商攀
博士、副教授
基本信息
| 办公电话： | 电子邮件： shangpan@bjtu.edu.cn |
| 通讯地址：北京市海定区北京交通大学交通运输学院8507D | 邮编：100044 |
教育背景
2009.9—2013.7，北京交通大学 交通运输类 学士
2013.9—2016.7，清华大学 交通运输工程 硕士
2016.9—2019.7，清华大学 土木工程（市政交通方向） 博士
工作经历
2019.7至2021.12，北京交通大学交通运输学院 讲师
2022.1至今，北京交通大学交通运输学院 副教授
研究方向
- 交通运输规划与管理
- 物流工程与管理（专业学位）
- 交通运输（专业学位）
招生专业
- 交通运输规划与管理硕士
- 物流工程与管理硕士
- 交通运输硕士
科研项目
- 自然科学横向项目: 高铁物流规模化应用及运营模式研究, 2024-2025
- 自然科学横向项目: 时空数据融合驱动的公路交通基础设施渐进式经济影响研究, 2024-2025
- 北京市自然基金“丰台联合-前沿”: 城市轨道交通异常场景下运力资源调度与多模式交通协同组织, 2024-2027
- 北京市自然基金“丰台联合-前沿”: 响应“走出去”战略需求的轨道交通调度指挥系统适配性研究, 2024-2027
- 国家自然科学基金“面上”: 城市轨道交通客货共运服务网络设计及行车组织优化, 2025-2028
- 自然科学横向项目: 基于深度学习的交通分配模型优化及时刻表优化原型模型研究, 2024-2024
- 科研专项: 高速铁路快捷货物运输服务网络设计及行车组织优化, 2024-2026
- 自然科学横向项目: 与高校联合开展智能网联汽车领域合作项目, 2024-2025
- 北京市自然基金“面上”: 基于混合模式的城市轨道交通货物运输组织方法研究, 2024-2026
- 基础研究项目: 基于计算图的城市轨道交通系统供需一体化建模及优化方法, 2023-2025
- 自然科学横向项目: 《轨道交通既有线更新改造管理实施咨询指南》技术及管理咨询项目, 2022-2022
- 国家铁路局: 铁路运输企业经营许可重点问题调研, 2022-2024
- 自然科学横向项目: 预约出行通用算法与中观仿真研究, 2022-2022
- 基础研究项目: 考虑应对地铁突发事件的常规公交规划及应急配置, 2022-2024
- 自然科学类人才基金项目: 轨道交通网络生长条件下的土地利用特征及其演化规律研究, 2022-2024
- 自然科学横向项目: 城市轨道交通系统列车运行与乘客出行仿真方法研究, 2022-2025
- 其它（科技处）: 面向动态需求的共享自动驾驶车辆调度与停泊一体化优化方法研究, 2021-2022
- 自然科学横向项目: 中关村软件园中观仿真测试, 2021-2021
- 自然科学横向项目: 轨道交通线路设备设施系统更新改造安全运营管理方案研究, 2021-2021
- 自然科学横向项目: 新一轮线网技术专题研究（运营类）运输服务项目-01, 2021-2024
- 北京市自然基金“轨道交通联合”: 应对突发事件的客流时空分布推演及列车运行计划调整方法研究, 2020-2023
- 自然科学横向项目: 城市轨道交通运营管理模式编制规范, 2020-2021
- 自然科学横向项目: 城市轨道交通行业人力资源跟踪和需求研究, 2020-2021
- 其它: 铁路物流全过程影响因素分析与比较, 2020-2021
- 国家自然科学基金"青年基金": 基于多源异构观测数据的网络客流时空演变动态估计及预测理论研究, 2021-2023
- 国家铁路局: 铁路运输业各类市场主体监管研究, 2020-2021
- 其它: 城市轨道交通网络列车运行时刻表与动态客流分配一体化优化方法研究, 2020-2021
- 国家重点研发计划-任务: 面向泰国高速列车的列车运行图编制与调整教学实验系统构建技术研究, 2019-2022
- 基本科研业务费研究生创新项目: 考虑多起点与终点的混合负载的城市物流配送问题的优化, 2020-2022
- 北京市自然基金“轨道交通联合”: 基于深度强化学习和边缘计算的全自动无人驾驶列车智能控制方法研究, 2020-2022
- 自然科学类人才基金项目: 城市轨道交通网络客流状态估计与预测问题研究, 2020-2022
- 自然科学横向项目: 基于交通数据的城市道路信号控制评价指标体系与方法研究, 2020-2021
- 自然科学横向项目: 本地循环取货下的路线排程与时间窗口标定, 2019-2020
- 国家铁路局: 铁路运输业失信联合惩戒措施研究, 2019-2020
- 自然科学横向项目: 多层次客流分配与公交服务网络优化设计方法研究, 2019-2019
教学工作
论文/期刊
- 朱倩,王云,商攀,朱晓宁.Efficient asymmetric reposition strategy of rolling stock for urban rail transit systems.Transportmetrica A: Transport Science,2023,40(6)
- 王帅,朱晓宁,商攀,Lin,Tavasszy.Two-echelon multi-commodity multimodal vehicle routing problem considering user heterogeneity in city logistics.Expert Systems with Applications,2024,-(252)
- Li,Yang,Liu,商攀,Wang.Effect of taxis on emissions and fuel consumption in a city based on license plate recognition data: A case study in Nanning, China.Journal of Cleaner Production,2019,无(215)
- 姚宇,莫鹏里,商攀,郑长江,朱晓宁.B2B配送中考虑时间窗一致性的车辆路径优化模型与算法.控制与决策,2024,1(39)
- 李斯乔,朱晓宁,商攀,王力,李天琦.Scheduling shared passenger and freight transport for an underground logistics system.Transportation Research Part B,2024,-(183)
- 禚思雨,朱晓宁,商攀,刘钲可.Passenger Route and Departure Time Guidance Under Disruptions in Oversaturated Urban Rail Transit Networks.Transportation Research Record,2024,0(0)
- 王帅,朱晓宁,禚思雨,商攀.Logistics vehicle routing optimisation with synchronised transfer.Transportmetrica A: Transport Science,2024,0(0)
- 禚思雨,朱晓宁,商攀,Liu,Yao,Xiong.Behavior-Adaptive Sync-Flow Framework: Integrating frequency setting and passenger routing in oversaturated urban rail transit networks.Transportation Research Part E: Logistics and Transportation Review,2024,无(189)
- Wu,Hu,Li,Zhu,商攀.A Queue-SEIAR model: Revealing the transmission mechanism of epidemics in a metro line from a meso level.Transportation Research Part E: Logistics and Transportation Review,2024,无(19)
- 商攀,熊禹帆,Guo,Xian,Yu,Xu.A modeling framework to integrate frequency - and schedule-based passenger assignment approaches for coordinated path choice and space-time trajectory estimation based on multi-source observations.Transportation research Part B: methodological,2024,无(183)
- 朱倩,王云,商攀,朱晓宁.Efficient asymmetric reposition strategy of rolling stock for urban rail transit systems.Transportmetrica A: Transport Science,2023,无(无)
- Feng,Lusby,Zhang,Peng,商攀,Tao.An ADMM-based dual decomposition mechanism for integrating crew scheduling and rostering in an urban rail transit line.Transportation research Part C, Emerging technologies,2023,无(149)
- Wang,商攀.Shuttle Bus Rerouting and Rescheduling Problem considering Daily Demand Fluctuation.MATHEMATICAL PROBLEMS IN ENGINEERING,2022,None(2022)
- Yang,Ning,Tong,商攀.Integrated electric logistics vehicle recharging station location-routing problem with mixed backhauls and recharging strategies.TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES,2022,None(140)
- Yang,商攀,Yao,Zeng.A dynamic scheduling process and methodology using route deviations and synchronized passenger transfers for flexible feeder transit services.COMPUTERS & OPERATIONS RESEARCH,2022,None(146)
- Wu,Yang,Zhao,商攀.Mitigating unfairness in urban rail transit operation: A mixed-integer linear programming approach.Transportation research. Part B: methodological,2021,无(149)
- Liu,Li,Wang,商攀.Noncompliance behavior against vehicle restriction policy: A case study of Langfang, China.Transportation research. Part A, Policy and practice,2020,无(132)
- Tong,Pan,商攀,Guo,Xian,Zhou.Open-Source Public Transportation Mobility Simulation Engine DTALite-S: A Discretized Space–Time Network-Based Modeling Framework for Bridging Multi-agent Simulation and Optimization.Urban Rail Transit,2019,-(5)
- 商攀,Li,Guo,Xian,Zhou.Integrating Lagrangian and Eulerian observations for passenger flow state estimation in an urban rail transit network: A space-time-state hyper network-based assignment approach.Transportation research Part B: methodological,2018,无(121)
- 商攀,Li,Liu,Xian,Guo.Timetable Synchronization and Optimization Considering Time-Dependent Passenger Demand in an Urban Subway Network.Transportation Research Record,2018,8(2672)
- Zhou,Tong,Mahmoud,Zhuge,Yao,Zhang,商攀,Liu,Shi.Open-source VRPLite Package for Vehicle Routing with Pickup and Delivery: A Path Finding Engine for Scheduled Transportation Systems.Urban Rail Transit,2018,无(4)
- Liu,Li,Wang,商攀.Effects of vehicle restriction policies: Analysis using license plate recognition data in Langfang, China.Transportation research. Part A, Policy and practice,2018,无(118)
- 王泽,魏玉光,商攀.Freight transport using additional railcars attached to intercity passenger trains with transshipment and railcar circulation: Tabu-search-based Lagrangian heuristic.Transportation Research Part E: Logistics and Transportation Review,2023,178(178)
- 禚思雨,苗建瑞,孟令云,杨励雅,商攀.Demand-driven integrated train timetabling and rolling stock scheduling on urban rail transit line.Transportmetrica A: Transport Science,2023,2(11)
- 朱倩,朱晓宁,商攀,孟令云.Analytical Approximation-Based Approach for Passenger Flow Control Strategy in Oversaturated Urban Rail Transit Systems.Journal of Advanced Transportation,2023,2023(2023)
- 李斯乔,朱晓宁,商攀,李天琦,刘文茜.Optimizing a shared freight and passenger high-speed railway system: A multi-commodity flow formulation with Benders decomposition solution approach.Transportation Research Part B: Methodology,2023,172(无)
- 商攀,Liu,Yu,Yan,项清青,米希伟.A new ensemble deep graph reinforcement learning network for spatio-temporal traffic volume forecasting in a freeway network.DIGITAL SIGNAL PROCESSING,2022,None(123)
- 米希伟,Yu,Liu,Yan,于富豪,商攀.A dynamic ensemble deep deterministic policy gradient recursive network for spatiotemporal traffic speed forecasting in an urban road network.DIGITAL SIGNAL PROCESSING,2022,None(129)
- 郭浩楠,王云,商攀,闫学东,官云林.Customised bus route design with passenger-to-station assignment optimisation.TRANSPORTMETRICA A-TRANSPORT SCIENCE,2023,None(None)
- 王帅,杨励雅,姚宇,张琴,商攀.Equity-oriented vehicle routing optimization for catering distribution services with timeliness requirements.IET Intelligent Transport Systems,2022,16(2)
- 商攀,Liu,Yu,Yan,项清青,米希伟.A new ensemble deep graph reinforcement learning network for spatio-temporal traffic volume forecasting in a freeway network.Digital Signal Processing,2022,None(123)
- 米希伟,Chengqing,Xinwei,Guangxi,于富豪,商攀.A dynamic ensemble deep deterministic policy gradient recursive network for spatiotemporal traffic speed forecasting in an urban road network.Digital Signal Processing,2022,None(129)
- 商攀,Yang,Yao,Tong,Yang,米希伟.Integrated optimization model for hierarchical service network design and passenger assignment in an urban rail transit network: A Lagrangian duality reformulation and an iterative layered optimization framework based on forward-passing and backpropa.Transportation Research Part C,2022,None(144)
- 吴影辉,杨海,赵烁,商攀.Mitigating unfairness in urban rail transit operation: A mixed-integer linear programming approach.Transportation Research Part B: Methodological,2021,-(149)
- 杨森炎,宁连举,商攀.基于时空状态网络的电动物流车辆路径优化方法.交通运输系统工程与信息,2021,2(21)
- 杨森炎,宁连举,佟路,商攀.Optimizing electric vehicle routing problems with mixed backhauls and recharging strategies in multi-dimensional representation network.Expert Systems with Applications,2021,-(176)
- 杨越迪,刘军,商攀,许心越,陈旭超.Dynamic Origin-Destination Matrix Estimation Based on Urban Rail Transit AFC Data: Deep Optimization Framework with Forward-passing and Back-propagation Techniques.Journal of Advanced Transportation,2020,-(2020)
- 商攀,姚宇,杨励雅,孟令云,莫鹏里.Integrated model for timetabling and circulation planning on an urban rail transit line: A coupled network-based flow formulation.Networks and Spatial Economics,2021,-(21)
- 张琴,朱晓宁,王力,商攀.高铁列车运行图和到发线分配的协同编制方法.北京交通大学学报,2021,1(45)
- 张琴,Lusby,商攀,朱晓宁.Simultaneously re-optimizing timetables and platform schedules under planned track maintenance for a high-speed railway network.Transportation Research Part C: Emerging Technologies,2021,-(121)
- 杨励雅,胡伶倩,商攀,叶裕民.Estimating the impacts of high-speed rail on service industry agglomeration in China: Advanced modeling with spatial difference-in-difference models and propensity score matching.Journal of Transport Economics and Policy,2021,1(55)
- 杨越迪,刘军,商攀,陈旭超,曹璟嘉.Temporal and Spatial Evolution of Passenger Flow in an Urban Rail Transit Network during Station Closure.IEEE ACCESS,2021,-(9)
- 占曙光,Wong,商攀,Lo.Train rescheduling in a major disruption on a high-speed railway network with seat reservation.Transportmetrica A: Transport Science,2021,-(-)
- 占曙光,Wong,商攀,彭其渊,谢杰民,Lo.Integrated Railway Timetable Rescheduling and Dynamic Passenger Routing During a Complete Blockage.Transportation Research Part B: Methodological,2021,-(143)
- 商攀,杨励雅,曾子凌,佟路.Solving school bus routing problem with mixed-load allowance for multiple schools.Computer & Industrial Engineering,2021,-(151)
- 杨励雅,姚宇,史话,商攀.Dynamic passenger demand oriented train scheduling optimization considering flexible short turning strategy.Journal of the Operational Research Society,2020,-(-)
- 王皓,李瑞敏,王晓坤,商攀.Effect of on-street parking pricing policies on parking characteristics: a case study of Nanning.Transportation Research Part A: Policy and Practice,2020,-(137)
- 杨森炎,宁连举,商攀,佟路.Augmented Lagrangian Relaxation Approach for Logistics Vehicle Routing Problem with Mixed Backhauls and Time Windows.Transportation Research Part E: Logistics and Transportation Review,2020,-(135)
- 刘志勇,李瑞敏,王晓坤,商攀.Noncompliance behavior against vehicle restriction policy: A case study of Langfang, China.Transportation Research Part A: Policy and Practice,2020,-(132)
- 姚宇,朱晓宁,史话,商攀.Last train timetable optimization considering detour routing strategy in an urban rail transit network.Measurement and Control,2019,9-10(52)
- 商攀,李瑞敏,杨励雅.Demand-driven timetable and stop pattern cooperative optimization on an urban rail transit line.Transportation Planning and Technology,2019,-(-)
- 王宇强,魏玉光,商攀,张进川.考虑跨线列车的高速铁路能力最大化合理利用研究.铁道学报,2020,10(42)
- 陈旭超,何世伟,张永祥,佟璐,商攀,周学松.Yard crane and AGV scheduling in automated container terminal: A multi-robot task allocation framework.TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES,2020,None(114)
- 姚宇,朱晓宁,Shi,商攀.Last train timetable optimization considering detour routing strategy in an urban rail transit network.Measurement and Control,2019,9-10(52)
- 王宇强,魏玉光,张琦,商攀.Scheduling overnight trains for improving both last and first train services in an urban subway network.ADVANCES IN MECHANICAL ENGINEERING,2019,5(11)
- 禚思雨,朱晓宁,商攀,刘钲可.Passenger Behavior Classification and Trip Rescheduling under Disruptions in Urban Rail Transit Networks.第 103 届交通研究委员会 (TRB) 年会,2024
- 李斯乔,朱晓宁,商攀,王力.Multi-objective Express Shipment Service Network Design for High-speed Railway Networks.10th International Conference on Railway Operations Modelling and Analysis (ICROMA),2023
- 王帅,朱晓宁,商攀.Integrating a mixed-load strategy into a city logistics vehicle routing problem with pick-up and delivery time windows.RailBeijing2021,2021
- 禚思雨,商攀,朱晓宁.Integrated Train Timetabling and Rolling Stock Planning Considering Variable Marshalling under Time-dependent Passenger Demand on an Urban Rail Transit Line.9th International Conference on Railway Operations Modelling and Analysis（RailBeijing 2021),2021
- 邢若愚,谭宇燕,商攀.Feeder transit service for High-speed railway trackless station.the 9th International Conference on Railway Operations Modelling and Analysis (ICROMA),2021
- 张进川,杨浩,魏玉光,商攀.The empty wagons adjustment algorithm of Chinese heavy-haul railway.CHAOS SOLITONS & FRACTALS,2016