杨立兴

博士 、教授 、系统科学学院院长

基本信息

办公电话：+861051683536 电子邮件： lxyang@bjtu.edu.cn
通讯地址：北京交通大学系统科学学院 邮编：100044

教育背景

2002/08 - 2005/07，清华大学，数学科学系，博士

1999/08 - 2002/07，河北大学，数学与计算机学院，硕士

1995/08 - 1999/07，河北大学，数学系，本科 

工作经历

2023/06 - 今，北京交通大学，系统科学学院，教授，院长

2013/11 - 2023/06，北京交通大学，轨道交通控制与安全国家重点实验室，教授 

2011/01 - 2012/01，美国犹他大学，土木工程系，访问学者

2009/11 - 2013/11，北京交通大学，轨道交通控制与安全国家重点实验室，副教授

2005/08 - 2009/10，北京交通大学，交通运输学院，讲师

研究方向

  • 交通运输规划与管理
  • 系统科学
  • 交通运输（专业学位）
  • 运输组织理论与技术
  • 综合交通运输理论与技术
  • 系统理论与复杂性
  • 复杂交通系统建模与调控
  • 综合交通系统分析与集成
  • 大数据与智能系统
  • 大数据技术与工程

招生专业

  • 交通运输规划与管理硕士
  • 系统科学硕士
  • 交通运输硕士
  • 系统科学博士
  • 交通运输规划与管理博士
  • 大数据技术与工程硕士

科研项目

  1. 国家杰出青年科学基金：轨道交通运输管理，2019-01-01--2023-12-31，主持
  2. 国家自然科学基金创新研究群体项目子课题1：城市群交通出行需求分析与动态管理，2017-01-01--2022-12-31，主持
  3. 北京市自然基金“轨道交通联合项目”：面向客流需求的城市轨道交通列车节能优化模型和算法，2018-01-01--2020-12-31，主持
  4. 国家自然科学基金优秀青年科学基金：轨道交通运输管理，2015-01-01--2017-12-31，主持
  5. 国家重点实验室：轨道交通综合优化控制理论与方法 研究，2013-01-01--2014-12-31，主持
  6. 国家自然科学基金“面上”：动态不确定路径优化模型与算法及其在交通应急管理中的应用，2013-01-01--2016-12-31，主持
  7. 科技部“973”：大城市交通需求的引导理论与方法，2012-01-01--2016-08-31，参加
  8. 国家自然科学基金“重点”：基于出行行为的综合交通网络多方式选择与分配模型及算法研究，2012-01-01--2016-12-31，参加
  9. 教育部“新世纪优秀人才”：高速列车运行优化控制模型与算法，2011-01-01--2013-12-31，主持
  10. 国家重点实验室：高速铁路网络上列车调度问题多目标优化模型与算法 ，2012-01-01--2013-12-31，主持
  11. 科技部“863”：列车运行综合优化控制技术-列车运行综合优化控制模型与算法研究，2011-10-01--2014-10-31，参加
  12. 基本科研业务费：非正常干扰下高速列车运行特性及疏解问题研究，2011-03-03--2013-03-02，主持
  13. 国家重点实验室：北京交通大学红果园“双百”人才培育计划D类，2009-06-01--2012-05-31，主持
  14. 国家重点实验室：大规模高速路网中基于路径选择的列车流优化调整研究，2010-01-01--2012-12-31，主持
  15. 国家自然科学基金"青年基金"：铁路运输服务时空网络模型与算法，2010-01-01--2012-12-31，主持
  16. 国家重点实验室：列车运行控制系统的建模与控制方法研究，2009-04-01--2012-03-31，参加
  17. 校科技基金：随机和模糊环境下的运输问题，2006-01-01--2007-12-31，主持
  18. 校科技基金：模糊随机优化问题研究及应用，2005-10-01--2007-10-31，主持

教学工作

研究生课程：《不确定系统分析》

研究生课程：《现代优化与智能计算方法》

本科生课程：《建模方法及应用》

本科生课程：《现代交通科学前沿导论》

论文/期刊

Entai Wang, Lixing Yang, Yossiri Adulyasak, Jean-François Cordeau, Ziyou Gao, Joint Rolling Stock and Crew Scheduling with Multi-train Composition in Urban Rail Networks, Transportation Science, Vol. 60, No. 2, 197-223, 2026.

Jinlei Zhang, Congwang Deng, Lixing Yang, Shuxin Zhang, Daoping Wang, Jianxi Gao, and Ziyou Gao, A scalable and generic framework for city-wide traffic prediction with large language model, Nature Communications, Vol. 17, No. 7466, 2026.

Lixing Yang, Yahan Lu, Jiateng Yin, Shadi Sharif Azadeh, Integrated demand-side management and timetabling for an urban rail transit line: A Benders decomposition approach, Transportation Research Part B: Methodological, Vol. 203, 103351, 2026.

Jiawei Geng, Chuntian Zhang, Lixing Yang, Yuan Gao, Ziyou Gao, Integrated bus bridging service design and vehicle scheduling considering passenger flow control strategy in an oversaturated metro network: A Lagrangian heuristic based on column generation, Transportation Research Part B: Methodological, Vol. 207, 103434, 2026.

Yin Yuan, Shukai Li, Ronghui Liu, Lixing Yang, Ziyou Gao, Coordinating transfers between bus and metro train in real time: A logic-based branch-and-bound method, Transportation Research Part B: Methodological, Vol. 207, 103432, 2026.

Jinghui Zhang, Yahan Lu, Lixing Yang, Shadi Sharif Azadeh, Coordinated scheduling and pricing for public transport-oriented MaaS systems: A passenger-centric approach, Transportation Research Part C: Emerging Technologies, Vol. 188, 105687, 2026.

Jinlei Zhang, Jingsong Ji, Lixing Yang, Feng Chen, Spatial-temporal sparse-attention Gaussian mixture large language model for uncertainty-aware OD flow prediction in high-speed rail systems, Transportation Research Part C: Emerging Technologies, Vol. 185, 105569, 2026.

Shuyan Xiao, Yufeng Zhang, Lixing Yang, An optimization model for en-route express service scheduling in modular autonomous transit systems, Transportation Research Part C: Emerging Technologies, Vol. 184, 105535, 2026.

Yahan Lu, Lixing Yang, Dongyang Xia, Fanting Meng, Shadi Sharif Azadeh, Incorporating reservation strategies into demand management and train scheduling in metro systems, Transportation Research Part C: Emerging Technologies, Vol. 182, 105441, 2026.

Xiaoyu Zheng, Dewang Chen, Shukai Li, Lixing Yang, Intelligent Positioning Method Using TL-Net for Cross Taiwan Strait High-Speed Railway, IEEE Transactions on Computational Social Systems, 1-12, 2026.

Hongyang Wang, Lixing Yang, Housheng Zhou, Enhancing Efficiency and Fairness: Rolling Stock Scheduling with Virtual Coupling and Short-Turning Strategies, Transportation Science, Vol. 59, No. 6, 1303-1328, 2025.

Housheng Zhou, Hongyang Wang, Hai Wang, Jianguo Qi, Lixing Yang, Seamless urban metro networks: A shared depot perspective on rolling stock scheduling, Transportation Research Part B: Methodological, Vol. 204, 103379, 2025.

Jinlei Zhang, Yongjie Yang, Lixing Yang, Ziyou Gao, Joint Short-Term Origin-Destination Demand Prediction for Multimodal Transport Systems, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 48, No. 3, 2458-2475, 2025.

Xiaopeng Tian, Lixing Yang, How to improve transportation capacity of oversaturated metro lines? A flexible operation approach with extra-long train compositions, Transportation Research Part B: Methodological, Vol. 195, 103188, 2025.

Jiateng Yin, Lixing Yang, Zhe Liang, Andrea D’Ariano, Ziyou Gao, Real-Time Rolling Stock and Timetable Rescheduling in Urban Rail Transit Systems, INFORMS journal on computing, Vol. 38, No. 2, 507-530, 2025.

Chuntian Zhang, Zhou Xu, Lixing Yang, Ziyou Gao, Yuan Gao, Robust train carriage planning for mixed transportation of passengers and uncertain freights in a high-speed railway network, Transportation Research Part B: Methodological, Vol. 196, 103216, 2025.

Hangyu Ji, Chuntian Zhang, Jiateng Yin, Lixing Yang, A data-driven optimization approach for the integrated train scheduling and maintenance planning in high-speed railways, Computers & Operations Research, Vol. 185, 107261, 2025.

Entai Wang, Yin Yuan, Pengli Mo, Andrea D’Ariano, Lixing Yang, Ziyou Gao, Real-time train rescheduling optimization with combined cross-line strategies for urban rail network, Transportation Research Part E: Logistics and Transportation Review, Vol. 201, 104210, 2025.

Kai Yang, Dayou Gao, Zhengjie Wu, Yicun Chen, Mengru Shen, Lixing Yang, Data-driven Wasserstein distributionally robust train formation and passenger flow control on an overcrowded metro line, Applied Mathematical Modelling, Vol. 150, 116330, 2025.

Jianian He, Jianguo Qi, Lixing Yang, Zhen Di, Housheng Zhou, Chuntian Zhang, Joint Optimization of Train Timetable and Rolling Stock Circulation Plan with Flexible Composition and Skip-Stop Strategies for Co-Transportation of Passenger and Freight, Engineering, Vol. 55, 291-316, 2025.

Deheng Lian, Zebin Chen, Pengli Mo, Ziyou Gao, Andrea D’Ariano, Lixing Yang, Energy-efficient multi-curve optimization in urban rail transit: Stability enhancement under operational uncertainties and curve adjustments, Transportation Research Part C: Emerging Technologies, Vol. 176, 105148, 2025.

Yunfeng Zhang, Shukai Li, Yin Yuan, Lixing Yang, Multi-step look ahead deep reinforcement learning approach for automatic train regulation of urban rail transit lines with energy-saving, Engineering Applications of Artificial Intelligence, Vol. 145, 110181, 2025.

Jianguo Qi, Yaru Zhou, Fanting Meng, Lixing Yang, Qin Luo, Chuntian Zhang, Joint optimization of train stop planning and timetabling with time-dependent passenger and freight demands in high-speed railway, Transportation Research Part C: Emerging Technologies, Vol. 172, 105025, 2025.

Yin Yuan, Shukai Li, Shiqiang Liu, Andrea D’Ariano, Lixing Yang, Dynamic bus bridging strategy in response to metro disruptions integrated with routing, timetabling and vehicle dispatching, Omega, Vol. 134, 103287, 2025.

Yin Yuan, Shukai Li, Andrea D’Ariano, Tommaso Bosi, Lixing Yang, Dynamic adjustment strategy of electric bus operations: A spatial branch-and-bound method with acceleration techniques, Transportation Research Part C: Emerging Technologies, Vol. 171, 105003, 2025.

Yin Yuan, Shukai Li, Chengpu Yu, Lixing Yang, Ziyou Gao, Nonlinear Model Predictive Control for Electric Bus Operations Based on Generalized Disjunctive Programming Method, IEEE Transactions on Control Systems Technology, Vol. 33, No. 5, 1820-1834, 2025.

Yue Mo, Jinlei Zhang, Chengcheng Wang, Xiaopei Hao, Lixing Yang, Ziyou Gao, A Semi-Conv-Transformer Model for Inflow Prediction of Newly Expanding Subway Lines, IEEE Transactions on Intelligent Transportation Systems, Vol. 26, No. 6, 8497-8512, 2025.

Jinlei Zhang, Shuai Mao, Shuxin Zhang, Jiateng Yin, Lixing Yang, Ziyou Gao, EF-former for short-term passenger flow prediction during large-scale events in urban rail transit systems, Information Fusion, Vol. 117, 102916, 2024.

Weiqiao Wang, Kai Yang, Lixing Yang, Ziyou Gao, Jianjun Dong, Haifeng Zhang, A decomposition scheme for Wasserstein distributionally robust emergency relief network design under demand uncertainty and social donations, Computers & Operations Research, Vol. 175, 106913, 2024.

Haifeng Zhang, Kai Yang, Jianjun Dong, Lixing Yang, Two-stage robust multimodal hub network design under budgeted demand uncertainty: A Benders decomposition approach and a case study, Computers & Operations Research, Vol. 174, 106882, 2024.

Yiwen Zhang, Shukai Li, Zebin Chen, Chengpu Yu, Lixing Yang, Distributed virtual formation control for railway trains with nonlinear dynamics and collision avoidance constraints, Transportation Research Part C: Emerging Technologies, Vol. 167, 104808, 2024.

Congcong Gong, Xiaojie Luan, Lixing Yang, Jianguo Qi, Francesco Corman, Integrated optimization of train timetabling and rolling stock circulation problem with flexible short-turning and energy-saving strategies, Transportation Research Part C: Emerging Technologies, Vol. 166, 104756, 2024.

Jinlei Zhang, Ergang Shan, Lixia Wu, Jiateng Yin, Lixing Yang, Ziyou Gao, An End-to-End Predict-Then-Optimize Clustering Method for Stochastic Assignment Problems, IEEE Transactions on Intelligent Transportation Systems, Vol. 25, No. 9, 12605-12620, 2024.

Simin Chai, Jiateng Yin, Tao Tang, Lixing Yang, Ronghui Liu, Qin Luo, Integrated capacity allocation and timetable coordination for multimodal railway networks, Transportation Research Part C: Emerging Technologies, Vol. 165, 104681, 2024.

Zebin Chen, Andrea D’Ariano, Shukai Li, Marta Leonina Tessitore, Lixing Yang, Robust dynamic train regulation integrated with stop-skipping strategy in urban rail networks: An outer approximation based solution method, Omega, Vol. 128, 103135, 2024.

Hongyang Wang, Lixing Yang, Jinlei Zhang, Qin Luo, Qin Luo, Zhongsheng Fan, Real-time train timetabling with virtual coupling operations on a Y-type metro line, European Journal of Operational Research, Vol. 319, No. 1, 168-190, 2024.

Duo Wang, Kai Yang, Kum Fai Yuen, Lixing Yang, Jianjun Dong, Hybrid risk-averse location-inventory-allocation with secondary disaster considerations in disaster relief logistics: A distributionally robust approach, Transportation Research Part E: Logistics and Transportation Review, Vol. 186, 103558, 2024.

Jiaqi Gao, Kai Yang, Mengru Shen, Lixing Yang, Data-driven traffic sensor location and path flow estimation using Wasserstein metric, Applied Mathematical Modelling, Vol. 133, 211-231, 2024.

Shuxin Zhang, Jinlei Zhang, Lixing Yang, Feng Chen, Shukai Li, Ziyou Gao, Physics Guided Deep Learning-Based Model for Short-Term Origin–Destination Demand Prediction in Urban Rail Transit Systems Under Pandemic, Engineering, Vol. 41, 276-296, 2024.

Ni an, Kai Yang, Yicun Chen, Lixing Yang, Wasserstein distributionally robust optimization for train operation and freight assignment in a metro-based underground logistics system, Computers & Industrial Engineering, Vol. 192, 110228, 2024.

Xiangjiang Li, Yahan Lu, Lixing Yang, Collaborative optimization of passenger flow control and bus-bridging services in commuting metro lines, Applied Mathematical Modelling, Vol. 130, 806-826, 2024.

Yin Yuan, Shukai Li, Lixing Yang, Ziyou Gao, Nonlinear model predictive control to automatic train regulation of metro system: An exact solution for embedded applications, Automatica, Vol. 162, 111533, 2024.

Deheng Lian, Pengli Mo, Andrea D’Ariano, Ziyou Gao, Lixing Yang, Energy-saving time allocation strategy with uncertain dwell times in urban rail transit: Two-stage stochastic model and nested dynamic programming framework, European Journal of Operational Research, Vol. 317, No. 1, 219-242, 2024.

Simin Chai, Jiateng Yin, Andrea D’Ariano, Ronghui Liu, Lixing Yang, Tao Tang, A branch-and-cut algorithm for scheduling train platoons in urban rail networks, Transportation Research Part B: Methodological, Vol. 181, 102891, 2024.

Hanchuan Pan, Lixing Yang, Zhe Liang, Hai Yang, New Exact Algorithm for the integrated train timetabling and rolling stock circulation planning problem with stochastic demand, European Journal of Operational Research, Vol. 316, No. 3, 906-929, 2024.

Jiawei Geng, Chuntian Zhang, Lixing Yang, Fanting Meng, Jianguo Qi, Integrated scheduling of metro trains and shuttle buses with passenger flow control strategy on an oversaturated metro line, Computers & Industrial Engineering, Vol. 189, 109980, 2024.

Shukai Li, Yin Yuan, Zebin Chen, Lixing Yang, Chengpu Yu, Real-time train regulation in the metro system with energy storage devices: An efficient decomposition algorithm with bound contraction, Transportation Research Part C: Emerging Technologies, Vol. 159, 104493, 2024.

Entai Wang, Lixing Yang, Jiateng Yin, Jinlei Zhang, Ziyou Gao, Passenger-oriented rolling stock scheduling in the metro system with multiple depots: Network flow based approaches, Transportation Research Part B: Methodological, Vol. 180, 102885, 2024.

Yin Yuan, Shukai Li, Lixing Yang, Ziyou Gao, Efficient iterative optimization to real-time train regulation in urban rail transit networks combined with Benders decomposition method, Computers & Operations Research, Vol. 162, 106479, 2024.

Yongjie Yang, Jinlei Zhang, Lixing Yang, Ziyou Gao, Network-wide short-term inflow prediction of the multi-traffic modes system: An adaptive multi-graph convolution and attention mechanism based multitask-learning model, Transportation Research Part C: Emerging Technologies, Vol. 158, 104428, 2024.

Yunfeng Zhang, Shukai Li, Yin Yuan, Jinlei Zhang, Lixing Yang, Approximate dynamic programming approach to efficient metro train timetabling and passenger flow control strategy with stop-skipping, Engineering Applications of Artificial Intelligence, Vol. 127, 107393, 2024.

Yin Yuan, Shukai Li, Ronghui Liu, Lixing Yang, Ziyou Gao, Decomposition and approximate dynamic programming approach to optimization of train timetable and skip-stop plan for metro networks, Transportation Research Part C: Emerging Technologies, Vol. 157, 104393, 2023.

Yiwen Zhang, Shukai Li, Lixing Yang, Distributed Optimal Control to Virtual Formation of Railway Trains With Dynamic Coupling/Decoupling: An Accelerated Projected Gradient Based Decomposition Method, IEEE Transactions on Vehicular Technology, Vol. 72, No. 12, 15405-15420, 2023.

Hangyu Ji, Rui Wang, Chuntian Zhang, Jiateng Yin, Lin Ma, Lixing Yang, Optimization of train schedule with uncertain maintenance plans in high-speed railways: A stochastic programming approach, Omega, Vol. 124, 102999, 2023.

Jiateng Yin, Fan Pu, Lixing Yang, Andrea D’Ariano, Zhouhong Wang, Integrated optimization of rolling stock allocation and train timetables for urban rail transit networks: A Benders decomposition approach, Transportation Research Part B: Methodological, Vol. 176, 102815, 2023.

Zhixian Li, Jiateng Yin, Simin Chai, Tao Tang, Lixing Yang, Optimization of system resilience in urban rail systems: Train rescheduling considering congestions of stations, Computers & Industrial Engineering, Vol. 185, 109657, 2023.

Shuxin Zhang, Jinlei Zhang, Lixing Yang, Jiateng Yin, Ziyou Gao, Spatiotemporal Attention Fusion Network for Short-Term Passenger Flow Prediction on New Year’s Day Holiday in Urban Rail Transit System, IEEE Intelligent Transportation Systems Magazine, Vol. 15, No. 5, 59-77, 2023.

Di Zhang, Yuan Gao, Lixing Yang, Lixin Cui, Timetable synchronization of the last several trains at night in an urban rail transit network, European Journal of Operational Research, Vol. 313, No. 2, 494-512, 2023.

Jinlei Zhang, Shuai Mao, Lixing Yang, Wei Ma, Shukai Li, Ziyou Gao, Physics-informed deep learning for traffic state estimation based on the traffic flow model and computational graph method, Information Fusion, Vol. 101, 101971, 2023.

Chuntian Zhang, Yuan Gao, Valentina Cacchiani, Lixing Yang, Ziyou Gao, Train rescheduling for large-scale disruptions in a large-scale railway network, Transportation Research Part B: Methodological, Vol. 174, 102786, 2023.

Weiqiao Wang, Kai Yang, Lixing Yang, Ziyou Gao, Distributionally robust chance-constrained programming for multi-period emergency resource allocation and vehicle routing in disaster response operations, Omega, Vol. 120, 102915, 2023.

Jiateng Yin, Miao Wang, Andrea D'Ariano, Jinlei Zhang, Lixing Yang, Synchronization of train timetables in an urban rail network: A bi-objective optimization approach, Transportation Research Part E: Logistics and Transportation Review, Vol. 174, 103142, 2023.

Jungang Shi, Jing Yang, Lixing Yang, Lefeng Tao, Shengjie Qiang, Zhen Di, Junhua Guo, Safety-oriented train timetabling and stop planning with time-varying and elastic demand on overcrowded commuter metro lines, Transportation Research Part E: Logistics and Transportation Review, Vol. 175, 103136, 2023.

Yongjie Yang, Jinlei Zhang, Lixing Yang, Yang Yang, Xiaohong Li, Ziyou Gao, Short-term passenger flow prediction for multi-traffic modes: A transformer and residual network based multi-task learning method, Information Sciences, Vol. 642, 119144, 2023.

Zebin Chen, Shukai Li, Lixing Yang, Hierarchical optimal control framework to automatic train regulation combined with energy-efficient speed trajectory calculation in metro lines, Transportation Research Part C: Emerging Technologies, Vol. 149, 104059, 2023.

Xiaobing Ding, Gan Shi, Jian Gang Jin, Lixing Yang, Zhigang Liu, Optimization for Metro Operation Scheme of Suburban Lines: A New Method for Dealing with the Imbalanced Passenger Flow, Journal of Advanced Transportation, Vol. 2023, 1-23, 2023.

Duo Wang, Kai Yang, Lixing Yang, Jianjun Dong, Two-stage distributionally robust optimization for disaster relief logistics under option contract and demand ambiguity, Transportation Research Part E: Logistics and Transportation Review, Vol. 170, 103025, 2023.

Yahan Lu, Lixing Yang, Hai Yang, Housheng Zhou, Ziyou Gao, Robust collaborative passenger flow control on a congested metro line: A joint optimization with train timetabling, Transportation Research Part B: Methodological, Vol. 168, 27–55, 2023.

Entai Wang, Lixing Yang, Peiheng Li, Chuntian Zhang, Ziyou Gao, Joint optimization of train scheduling and routing in a coupled multi-resolution space–time railway network, Transportation Research Part C: Emerging Technologies, Vol. 147, 103994, 2023.

Shuxin Zhang, Jinlei Zhang, Lixing Yang, Chengcheng Wang, Ziyou Gao, COV-STFormer for Short-Term Passenger Flow Prediction During COVID-19 in Urban Rail Transit Systems, IEEE Transactions on Intelligent Transportation Systems, Vol. 25, No. 5, 3793-3811, 2023.

Yuting Hu, Shukai Li, Yihui Wang, Huimin Zhang, Yun Wei, Lixing Yang, Robust metro train scheduling integrated with skip-stop pattern and passenger flow control strategy under uncertain passenger demands, Computers & Operations Research, Vol. 151, 106116, 2022.

Yin Yuan, Shukai Li, Lixing Yang, Ziyou Gao, Real-time optimization of train regulation and passenger flow control for urban rail transit network under frequent disturbances, Transportation Research Part E: Logistics and Transportation Review, Vol. 168, 102942, 2022.

Zhen Di, David Z.W. Wang, Lixing Yang, Optimal Operation Strategies for the Bus-Mode Operation of Intercity High-Speed Rail Service: A Novel Ticketing/Exchanging Mechanism, IEEE Transactions on Intelligent Transportation Systems, Vol. 23, No. 12, 23583-23596, 2022.

Duo Wang, Kai Yang, Lixing Yang, Shukai Li, Distributional robustness and lateral transshipment for disaster relief logistics planning under demand ambiguity, International Transactions in Operational Research, Vol. 31, No. 3, 1736-1761, 2022.

Jinlei Zhang, Feng Chen, Lixing Yang, Wei Ma, Guangyin Jin, Ziyou Gao, Network-Wide Link Travel Time and Station Waiting Time Estimation Using Automatic Fare Collection Data: A Computational Graph Approach, IEEE Transactions on Intelligent Transportation Systems, Vol. 23, No. 11, 21034-21049, 2022.

Yihui Wang, Songwei Zhu, Shukai Li, Lixing Yang, Bart De Schutter, Hierarchical Model Predictive Control for On-Line High-Speed Railway Delay Management and Train Control in a Dynamic Operations Environment, IEEE Transactions on Control Systems Technology, Vol. 30, No. 6, 2344-2359, 2022.

Xi Wang, Shukai Li, Yuan Cao, Tianpeng Xin, Lixing Yang, Dynamic speed trajectory generation and tracking control for autonomous driving of intelligent high-speed trains combining with deep learning and backstepping control methods, Engineering Applications of Artificial Intelligence, Vol. 115, 105230, 2022.

Jiateng Yin, Lixing Yang, Andrea D’Ariano, Tao Tang, Ziyou Gao, Integrated Backup Rolling Stock Allocation and Timetable Rescheduling with Uncertain Time-Variant Passenger Demand Under Disruptive Events, INFORMS journal on computing, Vol. 34, No. 6, 3234-3258, 2022.

Yuting Hu, Shukai Li, Maged Dessouky, Lixing Yang, Ziyou Gao, Computationally efficient train timetable generation of metro networks with uncertain transfer walking time to reduce passenger waiting time: A generalized Benders decomposition-based method, Transportation Research Part B: Methodological, Vol. 163, 210-231, 2022.

Housheng Zhou, Jianguo Qi, Lixing Yang, Jungang Shi, Hanchuan Pan, Yuan Gao, Joint optimization of train timetabling and rolling stock circulation planning: A novel flexible train composition mode, Transportation Research Part B: Methodological, Vol. 162, 352-385, 2022.

Housheng Zhou, Jianguo Qi, Lixing Yang, Jungang Shi, Pengli Mo, Joint optimization of train scheduling and rolling stock circulation planning with passenger flow control on tidal overcrowded metro lines, Transportation Research Part C: Emerging Technologies, Vol. 140, 103708, 2022.

Jungang Shi, Tan Qin, Lixing Yang, Xiaofang Xiao, Junhua Guo, Yong Shen, Housheng Zhou, Flexible train capacity allocation for an overcrowded metro line: A new passenger flow control approach, Transportation Research Part C: Emerging Technologies, Vol. 140, 103676, 2022.

Zebin Chen, Shukai Li, Huimin Zhang, Yanhui Wang, Lixing Yang, Distributed model predictive control for real-time train regulation of metro line based on Dantzig-Wolfe decomposition, Transportmetrica B: Transport Dynamics, Vol. 11, No. 1, 408-433, 2022.

Hanchuan Pan, Lixing Yang, Zhe Liang, Demand-oriented integration optimization of train timetabling and rolling stock circulation planning with flexible train compositions: A column-generation-based approach, European Journal of Operational Research, Vol. 305, No. 1, 184-206, 2022.

Zhen Di, Lixing Yang, Jungang Shi, Housheng Zhou, Kai Yang, Ziyou Gao, Joint optimization of carriage arrangement and flow control in a metro-based underground logistics system, Transportation Research Part B: Methodological, Vol. 159, 1-23, 2022.

Yuan Gao, Jun Xia, Andrea D’Ariano, Lixing Yang, Weekly rolling stock planning in Chinese high-speed rail networks, Transportation Research Part B: Methodological, Vol. 158, 295-322, 2022.

Haifeng Zhang, Kai Yang, Yuan Gao, Lixing Yang, Accelerating Benders decomposition for stochastic incomplete multimodal hub location problem in many-to-many transportation and distribution systems, International Journal of Production Economics, Vol. 248, 108493, 2022.

Zebin Chen, Shukai Li, Andrea D’Ariano, Lixing Yang, Real-time optimization for train regulation and stop-skipping adjustment strategy of urban rail transit lines, Omega, Vol. 110, 102631, 2022.

Duo Wang, Kai Yang, Lixing Yang, Risk-averse two-stage distributionally robust optimisation for logistics planning in disaster relief management, International Journal of Production Research, Vol. 61, No. 2, 668-691, 2021.

Yahan Lu, Lixing Yang, Kai Yang, Ziyou Gao, Housheng Zhou, Fanting Meng, Jianguo Qi, A Distributionally Robust Optimization Method for Passenger Flow Control Strategy and Train Scheduling on an Urban Rail Transit Line, Engineering, Vol. 12, 202-220, 2021.

Jiawei Yuan, Yuan Gao, Shukai Li, Pei Liu, Lixing Yang, Integrated optimization of train timetable, rolling stock assignment and short-turning strategy for a metro line, European Journal of Operational Research, Vol. 301, No. 3, 855-874, 2021.

Yu Cheng, Jiateng Yin, Lixing Yang, Robust energy-efficient train speed profile optimization in a scenario-based position-time-speed network, Frontiers of Engineering Management, Vol. 8, No. 4, 595-614, 2021.

Chuntian Zhang, Jianguo Qi, Yuan Gao, Lixing Yang, Ziyou Gao, Fanting Meng, Integrated optimization of line planning and train timetabling in railway corridors with passengers’ expected departure time interval, Computers & Industrial Engineering, Vol. 162, 107680, 2021.

Hanchuan Pan, Zhigang Liu, Lixing Yang, Zhe Liang, Qiang Wu, Sijie Li, A column generation-based approach for integrated vehicle and crew scheduling on a single metro line with the fully automatic operation system by partial supervision, Transportation Research Part E: Logistics and Transportation Review, Vol. 152, 102406, 2021.

Jianguo Qi, Valentina Cacchiani, Lixing Yang, Chuntian Zhang, Zhen Di, An Integer Linear Programming model for integrated train stop planning and timetabling with time-dependent passenger demand, Computers & Operations Research, Vol. 136, 105484, 2021.

Pengli Mo, Andrea D’Ariano, Lixing Yang, Lucas P. Veelenturf, Ziyou Gao, An exact method for the integrated optimization of subway lines operation strategies with asymmetric passenger demand and operating costs, Transportation Research Part B: Methodological, Vol. 149, 283-321, 2021.

Shukai Li, Xi Wang, Lixing Yang, Tao Tang, Robust efficient cruise control for high-speed train movement based on the self-triggered mechanism, Transportation Research Part C: Emerging Technologies, Vol. 128, 103141, 2021.

Shukai Li, Ronghui Liu, Ziyou Gao, Lixing Yang, Integrated train dwell time regulation and train speed profile generation for automatic train operations on high-density metro lines: A distributed optimal control method, Transportation Research Part B: Methodological, Vol. 148, 82-105, 2021.

Qianqian Ma, Shukai Li, Huiming Zhang, Yin Yuan, Lixing Yang, Robust optimal predictive control for real-time bus regulation strategy with passenger demand uncertainties in urban rapid transit, Transportation Research Part C: Emerging Technologies, Vol. 127, 103086, 2021.

Weiqiao Wang, Kai Yang, Lixing Yang, Ziyou Gao, Two-stage distributionally robust programming based on worst-case mean-CVaR criterion and application to disaster relief management, Transportation Research Part E: Logistics and Transportation Review, Vol. 149, 102332, 2021.

Kai Yang, Yahan Lu, Lixing Yang, Ziyou Gao, Distributionally robust last-train coordination planning problem with dwell time adjustment strategy, Applied Mathematical Modelling, Vol. 91, 1154-1174, 2021.

Jiateng Yin, Andrea D’Ariano, Yihui Wang, Lixing Yang, Tao Tang, Timetable coordination in a rail transit network with time-dependent passenger demand, European Journal of Operational Research, Vol. 295, No. 1, 183-202, 2021.

Huimin Zhang, Shukai Li, Yanhui Wang, Yihui Wang, Lixing Yang, Real-time optimization strategy for single-track high-speed train rescheduling with disturbance uncertainties: A scenario-based chance-constrained model predictive control approach, Computers & Operations Research, Vol. 127, 105135, 2021.

Fanting Meng, Lixing Yang, Jungang Shi, Zhong‐Zhong Jiang, Ziyou Gao, Collaborative passenger flow control for oversaturated metro lines: a stochastic optimization method, Transportmetrica A: Transport Science, Vol. 18, No. 3, 619-658, 2021.

Congcong Gong, Jungang Shi, Yanhui Wang, Housheng Zhou, Lixing Yang, Dewang Chen, Hanchuan Pan, Train timetabling with dynamic and random passenger demand: A stochastic optimization method, Transportation Research Part C: Emerging Technologies, Vol. 123, 102963, 2021.

Weiqiao Wang, Kai Yang, Lixing Yang, Ziyou Gao, Tractable approximations for the distributionally robust conditional vertex p-center problem: Application to the location of high-speed railway emergency rescue stations, Journal of the Operational Research Society, Vol. 73, No. 3, 525-539, 2020.

Pei Liu, Marie Schmidt, Qingxia Kong, Joris Wagenaar, Lixing Yang, Ziyou Gao, Housheng Zhou, A robust and energy-efficient train timetable for the subway system, Transportation Research Part C: Emerging Technologies, Vol. 121, 102822, 2020.

Huimin Zhang, Shukai Li, Yihui Wang, Lixing Yang, Ziyou Gao, Collaborative real-time optimization strategy for train rescheduling and track emergency maintenance of high-speed railway: A Lagrangian relaxation-based decomposition algorithm, Omega, Vol. 102, 102371, 2020.

Xi Wang, Shukai Li, Tao Tang, Lixing Yang, Event-Triggered Predictive Control for Automatic Train Regulation and Passenger Flow in Metro Rail Systems, IEEE Transactions on Intelligent Transportation Systems, Vol. 23, No. 3, 1782-1795, 2020.

Zhen Di, Lixing Yang, Reversible lane network design for maximizing the coupling measure between demand structure and network structure, Transportation Research Part E: Logistics and Transportation Review, Vol. 141, 102021, 2020.

Yuanxiang Fu, Shukai Li, Lixing Yang, Robust perimeter control design for two urban regions with sampled-data and input saturation, Transportmetrica B: Transport Dynamics, Vol. 9, No. 1, 86-108, 2020.

Fanting Meng, Lixing Yang, Yun Wei, Shukai Li, Ziyou Gao, Jungang Shi, Collaborative passenger flow control on an oversaturated metro line: A path choice approach, Transportmetrica B: Transport Dynamics, Vol. 8, No. 1, 376-404, 2020.

Valentina Cacchiani, Jianguo Qi, Lixing Yang, Robust optimization models for integrated train stop planning and timetabling with passenger demand uncertainty, Transportation Research Part B: Methodological, Vol. 136, 1-29, 2020.

Lixing Yang, Zhen Di, Maged Dessouky, Ziyou Gao, Jungang Shi, Collaborative optimization of last-train timetables with accessibility: A space-time network design based approach, Transportation Research Part C: Emerging Technologies, Vol. 114, 572-597, 2020.

Chuntian Zhang, Yuan Gao, Lixing Yang, Ziyou Gao, Jianguo Qi, Joint optimization of train scheduling and maintenance planning in a railway network: A heuristic algorithm using Lagrangian relaxation, Transportation Research Part B: Methodological, Vol. 134, 64-92, 2020.

Yeran Huang, Carlo Mannino, Lixing Yang, Tao Tang, Coupling time-indexed and big-M formulations for real-time train scheduling during metro service disruptions, Transportation Research Part B: Methodological, Vol. 133, 38-61, 2020.

Kai Yang, Rui Wang, Lixing Yang, Fuzzy reliability-oriented optimization for the road-rail intermodal transport system using tabu search algorithm, Journal of Intelligent & Fuzzy Systems, Vol. 38, No. 3, 3075-3091, 2020.

Shukai Li, Lixing Yang, Ziyou Gao, Distributed optimal control for multiple high-speed train movement: An alternating direction method of multipliers, Automatica, Vol. 112, 108646, 2020.

Yuan Gao, Marie Schmidt, Lixing Yang, Ziyou Gao, A branch-and-price approach for trip sequence planning of high-speed train units, Omega, Vol. 92, 102150, 2019.

Zhen Di, Lixing Yang, Li Wang, Jianguo Qi, A Robust Network Design Problem Based on the Spatiotemporal Attributes of Activities, IEEE Transactions on Intelligent Transportation Systems, Vol. 21, No. 10, 4294-4307, 2019.

Jungang Shi, Lixing Yang, Jing Yang, Zhou Feng, Ziyou Gao, Cooperative passenger flow control in an oversaturated metro network with operational risk thresholds, Transportation Research Part C: Emerging Technologies, Vol. 107, 301-336, 2019.

Pengli Mo, Lixing Yang, Andrea D’Ariano, Jiateng Yin, Yu Yao, Ziyou Gao, Energy-Efficient Train Scheduling and Rolling Stock Circulation Planning in a Metro Line: A Linear Programming Approach, IEEE Transactions on Intelligent Transportation Systems, Vol. 21, No. 9, 3621-3633, 2019.

Ziyou Gao, Lixing Yang, Energy-saving operation approaches for urban rail transit systems, Frontiers of Engineering Management, Vol. 6, No. 2, 139-151, 2019.

Shukai Li, Ronghui Liu, Lixing Yang, Ziyou Gao, Robust dynamic bus controls considering delay disturbances and passenger demand uncertainty, Transportation Research Part B: Methodological, Vol. 123, 88-109, 2019.

Jiateng Yin, Lixing Yang, Xuesong Zhou, Tao Tang, Ziyou Gao, Balancing a one‐way corridor capacity and safety‐oriented reliability: A stochastic optimization approach for metro train timetabling, Naval Research Logistics, Vol. 66, No. 4, 297-320, 2019.

Pengli Mo, Lixing Yang, Yanhui Wang, Jianguo Qi, A flexible metro train scheduling approach to minimize energy cost and passenger waiting time, Computers & Industrial Engineering, Vol. 132, 412-432, 2019.

Pengli Mo, Lixing Yang, Ziyou Gao, Energy-Efficient Train Operation Strategy with Speed Profiles Selection for an Urban Metro Line, Transportation Research Record, Vol. 2673, No. 4, 348-360, 2019.

Xiaoming Xu, Keping Li, Lixing Yang, Ziyou Gao, An efficient train scheduling algorithm on a single-track railway system, Journal of Scheduling, Vol. 22, No. 1, 85-105, 2019.

Meng Zhao, Xiaopeng Li, Jiateng Yin, Jianxun Cui, Lixing Yang, Shi An, An integrated framework for electric vehicle rebalancing and staff relocation in one-way carsharing systems: Model formulation and Lagrangian relaxation-based solution approach, Transportation Research Part B: Methodological, Vol. 117, 542-572, 2018.

Shukai Li, Xuesong Zhou, Lixing Yang, Ziyou Gao, Automatic train regulation of complex metro networks with transfer coordination constraints: A distributed optimal control framework, Transportation Research Part B: Methodological, Vol. 117, 228-253, 2018.

Renming Liu, Shukai Li, Lixing Yang, Collaborative optimization for metro train scheduling and train connections combined with passenger flow control strategy, Omega, Vol. 90, 101990, 2018.

Chuntian Zhang, Yuan Gao, Wenjie Li, Lixing Yang, Ziyou Gao, Robust Train Scheduling Problem with Optimized Maintenance Planning on High-Speed Railway Corridors: The China Case, Journal of Advanced Transportation, Vol. 2018, 1-16, 2018.

Yeran Huang, Lixing Yang, Tao Tang, Ziyou Gao, Fang Cao, Keping Li, Train speed profile optimization with on-board energy storage devices: A dynamic programming based approach, Computers & Industrial Engineering, Vol. 126, 149-164, 2018.

Shuo Yang, Kai Yang, Lixing Yang, Ziyou Gao, MILP formulations and a TS algorithm for reliable last train timetabling with uncertain transfer flows, Journal of the Operational Research Society, Vol. 69, No. 8, 1318-1334, 2018.

Chuntian Zhang, Yuan Gao, Lixing Yang, Uday Kumar, Ziyou Gao, Integrated optimization of train scheduling and maintenance planning on high-speed railway corridors, Omega, Vol. 87, 86-104, 2018.

Jianguo Qi, Valentina Cacchiani, Lixing Yang, Robust Train Timetabling and Stop Planning with Uncertain Passenger Demand, Electronic Notes in Discrete Mathematics, Vol. 69, 213-220, 2018.

Maged Dessouky, Lixing Yang, Shukai Li, Special issue on “Railway traffic management and control”, Computers & Industrial Engineering, Vol. 127, 1130, 2018.

Rui Wang, Kai Yang, Lixing Yang, Ziyou Gao, Modeling and optimization of a road–rail intermodal transport system under uncertain information, Engineering Applications of Artificial Intelligence, Vol. 72, 423-436, 2018.

Jianguo Qi, Lixing Yang, Yuan Gao, Zhen Di, Service-oriented train timetabling problem with consideration of women-only passenger cars, Computers & Industrial Engineering, Vol. 127, 1164-1182, 2018.

Renming Liu, Shukai Li, Lixing Yang, Jiateng Yin, Energy-Efficient Subway Train Scheduling Design With Time-Dependent Demand Based on an Approximate Dynamic Programming Approach, IEEE Transactions on Systems Man and Cybernetics Systems, Vol. 50, No. 7, 2475-2490, 2018.

Shukai Li, Lixing Yang, Ziyou Gao, Efficient Real-Time Control Design for Automatic Train Regulation of Metro Loop Lines, IEEE Transactions on Intelligent Transportation Systems, Vol. 20, No. 2, 485-496, 2018.

Zhen Di, Lixing Yang, Jianguo Qi, Ziyou Gao, Transportation network design for maximizing flow-based accessibility, Transportation Research Part B: Methodological, Vol. 110, 209-238, 2018.

Pei Liu, Lixing Yang, Ziyou Gao, Yeran Huang, Shukai Li, Yuan Gao, Energy-Efficient Train Timetable Optimization in the Subway System with Energy Storage Devices, IEEE Transactions on Intelligent Transportation Systems, Vol. 19, No. 12, 3947-3963, 2018.

Jungang Shi, Lixing Yang, Jing Yang, Ziyou Gao, Service-oriented train timetabling with collaborative passenger flow control on an oversaturated metro line: An integer linear optimization approach, Transportation Research Part B: Methodological, Vol. 110, 26-59, 2018.

Huimin Zhang, Shukai Li, Lixing Yang, Real-time optimal train regulation design for metro lines with energy-saving, Computers & Industrial Engineering, Vol. 127, 1282-1296, 2018.

Shukai Li, Lixing Yang, Ziyou Gao, Optimal switched control design for automatic train regulation of metro lines with time-varying passengers arrival flow, Transportation Research Part C: Emerging Technologies, Vol. 86, 425-440, 2018.

Jianguo Qi, Lixing Yang, Zhen Di, Shukai Li, Kai Yang, Yuan Gao, Integrated optimization for train operation zone and stop plan with passenger distributions, Transportation Research Part E: Logistics and Transportation Review, Vol. 109, 151-173, 2018.

Jiateng Yin, Tao Tang, Lixing Yang, Jing Xun, Yeran Huang, Ziyou Gao, Research and development of automatic train operation for railway transportation systems: A survey, Transportation Research Part C: Emerging Technologies, Vol. 85, 548-572, 2017.

Feng Li, Ziyou Gao, David Z.W. Wang, Ronghui Liu, Tao Tang, Jianjun Wu, Lixing Yang, A subjective capacity evaluation model for single-track railway system with δ-balanced traffic and λ-tolerance level, Transportation Research Part B: Methodological, Vol. 105, 43-66, 2017.

Yuan Gao, Leo Kroon, Lixing Yang, Ziyou Gao, Three-stage optimization method for the problem of scheduling additional trains on a high-speed rail corridor, Omega, Vol. 80, 175-191, 2017.

Jiannan Jia, Kai Yang, Lixing Yang, Yuan Gao, Shukai Li, Designing train-speed trajectory with energy efficiency and service quality, Engineering Optimization, Vol. 50, No. 5, 797-818, 2017.

Yuan Gao, Lixing Yang, Ziyou Gao, Real-time automatic rescheduling strategy for an urban rail line by integrating the information of fault handling, Transportation Research Part C: Emerging Technologies, Vol. 81, 246-267, 2017.

Yeran Huang, Lixing Yang, Tao Tang, Ziyou Gao, Fang Cao, Joint train scheduling optimization with service quality and energy efficiency in urban rail transit networks, Energy, Vol. 138, 1124-1147, 2017.

Shukai Li, Maged Dessouky, Lixing Yang, Ziyou Gao, Joint optimal train regulation and passenger flow control strategy for high-frequency metro lines, Transportation Research Part B: Methodological, Vol. 99, 113-137, 2017.

Kai Yang, Lixing Yang, Ziyou Gao, Hub-and-spoke network design problem under uncertainty considering financial and service issues: A two-phase approach, Information Sciences, Vol. 402, 15-34, 2017.

Jiateng Yin, Lixing Yang, Tao Tang, Ziyou Gao, Bin Ran, Dynamic passenger demand oriented metro train scheduling with energy-efficiency and waiting time minimization: Mixed-integer linear programming approaches, Transportation Research Part B: Methodological, Vol. 97, 182-213, 2017.

Lixing Yang, Xuesong Zhou. Optimizing on-time arrival probability and percentile travel time for elementary path finding in time-dependent transportation networks: linear mixed integer programming reformulations, Transportation Research Part B: Methodological, Vol. 96, 68-91, 2017.

Wenjie Li, Lixing Yang, Li Wang, Xuesong Zhou, Ronghui Liu, Ziyou Gao, Eco-reliable path finding in time-variant and stochastic networks, Energy, Vol. 121, 372-387, 2017.

Li Wang, Lixing Yang, Ziyou Gao, Yeran Huang, Robust train speed trajectory optimization: A stochastic constrained shortest path approach, Frontiers of Engineering Management, Vol. 4, No. 4, 408-417, 2017.

Kai Yang, Lixing Yang, Ziyou Gao, Planning and optimization of intermodal hub-and-spoke network under mixed uncertainty, Transportation Research Part E: Logistics and Transportation Review, Vol. 95, 248-266, 2016.

Yuan Gao, Leo Kroon, Marie Schmidt, Lixing Yang, Rescheduling a metro line in an over-crowded situation after disruptions, Transportation Research Part B: Methodological, Vol. 93, 425-449, 2016.

Yuan Gao, Lixing Yang, Ziyou Gao, Energy consumption and travel time analysis for metro lines with express/local mode, Transportation Research Part D: Transport and Environment, Vol. 60, 7-27, 2016.

Xiaoming Xu, Lixing Yang, Ziyou Gao, Jiancheng Long, Simulations for train traffic flow on single-track railways with speed limits and slopes, Journal of Simulation, Vol. 11, No. 4, 346-356, 2016.

Shukai Li, Lixing Yang, Ziyou Gao, Keping Li, Robust train regulation for metro lines with stochastic passenger arrival flow, Information Sciences, Vol. 373, 287-307, 2016.

Jiateng Yin, Tao Tang, Lixing Yang, Ziyou Gao, Bin Ran, Energy-efficient metro train rescheduling with uncertain time-variant passenger demands: An approximate dynamic programming approach, Transportation Research Part B: Methodological, Vol. 91, 178-210, 2016.

Li Wang, Lixing Yang, Ziyou Gao, Shukai Li, Xuesong Zhou, Evacuation planning for disaster responses: A stochastic programming framework, Transportation Research Part C: Emerging Technologies, Vol. 69, 150-172, 2016.

Jianguo Qi, Lixing Yang, Yuan Gao, Shukai Li, Ziyou Gao, Integrated multi-track station layout design and train scheduling models on railway corridors, Transportation Research Part C: Emerging Technologies, Vol. 69, 91-119, 2016.

Shukai Li, Lixing Yang, Ziyou Gao, Keping Li, Optimal Guaranteed Cost Cruise Control for High-Speed Train Movement, IEEE Transactions on Intelligent Transportation Systems, Vol. 17, No. 10, 2879-2887, 2016.

Yeran Huang, Lixing Yang, Tao Tang, Fang Cao, Ziyou Gao, Saving Energy and Improving Service Quality: Bicriteria Train Scheduling in Urban Rail Transit Systems, IEEE Transactions on Intelligent Transportation Systems, Vol. 17, No. 12, 3364-3379, 2016.

Li Wang, Lixing Yang, Ziyou Gao, The constrained shortest path problem with stochastic correlated link travel times, European Journal of Operational Research, Vol. 255, No. 1, 43-57, 2016.

Xiangsong Meng, Lixing Yang, Stochastic Portfolio Selection Problem with Reliability Criteria, Discrete Dynamics in Nature and Society, Vol. 2016, No. 1, 2016.

Shukai Li, Lixing Yang, Ziyou Gao, Adaptive coordinated control of multiple high-speed trains with input saturation, Nonlinear Dynamics, Vol. 83, No. 4, 2157-2169, 2016.

Lixing Yang, Yan Zhang, Shukai Li, Yuan Gao, A two-stage stochastic optimization model for the transfer activity choice in metro networks, Transportation Research Part B: Methodological, Vol. 83, 271-297, 2016.

Li Wang, Ziyou Gao, Lixing Yang, Criteria for the a priori shortest path generation in uncertain time-varying transportation networks, International Journal of Uncertainty, Fuzziness & Knowledge-Based Systems, Vol. 23, No. 6, 807-827, 2015. 

Yuan Gao, Lixing Yang, Shukai Li, Uncertain models on railway transportation planning problem, Applied Mathematical Modelling, Vol. 40, 4921-4934, 2015.

Lixing Yang, Jianguo Qi, Shukai Li, Yuan Gao, Collaborative optimization for train scheduling and train stop planning on high-speed railways, Omega, Vol. 64, 57-76, 2015.

Pei Liu, Lixing Yang, Ziyou Gao, Shukai Li, Yuan Gao, Fault tree analysis combined with quantitative analysis for high-speed railway accidents, Safety Science, Vol. 79, 344-357, 2015.

Shukai Li, Bart De Schutter, Lixing Yang, Ziyou Gao, Robust Model Predictive Control for Train Regulation in Underground Railway Transportation, IEEE Transactions on Control Systems Technology, Vol. 24, No. 3, 1075-1083, 2015.

Jiateng Yin, Dewang Chen, Lixing Yang, Tao Tang, Bin Ran, Efficient Real-Time Train Operation Algorithms With Uncertain Passenger Demands, IEEE Transactions on Intelligent Transportation Systems, Vol. 17, No. 9, 2600-2612, 2015.

Xiaoming Xu, Keping Li, Lixing Yang, Scheduling heterogeneous train traffic on double tracks with efficient dispatching rules, Transportation Research Part B: Methodological, Vol. 78, 364-384, 2015.

Xiaoming Xu, Keping Li, Lixing Yang, Rescheduling subway trains by a discrete event model considering service balance performance, Applied Mathematical Modelling, Vol. 40, No. 2, 1446-1466, 2015.

Shukai Li, Lixing Yang, Ziyou Gao, Coordinated cruise control for high-speed train movements based on a multi-agent model, Transportation Research Part C: Emerging Technologies, Vol. 56, 281-292, 2015.

Dewang Chen, Xiaojie Han, Ruijun Cheng, Lixing Yang, Position calculation models by neural computing and online learning methods for high-speed train, Neural Computing and Applications, Vol. 27, No. 6, 1617-1628, 2015.

Li Wang, Ziyou Gao, Lixing Yang, A priori least expected time paths in fuzzy, time-variant transportation networks, Engineering Optimization, Vol. 48, No. 2, 272-298, 2015.

Lixing Yang, Pei Liu, Shukai Li, Yuan Gao, Dan A. Ralescu, Reduction methods of type-2 uncertain variables and their applications to solid transportation problem, Information Sciences, Vol. 291, 204-237, 2015.

Lixing Yang, Xiang Li, Dan A. Ralescu, Applications of Decision Making with Uncertain Information, International Journal of Intelligent Systems, Vol. 30, No. 1, 1-2, 2015.

Lixing Yang, Shukai Li, Yuan Gao, Ziyou Gao, A Coordinated Routing Model with Optimized Velocity for Train Scheduling on a Single-Track Railway Line, International Journal of Intelligent Systems, Vol. 30, No. 1, 3-22, 2015.

Shukai Li, Lixing Yang, Keping Li, Robust output feedback cruise control for high-speed train movement with uncertain parameters, Chinese Physics B, Vol. 24, No. 1, 010503, 2014.

Pei Liu, Lixing Yang, Li Wang, Shukai Li, A solid transportation problem with type-2 fuzzy variables, Applied Soft Computing, Vol. 24, 543-558, 2014.

Yuan Gao, Lixing Yang, Shukai Li, Samarjit Kar, On distribution function of the diameter in uncertain graph, Information Sciences, Vol. 296, 61-74, 2014.

Shukai Li, Lixing Yang, Ziyou Gao, Keping Li, Stabilization strategies of a general nonlinear car-following model with varying reaction-time delay of the drivers, ISA Transactions, Vol. 53, No. 6, 1739-1745, 2014.

Lixing Yang, Xuesong Zhou, Ziyou Gao, Credibility-based rescheduling model in a double-track railway network: a fuzzy reliable optimization approach, Omega, Vol. 48, 75-93, 2014.

Shukai Li, Lixing Yang, Keping Li, Ziyou Gao, Robust sampled-data cruise control scheduling of high speed train, Transportation Research Part C: Emerging Technologies, Vol. 46, 274-283, 2014.

Xiaoming Xu, Keping Li, Lixing Yang, Discrete event model-based simulation for train movement on a single-line railway, Chinese Physics B, Vol. 23, No. 8, 080205, 2014.

Xiang Li, Chen–Fu Chien, Lixing Yang, Ziyou Gao, The train fueling cost minimization problem with fuzzy fuel prices, Flexible Services and Manufacturing Journal, Vol. 26, No. 1-2, 249-267, 2014.

Xiaoming Xu, Keping Li, Lixing Yang, Jingjing Ye, Balanced train timetabling on a single-line railway with optimized velocity, Applied Mathematical Modelling, Vol. 38, No. 3, 894-909, 2014.

Lixing Yang, Xuesong Zhou, Constraint reformulation and Lagrangian relaxation-based solution algorithm for a least expected time path problem, Transportation Research Part B: Methodological, Vol. 59, 22-44, 2014.

Lixing Yang, Xiaofei Yang, Cuilian You, Stochastic scenario-based time-stage optimization model for the least expected time shortest path problem, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, Vol. 21, Supp01, 17-33, 2013.

Lixing Yang, Xiang Li, Chance Distribution of Fuzzy Random Variables and Laws of Large numbers, International Journal on Information, Vol. 15, No. 10, 3881-3893, 2012.

Xiang Li, Chen–Fu Chien, Lei Li, Ziyou Gao, Lixing Yang, Shangyuan Cun, Energy-constraint operation strategy for high-speed railway, International journal of innovative computing, information & control, Vol. 8, No. 10, 2012.

Lixing Yang, Keping Li, Ziyou Gao, Xiang Li, Optimizing trains movement on a railway network, Omega, Vol. 40, No. 5, 619-633, 2012.

Lixing Yang, Xuesong Zhou, Ziyou Gao, Rescheduling trains with scenario-based fuzzy recovery time representation on two-way double-track railways, Soft Computing, Vol. 17, No. 4, 605-616, 2012.

Lixing Yang, Ziyou Gao, Xiang Li, Keping Li, A weighted min–max model for balanced freight train routing problem with fuzzy information, Engineering Optimization, Vol. 43, No. 12, 1289-1309, 2011.

Lixing Yang, Xiang Li, Ziyou Gao, Keping Li, A fuzzy minimum risk model for the railway transportation planning problem, Iranian Journal of Fuzzy Systems, Vol. 8, No. 4, 39-60, 2011.

Lixing Yang, Xiang Li, Keping Li, A Control Simulation Method of High-Speed Trains on Railway Network with Irregular Influence, Communications in Theoretical Physics, Vol. 56, No. 3, 411-418, 2011.

Xiang Li, Lixing Yang, Keping Li, Ziyou Gao, 3E-model for temporary passenger train scheduling problem, Information-An International Interdisciplinary Journal, Vol. 14, No. 2, 373-389, 2011.

Lixing Yang, Ziyou Gao, Keping Li, Railway freight transportation planning with mixed uncertainty of randomness and fuzziness, Applied Soft Computing, Vol. 11, No. 1, 778-792, 2011.

Keping Li, Ziyou Gao, Tao Tang, Lixing Yang, Solving the constrained shortest path problem using random search strategy, Science China Technological Sciences, Vol. 53, No. 12, 3258-3263, 2010.

Lixing Yang, Ziyou Gao, Keping Li, Passenger train scheduling on a single-track or partially double-track railway with stochastic information, Engineering Optimization, Vol. 42, No. 11, 1003-1022, 2010.

Lixing Yang, Feng Li, Ziyou Gao, Keping Li, Discrete-time movement model of a group of trains on a rail line with stochastic disturbance, Chinese Physics B, Vol. 19, No. 10, 100510, 2010.

Xiang Li, Zhongfeng Qin, Lixing Yang, A chance-constrained portfolio selection model with risk constraints, Applied Mathematics and Computation, Vol. 217, No. 2, 949-951, 2010.

Lixing Yang, Keping Li, and Ziyou Gao, Train timetable problem on a single-line railway with fuzzy passenger demand, IEEE Transactions on Fuzzy Systems, Vol. 17, No. 3, 617-629, 2009.

Lixing Yang, Chance-constrained methods for optimization problems with random and fuzzy parameters, International journal of innovative computing, information & control, Vol. 5, No. 2, 413-422, 2009.

Feng Li, Ziyou Gao, Keping Li, Lixing Yang, Efficient scheduling of railway traffic based on global information of train, Transportation Research Part B: Methodological, Vol. 42, No. 10, 1008-1030, 2008.

Keping Li, Ziyou Gao, Lixing Yang, Modeling and simulation for train control system using cellular automata, Science China Technological Sciences, Vol. 50, No. 6, 765-773, 2007.

Lixing Yang, Xiaoyu Ji, Ziyou Gao, Keping Li, Logistics distribution centers location problem and algorithm under fuzzy environment, Journal of Computational and Applied Mathematics, Vol. 208, No. 2, 303-315, 2007.

Lixing Yang and Linzhong Liu, Fuzzy fixed charge solid transportation problem and algorithm, Applied Soft Computing, Vol. 7, No. 3, 879-889, 2007.

Lixing Yang, Yuan Feng, A bicriteria solid transportation problem with fixed charge under stochastic environment, Applied Mathematical Modelling, Vol. 31, No. 12, 2668-2683, 2006.

Yuan Feng, Lixing Yang, A two-objective fuzzy k-cardinality assignment problem, Journal of Computational and Applied Mathematics, Vol. 197, No. 1, 233-244, 2006.

Linzhong Liu, Yinzhen Li and Lixing Yang,The maximum fuzzy weighted matching models and hybrid genetic algorithm, Applied Mathematics and Computation, Vol. 181, No. 1, 662-674, 2006.

Lixing Yang and Baoding Liu, On continuity theorem for characteristic function of fuzzy variable, Journal of Intelligent & Fuzzy Systems, Vol. 17, No. 3, 325-332, 2006.

Lixing Yang and Baoding Liu, On Inequalities and Critical Values of Fuzzy Random Variable, Journal of Uncertainty, Fuzziness & Knowledge-Based Systems, Vol. 13, No. 2, 163-175, 2005. 

专著/译著

《城市轨道交通优化管理与控制》，科学出版社，北京，2018. 

专利

基于站台冗余的列车运行图调整方法和系统（已授权，ZL201310096001.6）

一种高速列车多动力单元分布式控制方法（已授权，ZL201910588591.1）

一种基于事件触发的列车自动调整控制方法 （已授权，ZL201910390719.3）

一种基于周期性间歇控制的重载列车巡航控制方法（已授权，ZL201910426211.8）

基于客流需求的城市轨道交通客流精细化控制方法及系统（已授权，ZL201711023395.7）

一种基于预测控制的高速列车节能运行曲线在线计算方法（已授权，ZL202011032137.7）

软件著作权

城市轨道交通客流精细化控制策略优化与仿真软件V1.0（2017SR638383）

城市轨道交通网络客流协同控制策略优化与仿真软件V1.0（2019SRBJ0440）

列车运行管理辅助决策系统V1.0（2018SR468410）

基于模糊预测控制的列车运行自动调整仿真软件V1.0（2020SR0119981）

获奖与荣誉

中国城市轨道交通协会科技进步一等奖，中国城市轨道交通协会，2022

Elsevier“中国高被引学者”，2020-2022年度

中国自动化学会自然科学奖二等奖，中国自动化学会，2020年

教育部自然科学一等奖，教育部，2018年

入选詹天佑铁道科学技术奖----青年奖，詹天佑科学技术发展基金会，2016年

北京交通大学智瑾奖教金优秀青年教师，北京交通大学，2015年

教育部自然科学一等奖，教育部，2014年

入选北京交通大学首批“卓越百人计划”，北京交通大学，2014年

入选北京交通大学詹天佑专项奖，詹天佑科学技术发展基金会，2014年

入选教育部新世纪优秀人才支持计划，教育部，2010 年

钟家庆运筹学奖，钟家庆基金会，2010年

入选北京交通大学红果园D类人才培育计划，北京交通大学，2009年

运筹新人奖，中国运筹学会，2007年

社会兼职

中国管理科学与工程学会常务理事（2023-今）

中国系统工程学会理事（2018-今）

中国运筹学会常务理事（2024-今）

全国性一级学术期刊《系统工程学报》编委

国际SCI期刊《Transportation Research Part B》编委会编辑（Editorial Board Editor）

国际期刊《Industrial Engineering & Management Systems》领域主编

国际期刊《Journal of Management Science and Engineering》编委（Associate Editor）

国际期刊《Urban Rail Transit》编委（Associate Editor）

国际期刊《Journal of Transportation Technologies》编委

国内期刊《交通运输工程与信息学报》编委

国内期刊《兰州交通大学学报》编委



个人学术主页：https://www.researchgate.net/profile/Lixing-Yang。欢迎对交通优化、管理与控制研究领域感兴趣的同学报考研究生。