信息管理与管理科学系

【个人简介】

朱宁，天津大学管理与经济学部信息管理与管理科学系教授，博士生导师。国家优青(2021，交通系统运营管理与优化)。发表高水平论文40余篇，其中以一作和通讯作者身份在交通与物流管理领域顶级及高水平期刊发表论文多篇，包括INFORMS Journal on Computing, Transportation Science, Transportation Research Part B/C/E, European Journal of Operational Research, Journal of Scheduling，系统工程理论与实践，系统工程学报等。

主要研究方向为交通与物流系统中的大数据分析、运营管理与优化问题，具体包括：(1)公共交通系统的大数据分析、运营优化与管理;(2)公共自行车系统的大数据分析、运营管理与优化;(3)灾难救援中的运营管理问题(选址、库存与调度问题);(4)无人机线路优化问题;(5)车联网环境下交通设施的布局管理问题，交通系统感知、通讯与云计算管理与优化;(6)高速公路数据分析、管理与优化。

主要使用的技术工具包括：混合整数优化(Mixed Integer Program)、随机优化、随机过程及计算机仿真技术(Two-stage stochastic program)、鲁棒优化(Budget based robust, Two-stage robust, Distributionally robust, Adjustable robust等)、神经网络、强化学习等。模型的主要求解技术包括：行生成系列算法(Benders decomposition)，列生成系列算法(Column Generation and Branch and price)，L-Shaped算法等。

主持国家自然科学基金项目4项，教育部项目2项，企业合作课题若干。担任多本国内外著名期刊审稿人如：MSOM，IJOC，TR-Part B、TR-Part C、IEEE ITS、管理科学学报等。

【招生说明】

对全日制学生：

喜欢/(Bu tao yan)数学，热爱/(Bu yan wu)编程。

有数据分析、运筹优化方面经历更好。

情绪正常。

对在职学生：

有1年及以上的程序员/数据分析岗位工作经历优先

了解运筹优化技术优先

【教育与工作经历】

英文期刊论文

[1] Qingxin Chen, Shoufeng Ma, Hongming Li, Ning Zhu(*), and Qiao-Chu He. Optimizing bike rebalancing strategies in free-floating bike-sharing systems: An enhanced distributionally robust approach, Transportation Research Part E: Logistics and Transportation Review, 184:103477, 2024. (ABS3)

[2] Zhu Meng, Ning Zhu, Guowei Zhang(*), Yuance Yang, Zhaocai Liu, and Ginger Y. Ke. Data-driven drone pre-positioning for traffic accident rapid assessment, Transportation Research Part E: Logistics and Transportation Review, 183:103452, 2024. (ABS3)

[3] Li, Hongming, Erick Delage(*), Ning Zhu, Michael Pinedo, and Shoufeng Ma. Distributional robustness and inequity mitigation in disaster preparedness of humanitarian operations, Manufacturing & Service Operations Management, 26(1): 197-214, 2024. (UTD期刊)

[4] Yu, Xinyao, Shoufeng Ma, Ning Zhu(*), William HK Lam, and Hao Fu. Ensuring the robustness of link flow observation systems in sensor failure events, Transportation Research Part B: Methodological, 178: 102849, 2023.(ABS4, 交通领域顶级期刊)

[5] Zhang, Guowei, Ning Jia, Ning Zhu(*), Long He, and Yossiri Adulyasak. Humanitarian transportation network design via two-stage distributionally robust optimization, Transportation Research Part B: Methodological,176:102805, 2023.

[6] Bomin Bian, Ning Zhu(*), Qiang Meng. Real-time cruising speed design approach for multiline bus systems, Transportation Research Part B: Methodological, 167: 235-260, 2023. (ABS4, 交通领域顶级期刊)

[7] Qingxin Chen, Chenyi Fu(*), Ning Zhu(*), Shoufeng Ma, Qiao-Chu He, A target-based optimization model for bike-sharing systems: From the perspective of service efficiency and equity, Transportation Research Part B: Methodological, 167: 235-260, 2023. (ABS4, 交通领域顶级期刊)

[8] Guowei Zhang, Ning Jia, Ning Zhu(*), Yossiri Adulyasak, Shoufeng Ma, Robust Drone Selective Routing in Humanitarian Transportation Network Assessment, European Journal of Operational Research, 305(1): 400-428, 2023. (ABS4)

[9] Chenyi Fu, Shoufeng Ma, Ning Zhu(*), Qiao-Chu He, Hai Yang, Bike-sharing inventory management for market expansion, Transportation Research Part B: Methodological, 162:28-54, 2022. (ABS4, 交通领域顶级期刊)

[10] Qinxiao Yu, Chun Cheng(*), Ning Zhu, Robust Team Orienteering Problem with Decreasing Profits, INFORMS Journal on Computing, 34(6), 3215-3233, 2022. (UTD期刊)

[11] Ning Zhu, Chenyi Fu(*), Xuanyi Zhang, and Shoufeng Ma, A network sensor location problem for link flow observability and estimation, European Journal of Operational Research, 300(2): 428-448, 2022. (ABS4)

[12] Qinxiao Yu, Yossiri Adulyasak, Louis-Martin Rousseau, Ning Zhu(*), Shoufeng Ma. Team Orienteering with Time-Varying Profit, INFORMS Journal on Computing, 34(1), 262-280, 2022. (UTD期刊).

[13] Lu, L., Zhao, S., He, Q. C., & Zhu, N. Task assignment in predictive maintenance for free-float bicycle sharing systems. Computers & Industrial Engineering, 2022, 169, 108214.

[14] Chenyi Fu, Ning Zhu(*), Shoufeng Ma, and Ronghui Liu. A two-stage robust approach to integrated station location and rebalancing vehicle service design in bike-sharing systems, European Journal of Operational Research, 298(3): 915-938, 2022. (ABS4)

[15] Bai, Z., Yang, L., Fu, C., Liu, Z., He, Z., & Zhu, N. A robust approach to integrated wireless charging infrastructure design and bus fleet size optimization. Computers & Industrial Engineering, 2022, 168, 108046.

[16] Lai, Xiaofan, Xiaolong Lu, Xinyao Yu(*), and Ning Zhu. Multi-Period Integrated Planning for Vaccination Station Location and Medical Professional Assignment under Uncertainty, Computers & Industrial Engineering, 107673, 2021.

[17] Guowei Zhang, Ning Zhu(*), Shoufeng Ma, and Jun Xia. Humanitarian relief network assessment using collaborative truck-and-drone system, Transportation Research Part E: Logistics and Transportation Review, 152: 102417, 2021. (ABS3).

[18] Shoufeng Ma, Hongming Li, Ning Zhu(*), and Chenyi Fu. Stochastic programming approach for unidirectional quay crane scheduling problem with uncertainty, Journal of Scheduling, 24(2), 137-174, 2021. (ABS3).

[19] Bomin Bian, Ning Zhu(*), Michael Pinedo, Shoufeng Ma, Qinxiao Yu. An optimization-based speed-control method for high frequency buses serving curbside stops, Transportation Research Part C: Emerging Technologies, 121: 102860, 2020.

[20] Guowei Zhang, Ning Zhu, Shiquan Zhong(*), Shoufeng Ma, and Shanshan Han. A stochastic programming approach for heterogeneous variable message sign location problem for freeway networks, Transportmetrica A: Transport Science, 1-26, 2020.

[21] Bomin Bian, Michael Pinedo, Ning Zhu(*), and Shoufeng Ma. Performance Analysis of Overtaking Maneuvers at Bus Stops with Tandem Berths, Transportation Science, 53(2): 597-618, 2019. (ABS3, 交通领域顶级期刊)

[22] Qinxiao Yu, Kan Fang(*), Ning Zhu(*), and Shoufeng Ma. A matheuristic approach to the orienteering problem with service time dependent profits, European Journal of Operational Research, 273(2): 488-503, 2019. (ABS4)

[23] Ning Zhu, Chenyi Fu(*) and Shoufeng Ma. Data-driven distributionally robust optimization approach for reliable travel-time-information-gain-oriented traffic sensor location model, Transportation Research Part B: Methodological, 113:91-120, 2018. (ABS4，交通领域顶级期刊)

[24] Zheng Liang, Zhu Chuang, Zhu Ning, Tian He, Ni Dong, Helai Huang. Feature selection‐based approach for urban short-term travel speed prediction. IET Intelligent Transport Systems, 12(6): 474-484, 2018.

[25] Xia, Liangjie, Tingting Guo, Juanjuan Qin, Xiaohang Yue, and Ning Zhu. Carbon emission reduction and pricing policies of a supply chain considering reciprocal preferences in cap-and-trade system, Annals of Operations Research, 268(1), 149-175, 2018. (ABS3)

[26] Fu, Chenyi, Ning Zhu(*), and Shoufeng Ma. A stochastic program approach for path reconstruction oriented sensor location model, Transportation Research Part B: Methodological, 102:210-237, 2017. (ABS4，交通领域顶级期刊)

[27] Ning Zhu, Shoufeng Ma and Liang Zheng(*). Travel time estimation oriented freeway sensor placement problem considering sensor failure, Journal of Intelligent Transportation Systems, 21(1):26-40, 2017.

[28] Chenyi Fu, Ning Zhu(*), Shuai Ling, Shoufeng Ma, Yongxi Huang. Heterogeneous sensor location model for path reconstruction, Transportation Research Part B: Methodological, 91: 77-97, 2016. (ABS4，交通领域顶级期刊)

[29] Zhengbing He, Liang Zheng, Liying Song and Ning Zhu. A Jam-Absorption Driving Strategy for Mitigating Traffic Oscillations, IEEE Transactions on Intelligent Transportation Systems, 99:1-12, 2016.

[30] Bomin Bian, Ning Zhu(*), Shuai Ling and Shoufeng Ma. Bus service time estimation model for a curbside bus stop, Transportation Research Part C: Emerging Technologies, 57:103-121, 2015.

[31] Qinxiao Yu, Ning Zhu, Geng Li(*) and Shoufeng Ma. Simulation-Based Sensor Location Model for Arterial Street, Discrete Dynamics in Nature and Society, Article ID 854089, 13 pages, 2015.

[32] Yang Liu, Ning Zhu(*), Shoufeng Ma and Ning Jia. Traffic sensor location approach for flow inference, IET Intelligent Transport Systems, 9(2):184-192, 2015.

[33] Wanli Xiang, Ning Zhu, Shoufeng Ma, Xuelei Meng and Meiqing An. A dynamic shuffled differential evolution algorithm for data clustering, Neurocomputing, 158:144-154, 2015.

[34] Michael Pinedo, Christos Zacharias and Ning Zhu. SCHEDULING IN THE SERVICE INDUSTRIES: AN OVERVIEW, Journal of Systems Science and Systems Engineering, 24(1):1-48, 2015.

[35] Yang Liu, Ning Zhu(*), Shoufeng Ma. Simultaneous optimization of transit network and public bicycle station network, Journal of Central South University, 22(4):1574-1584, 2015.

[36] Ning Zhu, Yang Liu, Shoufeng Ma and Zhengbing He. Mobile Traffic Sensor Routing in Dynamic Transportation Systems, IEEE Transactions on Intelligent Transportation Systems, 15(5):2273-2285, 2014.

[37] J Tian, N Jia, N Zhu, B Jia, Z Yuan. Brake light cellular automaton model with advanced randomization for traffic breakdown, Transportation Research Part C: Emerging Technologies, 44:282-298, 2014.

[38] Ning Zhu, Shoufeng Ma and Ning Jia. Reply to Comment on Analytical investigation of the open boundary conditions in the Nagel-Schreckenberg model. Physical Review E, 85(4), Artical Number:043101, 2012.

中文期刊论文

[1] 于昕曜，朱宁，马延明，贺正冰，考虑异常车次的公交车辆调度计划问题研究, 系统工程理论与实践，已接收，2022.

[2] 王璐, 朱宁, 基于高速公路事故预测的主动式巡逻车应急响应研究, 交通信息与安全, 36(1):35-40, 2018.

[3] 黄晓波, 朱宁, 朱建华, 李庚, 考虑低碳的多台轮胎式龙门吊路径优化问题, 交通信息与安全, 34(3):101-107, 2018.

[4] 朱宁,马寿峰,贾宁,考虑故障因素的交通检测器布设优化问题研究,系统工程理论与实践, 34(4):997-1002, 2014.

[5] 朱宁,马寿峰,康迪,基于排队依赖模型的车辆疏散问题研究,系统工程学报, 27(6), 833-840, 2012.

【所获奖项】

天津大学北洋学者青年骨干教师，2015

第五届智能优化与调度学术会议青年科学家，2022. (中国仿真学会智能仿真优化与调度专业委员会)

【承担科研项目】

作为负责人，主持项目如下：

[1] 国家自然科学基金优秀青年科学基金项目, 72122015, 交通系统运营管理与优化, 2022.01-2024.12.

[2] 国家自然科学基金面上项目, 71971154, 面向公交车辆实时优化控制的公交站点运行机理研究, 2020.01-2023.12.

[3] 国家自然科学基金应急管理项目, 71740020, 基于站点服务性能的公交车辆在途优化控制, 2018.01-2018.12.

[4] 教育部人文社会科学青年基金项目, 17YJC630239,考虑公交站点运行机理的公交车辆实时优化控制, 2018.01-2020.12.

[5] 国家自然科学基金青年项目, 71301115,不确定、动态条件下交通检测器网络结构优化研究, 2014.01-2016.12.

[6] 教育部新教师基金, 20130032120009, 考虑故障因素的交通检测器网络结构优化研究, 2014.01-2016.12.

参与项目：

[1] 国家自然科学基金重点项目，71431005，低碳导向下城市交通系统协同机制与优化方法：基于行为的视角，2015.01-2019.12.

[2] 国家自然科学基金国际(地区)合作与交流项目，72010107004，城市交通出行服务的需求供给与治理研究，2021.01-2025.12.

【学术兼职与服务】

《交通运输工程与信息学报》编委。 中国仿真学会智能仿真优化与调度专委会委员。 管理科学与工程学会交通运输管理分会第二届委员会委员。 Manufacturing and Service Operations Management，INFORMS Journal on Computing, TR-Part B, TR-Part C, TR-Part E, IEEE Transactions on Intelligent Transportation System, 管理科学学报, 系统工程学报，控制与决策等期刊审稿人。