in connected vehicle environment, 2018, Journal of Intelligent Transportation Systems: Technology, Planning, and Operations

54.Ma W., Wang L., Li L., Vehicle Relocation Triggering Thresholds Determination in Electric Carsharing System under Stochastic Demand, 2018, Journal of Advanced Transportation

55.An K., Xie S., Ouyang Y., Reliable sensor location for object positioning and surveillance via trilateration, 2018, Transportation Research Part B: Methodological

56.Huang K., Correia G.H.D.A., An K., Solving the station - based one - way carsharing network planning problem with relocations and non - linear demand, 2018, Transportation Research Part C: Emerging Technologies

57.Jing W., Ramezani M., An K., Kim I., Congestion patterns of electric vehicles with limited battery capacity, 2018, PLoS ONE

58.Jing W., Kim I., An K., The Uncapacitated Battery Swapping Facility Location Problem with Localized Charging System Serving Electric Bus Fleet, 2018, Transportation Research Procedia

59.Huang S., Yang X., Wang L., Chen W., Zhang F., Dong D., Two - stage turnout fault diagnosis based on similarity function and fuzzy c - means, 2018, Advances in Mechanical Engineering

60.Zhao J., Ma W., Xu H., Increasing the Capacity of the Intersection Downstream of the Freeway Off - Ramp Using Presignals, 2017, Computer - Aided Civil and Infrastructure Engineering

61.Wu W., Ma W., Long K., Wang Y., Integrated optimization of bus priority operations in connected vehicle environment, 2016, Journal of Advanced Transportation

62.Wu W., Ma W., Long K., Zhou H., Zhang Y., Designing sustainable public transportation: Integrated optimization of bus speed and holding time in a connected vehicle environment, 2016, Sustainability (Switzerland)

63.Ma W., An K., Lo H.K., Multi - stage stochastic program to optimize signal timings under coordinated adaptive control, 2016, Transportation Research Part C: Emerging Technologies

64.Hao H., Ma W., Xu H., A fuzzy logic - based multi - agent car - following model, 2016, Transportation Research Part C: Emerging Technologies

65.An K., Ouyang Y., Robust grain supply chain design considering post - harvest loss and harvest timing equilibrium, 2016, Transportation Research Part E: Logistics and Transportation Review

66.An K., Lo H.K., Two - phase stochastic program for transit network design under demand uncertainty, 2016, Transportation Research Part B: Methodological

67.Yu C., Ma W., Lo H.K., Yang X., Optimization of mid - block pedestrian crossing network with discrete demands, 2015, Transportation Research Part B: Methodological

68.An K., Lo H.K., Transit network design under demand uncertainty, 2012, Proceedings of the 17th International Conference of Hong Kong Society for Transportation Studies, HKSTS 2012: Transportation and Logistics Management

69.Ma W., Liu Y., Xie H., Yang X., Multiobjective optimization of signal timings for two - stage, midblock pedestrian crosswalk, 2011, Transportation Research Record

70.Ma W., Lu Y., Modeling of pedestrian dynamics on central refuge island of signalized two - stage midblock pedestrian crossing, 2011, Proceedings 2011 International Conference on Transportation, Mechanical, and Electrical Engineering, TMEE 2011

71.Ma W., Yang X., Pu W., Liu Y., Signal timing optimization models for two - stage midblock pedestrian crossing, 2010, Transportation Research Record

72.Ma W., Ma W., Yang X., Development and evaluation of a fuzzy logic control approach for pedestrian crossing, 2008, Proceedings - International Conference on Intelligent Computation Technology and Automation, ICICTA 2008

73.Ma W., Yang X., Design and evaluation of an adaptive bus signal priority system base on wireless sensor network, 2008, IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC

在研：

1.国家自然科学基金面上基金（5247120724）：自动驾驶与人工驾驶混合网约车队地铁接驳服务运营优化研究，2025.01-2028.12

2.国际（地区）合作与交流项目（72361137005）：可持续创新型城市即时配送服务运营管理研究，2023.5-2026.4

3.国家自然科学基金青年基金（72101186）：异质电动公交车群区域调度鲁棒优化方法研究，2022.01-2024.12

已结题：

1.  上海市科学技术委员会：基于车联网的电动汽车租赁共享车队管理关键技术研究与应用

2.  教育部人文社科基金：电动汽车共享系统激励调度方法研究（16YJCZH070)，2016.3-2018.12

已授权：

1. 王玲，钟昊，马万经，俞春辉. 一种共享汽车动态借车实现方法，201911312049.X

2. 马万经，刘奇. 一种汽车共享系统车辆的调度方法，201710333494.9

3. 马万经、吴冕、钟志华、俞春辉、王玲. 一种需求响应型公交调度方法, ZL 2019 1 1160258.7

4. 马万经、欧诗琪、王玲、俞春辉. 一种网联公交车到站停靠管理优化方法, ZL 2019 1 1054958.8

5. 马万经 、汪磊、钟志华、吴兵. 智慧公交系统及实现方法, 201910542819.3

6. 王玲、钟昊、马万经、俞春辉. 一种共享汽车动态借车实现方法, 201911312049. X

7. 马万经、吴冕、李水滢、安琨. 一种需求响应型共享出行服务仿真方法及系统, 202310044316.X

19. 马万经;曾淋;李水滢;马卓;邹菱洁;吴冕;安琨;王玲;俞春辉一种基于多源数据的双目标城市公交效益评价方法. CN202110589274.9

20. 马万经;刘烨一种信控交叉口左转交通组合设计优化方法. CN201710238955.4

21. 马万经;林启恒;赫子亮;王玲;俞春辉一种道路通行能力与网联自动驾驶车当量系数估计方法. CN201910978887.4

22. 马万经;赫子亮;王玲;俞春辉一种基于车群事故风险的快速路多匝道协同控制方法. CN202110694972.5

23. 胡笳;张羽;商智颖;张一鸣;马万经;吴志周;白玉;江泽浩一种基于混合函数域的网联智能车辆编队行驶控制方法. CN201810591195.X

24. 俞春辉;陈子轩;马万经;王玲一种信号交叉口交通信号灯和车辆轨迹控制方法. CN202010408238.3

25. 马万经;万丽娟;俞春辉;王玲一种基于轨迹数据的信号控制时段划分方法. CN201910978916.7

26. 俞春辉;陈子轩;马万经;王玲一种信号交叉口交通信号灯和车辆轨迹控制方法. CN202010408238.3

27. 王玲;邹菱洁;马万经一种智能网联环境下的安全致因影响范围获取方法. CN202210455990.2