交通运输工程系
电子邮件：zp.zhang@sjtu.edu.cn
通讯地址：上海市闵行区东川路800号木兰船建大楼
张志鹏，威尼斯9499登录入口船建学院长聘教轨副教授、博士生导师、硕士生导师。2016年于伊利诺伊大学香槟分校获硕士学位（导师：Christopher P.L. Barkan 和 Rapik Saat），2020年于罗格斯大学获博士学位（导师：Xiang Liu教授）
【工作经历】
2023.07 至今：威尼斯9499登录入口，交通运输工程系，长聘教轨副教授
2020.06 - 2023.06：威尼斯9499登录入口，交通运输工程系，助理教授
【教育背景】
2017 - 2020：美国，罗格斯大学，土木工程，博士
2014 - 2016：美国，伊利诺伊大学香槟分校，土木工程，硕士
2011 - 2015: 北京交通大学，土木工程，学士
交通安全，智慧轨道交通，交通风险分析和管理，交通安全人因分析
中国土木工程学会轨道交通分会青年专家委员会 委员
美国交通研究理事会(TRB) 铁路安全专业委员会(AR070) 委员 (Committee Member)
上海土木工程学会铁道工程专业委员会 委员
第五届、第六届轨道交通电气与信息技术国际学术会议(EITRT 2021、2023)青年论坛，联合主席
第十届交通运输（上海）论坛（TRF）组委会，副主席
【期刊任职】
《Smart and Resilient Transportation》期刊，副主编
《智能建造学报》，青年编委
《华东交通大学学报》，青年编委
多个SCI期刊及EI期刊，审稿人
上海市“科技创新行动计划” ，软科学研究项目，数智赋能复杂环境下城市交通运输安全保障水平提升策略研究，项目负责人
浙江省智能交通工程技术研究中心，开放课题重点项目，无信号交叉口交通冲突风险智能识别与评估，项目负责人
国家自然科学基金，青年项目，基于多源数据的高影响天气下铁路安全风险演化机理与状态预警，项目负责人
中国科协，科技智库青年人才项目，人工智能对交通运输安全的影响效应、机制及其发展对策研究，项目负责人
上海市青年科技英才扬帆计划，基于机器视觉的轨道交通异物侵入智能检测和风险评价模型研究，项目负责人
轨道交通控制与安全国家重点实验室（北京交通大学）开放课题，基于异构数据的高影响天气下铁路安全事故风险分析与评估，项目负责人
威尼斯9499登录入口，青年教师启动基金项目，复杂环境下交通安全状态智慧监测关键技术与预测理论研究，项目负责人
浙江省交通投资集团有限公司智慧交通研究分公司，市域铁路高架线气象运营风险预警与评估方法，项目负责人
中国中车工业研究院有限公司，面向非结构化数据的轨道交通文本和语义挖掘技术研究，项目负责人
上海市科委，“科技创新行动计划” 社会发展科技攻关项目，基于人工智能的物业风险管理处置及预测关键技术与系统，项目参与人
上海市住房和城乡建设管理委员会，基于计算机视觉的施工工程安全风险智能管控关键技术研究，项目参与人
中国东航技术应用研发中心，飞行职业选拔认知及胜任特征测评系统项目，技术负责人
上海市政工程设计研究总院，地下道路交通流全息感知监测与态势预警技术研究，技术负责人
美国交通部，研究与发展项目，基于主动列车控制系统的铁路限速行驶研究，项目参与人
美国交通部，研究与发展项目，轨道大数据分析与基础设施病害风险预测研究，项目参与人
美国交通部，高校研究中心基金项目，轨道交通资产管理和风险管理的运营理念，项目参与人
【期刊论文】
32. Zhipeng Zhang*, Hao Chai, Zhongjie Guo, 2023. Quantitative Resilience Assessment of the Network-Level Metro Rail Service’s Responses to the COVID-19 Pandemic. Sustainable Cities and Society, 89, 104315. https://doi.org/10.1016/j.scs.2022.104315.
31. Wenqiang Zhao, Zhipeng Zhang*, Bowen Hou*, Yujie Huang, Ye Xie,. A Hybrid Similarity‑Based Method for Wind Monitoring System Deployment Optimization Along Urban Railways. Urban Rail Transit. https://doi.org/10.1007/s40864-023-00199-w
30. Zhichong Chen, Zhipeng Zhang*, Zheyong Bian, Lei Dai, Hao Hu, 2023. Subsidy policy optimization of multimodal transport on emission reduction considering carrier pricing game and shipping resilience: A case study of Shanghai port. Ocean & Coastal Management. 234: 106760. https://doi.org/10.1016/j.ocecoaman.2023.106760
29. Hao Chai, Zhipeng Zhang*, Zheyong Bian, Lei Da, Hao Hu, 2023. Trajectory-Based Conflict Investigations Involving Two-Wheelers and Cars at Non-Signalized Intersections with Computer Vision. Expert Systems with Applications, 120590. https://doi.org/10.1016/j.eswa.2023.120590.
28. Zehui Tian, Yong Yu, Feng Xu*, Zhipeng Zhang, 2023. Dynamic Hazardous Proximity Zone Design for Excavator Based on 3D Mechanical Arm Pose Estimation via Computer Vision. Journal of Construction Engineering and Management, 149(7), 04023048. https://doi.org/10.1061/JCEMD4.COENG-13071
27. He Huang, Hao Hu*, Feng Xu, Zhipeng Zhang, Yu Tao, 2023. Skeleton-based automatic assessment and prediction of intrusion risk in construction hazardous areas. Safety Science, https://doi.org/10.1016/j.ssci.2023.106150
26. Yu Tao, Hao Hu*, Feng Xu, Zhipeng Zhang, 2023. Ergonomic risk assessment of construction workers and projects based on Fuzzy Bayesian Network and D-S evidence theory. ASCE's Journal of Construction Engineering and Management, https://doi.org/10.1061/JCEMD4.COENG-12821.
25. Hao Chai, Zhipeng Zhang*, Jie Xue, Hao Hu, 2022. A Quantitative Traffic Performance Comparison Study of Bicycles and E-Bikes at the Non-Signalized Intersections: Evidence from Survey Data. Accident Analysis and Prevention. 178: 106853. https://doi.org/10.1016/j.aap.2022.106853.
24. Bing Song, Xiaoping Ma, Yong Qin*, Hao Hu, Zhipeng Zhang*, 2022. Railroad Accident Causal Analysis with Unstructured Narratives Using Bidirectional Encoder Representations for Transformers. Journal of Transportation Safety & Security. 2022: 1-20. https://doi.org/10.1080/19439962.2022.2128956.
23. Yujie Huang, Zhipeng Zhang*, Yu Tao, Hao Hu, 2022. Causal Chain Analysis of Railroad Intrusion Based on Text Mining and Bow-Tie Model. Advanced Engineering Informatics. 54, p.101726. https://doi.org/10.1016/j.aei.2022.101726.
22. Song, B., Zhang, Z.*, Qin, Y., Liu, X. & Hu, H., 2022. Quantitative Analysis of Freight Train Derailment Severity with Structured and Unstructured Data. Reliability Engineering & System Safety. 224 (2022): 108563. https://doi.org/10.1016/j.ress.2022.108563.
21. Xinyu Mei, Xiaojing Zhou, Feng Xu*, Zhipeng Zhang, 2022. Human Intrusion Detection in Static Hazardous Areas at Construction Sites: A Deep-Learning-Based Method. ASCE's Journal of Construction Engineering and Management. (accepted)
20. Peiru Chen, Zhipeng Zhang*, Yujie Huang, Hao Hu, Lei Dai, 2022. Risk Assessment of Marine Accidents with Fuzzy Bayesian Networks and Causal Analysis. Ocean & Coastal Management. 228, p.106323, https://doi.org/10.1016/j.ocecoaman.2022.106323
19. Yubing Wang, Siqing Guo, Lei Dai*, Zhipeng Zhang, Hao Hu, 2022. Shore side electricity subsidy policy efficiency optimization: From the game theory perspective. Ocean and Coastal Management. 228, pp. 106324. https://doi.org/10.1016/j.ocecoaman.2022.106324.
18. Muhammad Saadullah, Zhipeng Zhang*, Hao Hu, 2022. Estimation of Travel Time Variation Caused by Transport Infrastructure Development using Macroscopic Fundamental Diagram Framework. Smart and Resilient Transportation. https://doi.org/10.1108/SRT-04-2022-0006.
17. Zhang, Z., Zaman, A., Xu, J., and Liu, X.*, 2022. Artificial Intelligence-Aided Railroad Trespassing Detection and Data Analytics: Methodology and A Case Study. Accident Analysis and Prevention, 168, 106594. https://doi.org/10.1016/j.aap.2022.106594.
16. Zhang, Z., Lin, C.Y., Liu, X.*, Bian, Z., Dick, C.T., Zhao, J., Kirkpatrick. S., 2022. An Empirical Analysis of Freight Train Derailment Rates for Unit Trains and Manifest Trains. Journal of Rail and Rapid Transit. https://doi.org/10.1177/09544097221080615.
15. 马宝奎，柴浩，张志鹏*，2022.后疫情时期城市轨道交通客流特征分析与韧性探讨[J].综合运输（CN11-1197/U）.2022(07),44:75-80.
14. 柴浩，张志鹏*，游克思，孙培翔，胡昊，2021. 雷视联合检测技术及在北横通道的应用研究 [J].交通与运输（ISSN 1671-3400.CN31-1476/U）. Vol.37, No.6. Page 54-58.
13. Zhang, Z., Liu, X.* and Hu, H., 2021. Statistical Analysis of Seasonal Effect on Freight Train Derailments. ASCE Journal of Transportation Engineering Part A: Systems. 147(10), p. 04021073. https://doi.org/10.1061/JTEPBS.0000583.
12. Zhang, Z., Turla, T., and Liu, X. *, 2021. Analysis of Human-Factor-Caused Freight Train Accidents in the United States. Journal of Transportation Safety & Security, 13(10), pp.1157-1186. https://doi.org/10.1080/19439962.2019.1697774.
11. Zhang, Z., Liu, X. * and Hu, H., 2021. Passenger Rail Station Safety Improvement and Analysis of End-of-Track Collisions based on Systems-Theoretic Accident Modeling and Processes (STAMP). Smart and Resilient Transportation. 3(2): 97-117. https://doi/10.1108/SRT-12-2020-0028.
10. Zhang, Z., Liu, X. * and Holt, K., 2020. Prevention of End-of-Track Collisions in Passenger Terminals via Positive Train Control: Benefit-Cost Analysis and Operational Impact Assessment. Transportation Research Record: Journal of the Transportation Research Board, 2674(7), 16-28. https://doi.org/10.1177/0361198120920628.
9. Zhang, Z., and Liu, X. *, 2020. Safety Risk Analysis of Restricted-Speed Train Accidents in the United States. Journal of Risk Research, 23(9), pp.1158-1176. https://doi.org/10.1080/13669877.2019.1617336.
8. Zhang, Z., Liu, X. * and Holt, K., 2019. Prevention of End-of-Track Collisions at Passenger Terminals via Positive Train Control. Transportation Research Record: Journal of the Transportation Research Board, 2673(9), pp.471-479. https://doi.org/10.1177/0361198119846104.
7. Bian, Z, Zhang, Z., Liu, X. * and Qin, X. 2019. Unobserved Component Model (UCM) for Predicting Monthly Traffic Volume. ASCE Journal of Transportation Engineering Part A: Systems, 145(12), p.04019052. https://doi.org/10.1061/JTEPBS.0000281.
6. Turla, T., Liu, X. * and Zhang, Z., 2018. Analysis of Freight Train Collision Risk in the United States. Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, p.0954409718811742.
5. Liu, X. *, Turla, T. and Zhang, Z., 2018. Accident-Cause-Specific Risk Analysis of Rail Transport of Hazardous Materials. Transportation Research Record: Journal of the Transportation Research Board, 2672(10), pp.176-187.
4. Li, W. *, Roscoe, G. S., Zhang, Z., Saat, M. R. and Barkan, C. P., 2018. Comparison of Loaded and Empty Unit Train Derailment Characteristics. Transportation Research Record: Journal of the Transportation Research Board, 2672(10), pp.156-165.
3. Zaman, A., Liu, X. * and Zhang, Z., 2018. Video Analytics for Railroad Safety Research: An Artificial Intelligence Approach. Transportation Research Record: Journal of the Transportation Research Board, 2672(10), pp.269-277. https://doi.org/10.1177/0361198118792751.
2. Zhang, Z., Liu, X. * and Holt, K., 2018. Positive Train Control (PTC) for Railway Safety in the United States: Policy Developments and Critical Issues. Utilities Policy, 51, pp.33-40. https://doi.org/10.1016/j.jup.2018.03.002.
1. Zhang, Z., Trivedi, C., and Liu, X. *, 2018. Automated Detection of Grade-Crossing-Trespassing Near Misses Based on Computer Vision Analysis of Surveillance Video Data. Safety Science, 110, pp.276-285. https://doi.org/10.1016/j.ssci.2017.11.023.
【专著章节】
1. Liu, X. and Zhang, Z., 2021. Volume 2: Transport Safety and Security - Railroad Safety. International Encyclopedia of Transportation, ELSEVIER, Amsterdam, Netherlands, May 2021, ISBN: 9780081026724. https://doi.org/10.1016/B978-0-08-102671-7.10169-1.
【会议论文】
15. Yuhang Liu, Zhipeng Zhang*, Kesi You, Hao Hu, 2023. Traffic Flow Analysis and Prediction based on Spatial-Temporal Data: A Case Study of North Cross Channel in Shanghai. The 23nd COTA International Conference of Transportation Professionals (CICTP 2023). Paper ID: 797 (accepted) EI检索会议论文
14. Muhammad Saadullah, Zhipeng Zhang*, Hao Hu, 2023. Impact of Truck Traffic in an Urban Environment Based on Macroscopic Fundamental Diagram: A Study for Islamabad, Pakistan. Transportation Research Board 102nd Annual Meeting. TRBAM-S-22-02491.
13. Chai, H., Bian, Z., and Zhang, Z.*, 2022. Investigation of Two-Wheel Vehicles Conflict Risks at Non-Signalized Intersections. In Transportation Research Board 101st Annual Meeting. No. TRBAM-22- 02933.
12. Song, B., Ma, X., Hu, H., and Zhang, Z.*, 2022. Railroad Accident Causal Analysis with Unstructured Narratives Using Bidirectional Encoder Representations for Transformers. In Transportation Research Board 101st Annual Meeting. No. TRBAM-22-02848.
11. Zhang, Z., Liu, X., Bian, Z., Dick, C.T., Zhao, J., Kirkpatrick, S., 2021. Analysis of Freight Train Derailment Rates for Unit Trains and Manifest Trains. In Transportation Research Board 100th Annual Meeting. No. TRBAM-21-03709.
10. Zhang, Z., Liu, X. *, and Holt, K., 2020. Safety Analysis of End-of-Track Collisions in Passenger Stations via Systems- Theoretic Accident Modeling and Processes (STAMP). In Transportation Research Board 99th Annual Meeting.
9. Zhang, Z., Zhou, K., and Liu, X. *, 2020. Broken Rail Prediction with Machine Learning-Based Approach. In 2020 Joint Rail Conference, JRC2020-8102. American Society of Mechanical Engineers. https://doi.org/10.1115/JRC2020-8102.
8. Zhang, Z., Zhou, K., and Liu, X. *, 2020. Probabilistic Risk Analysis of Broken Rail-Caused Train Derailments. In 2020 Joint Rail Conference, JRC2020-8100. American Society of Mechanical Engineers. https://doi.org/10.1115/JRC2020-8100.
7. Zhang, Z., Liu, X. *, Holt, K., Jacobini, F.B., 2020. Field Testing Plan for Positive Train Control Enforcement in Passenger Terminals. In 2020 Joint Rail Conference, JRC2020-8101. American Society of Mechanical Engineers.
6. Zhang, Z., Liu, X. *, Holt, K., and Jacobini, F. B., 2019. Prevention of End-of-Track Collisions in Passenger Terminals via Positive Train Control: A Benefit-Cost Analysis. In AREMA Conference Proceedings, Minneapolis, MN.
5. Zhang, Z., Casazza A., Liu, X. *, and Turla, T., 2019. Railroad Trespassing Risk Management: A Literature Review. In AREMA Conference Proceedings, Minneapolis, MN.
4. Zhang, Z., Liu, X. * and Bian, Z., 2018. Analysis of Restricted Speed Related Train Accidents in the United States, 2000 to 2016. In 2018 Joint Rail Conference (pp. V001T06A001). American Society of Mechanical Engineers.
3. Zhang, Z., Liu, X. * and Bian, Z., 2018. Analysis of Restricted-Speed Accidents Using Fault Tree Analysis. In 2018 Joint Rail Conference (pp. V001T06A002-V001T06A002). American Society of Mechanical Engineers.
2. Zhang, Z., Liu, X. * and Qin, X., 2018. Statistical Analysis of Seasonal Effect on Freight Railroad Derailment Rate. In Transportation Research Board 97th Annual Meeting. (No. 18-03250)
1. Turla, T., Liu, X. *, Zhang, Z. and Bian, Z., 2018. Analysis of Train Collision Risk in the United States: 2001 to 2015. In 2018 Joint Rail Conference (pp. V001T06A004). American Society of Mechanical Engineers.
【杂志文章】
4. 戴磊，张志鹏，胡昊.大力构建交通运输综合协同安全治理体系.中国交通报，2022年8月2日7782期.
3. Zhang, Z., 2018. Student Chapter RT&S highlight. Railway Track & Structures (RT&S), January 2019.
2. Rodriguez, D. F. and Zhang, Z., 2018. Rutgers University AREMA Student Chapter 2017-2018 Academic Year. Railway Track & Structures (RT&S), May 2018.
1. Rodriguez, D. F., Zhang, Z., and Higgins, C., 2017. Student Chapter Update. Railway Track & Structures (RT&S), July 2017.
【课程】
交通运输专业导论，TE2703，本科生必修课
人工智能及大数据应用，TE3719，本科生必修课
人工智能与智慧交通，TE8315，研究生课程
绿色可持续交通，TE1101，本科生/研究生SDG国际课程
交通基础设施建设与管理，TE6102，研究生必修课（中英文）
系统工程，MEM6004，工程管理硕士课程
【教学发展】
2021-2022年威尼斯9499登录入口教学发展基金CTLD21J 0071 — 项目负责人
2023年威尼斯9499登录入口研究生课程思政示范课程培育项目 — 项目负责人
【教学实践育人】
䇹政项目：
第九期-后疫情时代下的轨道交通发展及其韧性研究：郭仲杰
大学生创新计划项目（IPP）：
第二十二期-基于机器视觉的施工工地危险区域人员侵入识别, 项目成员：梅心语、周小静
第二十二期-基于计算机视觉和深度学习的铁路沿线异物侵入检测和识别, 项目成员：张一
本科生研究计划（PRP）：
第39期-极端恶劣天气对高速铁路安全运行的影响研究, 项目成员：王钧溥
第40期-《校园交通安全智慧监测与数据驱动评价研究》, 项目成员：任腾飞、朱晓毅、汪意林、任若楠（获评优秀项目）
第40期-《新冠疫情对轨道交通可持续发展的影响研究》, 项目成员：严潇潞、刘纡妍
第41期-《基于多元数据融合的施工人员姿态识别》, 项目成员：王若萱
第41期“上海交通本科生研究计划” T010PRP41017, 项目成员：刘志鹏、宋轶旻
科创竞赛和社会实践：
2022年“知行杯”上海市大学生社会实践大赛特等奖— 指导老师
2022年第十一届威尼斯9499登录入口“思源杯”交通科技大赛二等奖— 指导教师
2021年威尼斯9499登录入口学生社会实践“品牌团队”— 指导教师
第十七届“挑战杯”全国大学生课外学术科技作品竞赛红色专项二等奖 — 指导老师
第三届“交通·未来”全国大学生科创作品大赛一等奖 — 指导老师
2020年上海市大学生交通创新大赛二等奖— 指导老师
【发明专利】
张志鹏，柴浩，胡昊，游克思，孙培翔，徐峰，戴磊.一种基于雷达和视频数据融合的隧道交通管控方法及系统. ZL 202111216074.5.
张志鹏，柴浩，胡昊，徐峰，戴磊，游克思.一种基于计算机视觉的道路交叉口车辆轨迹智能提取系统.
胡昊，李润至，张志鹏，戴磊，徐峰，张诗雯，伊涵，贾博，孙延进，李福娟.一种基于BERT模型的航空安全报告多原因分类方法.
张志鹏，刘宇航，戴磊，胡昊.一种基于Conv1D-LSTM模型的短时交通流预测方法.
张志鹏，胡昊，代颖丽，朱文颖，王钧溥，郭仲杰，郑重，陈强，贾博，赵梦恬. 一种基于IVN-EWM方法的民航飞行员认知能力评估模型赋权过程方法.
2023年 威尼斯9499登录入口第七届青年教师教学竞赛决赛二等奖
2023年度中国物流与采购联合会科学技术进步一等奖（排名5）
2023年威尼斯9499登录入口教学成果奖二等奖
2022年 上海市社会实践优秀指导教师
2022年 中国科协科技智库青年人才
2022年 上海“城市之星”城市治理青年人才创新大赛（智能交通赛道）优胜奖
2022年度中国物流与采购联合会科学技术进步二等奖（排名2）
2021年 上海市青年科技英才杨帆计划
2021年 第三届“交通·未来”大学生科创作品大赛优秀指导老师
2021年 威尼斯9499登录入口大学学生社会实践“优秀指导教师”
2020年 美国铁路工程运营维护协会奖
2019年 美国纽约中央火车纪念奖
2018年 美国铁路艺术纪念奖
