2015-05至2019-05，澳大利亚新南威尔士大学，土木与环境工程系，交通工程专业，博士

2013-09至2015-12，东南大学-蒙纳士大学苏州联合研究生院，交通工程专业，硕士

2008-09至2012-06，南京工业大学，土木工程学院，土木工程专业，学士

2021-03至今，东南大学，交通学院，副教授

2019-01至2020-12，澳大利亚新南威尔士大学，土木与环境工程系，博士后研究员

多保真度交通网络建模（multi-fidelity model, agent-based simulation）

复杂交通系统仿真优化（simulation-based optimization, reinforcement learning）

混合自主网络管理与控制（mixed autonomy network）

大语言模型智能决策（large language model, parallel computing）

国家自然科学基金面上项目，72471057，混合自主网络停车管理模型与智能优化方法，2025-01至2028-12，40万元，在研，负责人

国家自然科学基金青年项目，52102375，考虑用户异质性的宏微观一体化停车网络动态建模及差别化停车收费优化方法，2022-01至2024-12，30万元，结题，负责人

国家自然科学基金重点项目，52131203，基于大数据的城市道路交通流模型及仿真控制优化方法，2022-01至2026-12，294万元，在研，专题负责人

江苏省基础研究计划（自然科学基金）青年基金项目，BK20210247，考虑路内停车寻位的多区域宏观基本图模型及停车收费协同优化方法，2021-07至2024-06，20万元，结题，负责人

江苏省基础研究计划（自然科学基金）前沿引领技术基础研究专项攀登项目，交通数字孪生供需平衡计算与仿真优化方法，2024-01至2025-12，100万元，在研，项目骨干及联系人

江苏省社会发展碳达峰碳中和科技创新专项资金（重大科技示范）项目课题，BE2022860，区域性综合交通枢纽绿色低碳技术研究，2022-09至2025-08，190万元，在研，主要研究人员

南京市人力资源和社会保障局，南京市留学人员科技创新项目，大规模停车、道路耦合系统宏微观一体化模型及仿真控制优化方法，2024-01至2024-12，3万元，结题，负责人

刘志远, 顾子渊, 刘攀. 交通大数据——理论与方法（第三版）. 浙江大学出版社, 2025.

Liu Z, Gu Z, Liu P. Transportation Big Data: Theory and Methods. Elsevier, 2024.

Li Y, Gu Z*, Zheng N, Ma W, Liu Z. Two-region mixed autonomy network with park-and-ride: Macroscopic modeling, microscopic validation, and multi-scenario analysis[J]. Transportation Research Part A: Policy and Practice, 2026, 211: 105084. (ISTTT26, JCR一区, 交通工程顶刊)

Huang D*, Liu Z, Li T, Gu Z. Data-driven departure time and traffic assignment model for intercity multimodal transport system[J]. Computers & Industrial Engineering, 2026, 214: 111834. (JCR一区)

Gu Z, Xu M, Sun Q, Jiang A, Zhao Y, Yu A, Liu Z*. A data-empowered online simulation framework with parallel computing capabilities for macroscopic heterogeneous highway traffic flows[J]. Transportation Research Part C: Emerging Technologies, 2026, 193: 105919. (JCR一区, 交通工程顶刊)

Liu C, Huang K*, Zhou H, Gu Z, Liu Q, Liu Z. HMP-RL: Hierarchical multi-policy reinforcement learning for truck platooning[J]. Transportation Research Part C: Emerging Technologies, 2026, 185: 105579. (JCR一区, 交通工程顶刊)

Gu Z, Ru B, Li Y, Ma W, Vu H L, Cheng Q, Kuang Y*. Simulation-based optimization for transportation system analysis: State-of-the-art research and future endeavors[J]. Multimodal Transportation, 2026, 5(1): 100253. (JCR一区)
Gu Z, Kuang Y, Vu H, Saberi M, Liu Y, Liu Z*. Large-Scale Transportation Governance: A Tensorization-Parallelization Co-Empowered Framework[J]. The Innovation, 2026, 7(4): 101246. (Cell合作期刊, JCR一区)

Huo J, Liu Z*, Gu Z*, Chen C. A hybrid ranking and selection procedure to solve simulation-based discrete network design problems[J]. Transportation Research Part C: Emerging Technologies, 2026, 183: 105438. (JCR一区, 交通工程顶刊)

Wang Z, Cheng Q, Gu Z*, Liu C, Cun D, Shi X, Wu X, Zhou Z, He X, Vlacic L, Liu Z*. Analyzing Mega-mobility Systems in Smart Cities: A Macro–Micro Integration with Feedback Paradigm Empowered by Artificial Intelligence[J]. Research, 2025, 8: 0982. (Science合作期刊, JCR一区)

Huo J#, Gu Z#, Liu Z*, Wang S, Laporte G. A Heteroscedastic Robust Bayesian Optimization Method for Solving Simulation-Based Transportation Problems[J]. Transportation Science, 2025, 59(6): 1353-1374. (JCR一区, 交通管理顶刊)

Zhou Z#, Gu Z#, Liu P, Yu W, Liu Z*. Leveraging Semi-Supervised Learning and Meta-Learning for Re-Identification in Few-Shot Spatiotemporal Anomaly Detection[J]. IEEE Transactions on Neural Networks and Learning Systems, 2025, 36(11): 19560-19573. (JCR一区, 人工智能顶刊)

Liu Z, Zhou Z, Gu Z, Liu S*, Liu P, Zhang Y, He Y, Zhang K. TRIP: Transport reasoning with intelligence progression — A foundation framework[J]. Transportation Research Part C: Emerging Technologies, 2025, 179: 105260. (JCR一区, 交通工程顶刊)

Gu Z#, Hong Q#, Zhou Z, Geng X, Liu Z*, Jia M. Topological Information Utilization in Label Enhancement and Label Distribution Learning Based on Optimal Transport Theory[J]. IEEE Transactions on Knowledge and Data Engineering, 2025, 37(9): 5666-5678. (CCF A, JCR一区, 数据科学顶刊)

Zhang K, Sun L, Kong D*, Xu Y, Gu Z*, Zhao Z, Wang M. A dynamic continuous flowintersection collaborative control framework based on virtual channelization in an intelligent connected environment[J]. Transportation Research Part C: Emerging Technologies, 2025, 175: 105123. (JCR一区, 交通工程顶刊)

Shi Y, Wu T, Guo T, Huo J, Gu Z*, Dai Y, Liu Z*. Traffic simulation optimization considering driving styles[J]. Communications in Transportation Research, 2025, 5: 100181. (JCR一区, 交通工程顶刊)

Shi Y, Liu C*, Sun Q, Liu C, Liu H, Gu Z, Liu S, Feng S, Wang R. Real-Time Bottleneck Identification and Graded Variable Speed Limit Control Framework for Mixed Traffic Flow on Highways Based on Deep Reinforcement Learning[J]. Journal of Transportation Engineering, Part A: Systems, 2025, 151(5): 04025017. (JCR三区)

Liu Z, Jiang A, Wang Z, Zhou Z, Fang L, Cheng Q*, Gu Z*. An integrated framework for multiple traffic anomalies detection on highways using vehicle trajectories[J]. Computer-Aided Civil and Infrastructure Engineering, 2025, 40: 5114-5135. (JCR一区, 土木工程顶刊)

Liao Q, Li G, Yu J, Gu Z, Ma W*. Online prediction-assisted safe reinforcement learning for electric vehicle charging station recommendation in dynamically coupled transportation-power systems[J]. Transportation Research Part C: Emerging Technologies, 2025, 176: 105155. (JCR一区, 交通工程顶刊)

Cheng Q, Zhang Y, Gu Z*, Wang Z, Liu H, Lin Y, Liu Z*. A hybrid physics-based and data-driven approach for car-following behavior modeling and analysis[J]. Transportation Research Part C: Emerging Technologies, 2025, 177: 105207. (JCR一区, 交通工程顶刊)

Cheng Q, Dai G, Ru B, Liu Z, Ma W, Liu H, Gu Z*. Traffic Flow Outlier Detection for Smart Mobility Using Gaussian Process Regression Assisted Stochastic Differential Equations[J]. Transportation Research Part E: Logistics and Transportation Review, 2025, 193: 103840. (JCR一区, 交通管理顶刊)

Tang T, Liu R*, Marsden G, Gu Z, Fu X. The battle for kerbside space: An evaluation of the competition between car-hailing and bus services[J]. Transportation Research Part A: Policy and Practice, 2025, 192: 104392. (JCR一区, 交通工程顶刊)

Zhou Z#, Gu Z#, Jiang A, Liu Z*, Zhao Y, Liu H. Prototype augmentation-based spatiotemporal anomaly detection in smart mobility systems[J]. Transportation Research Part E: Logistics and Transportation Review, 2025, 193: 103815. (JCR一区, 交通管理顶刊)

Gu Z, Wang Y, Ma W, Liu Z*. A joint travel mode and departure time choice model in dynamic multimodal transportation networks based on deep reinforcement learning[J]. Multimodal Transportation, 2024, 3(3): 100137. (JCR一区)

Shi Y, Gu Z, Jiang A, Zhou D, Liu Z*. HPTSim: A Highway Parallel Traffic Simulation Framework for Mixed Concurrency Scenarios[J]. IEEE Intelligent Transportation Systems Magazine, 2024: 2-20. (JCR一区)

Zhou Z#, Gu Z#, Qu X, Liu P, Liu Z*, Yu W. Urban mobility foundation model: A literature review and hierarchical perspective[J]. Transportation Research Part E: Logistics and Transportation Review, 2024, 192: 103795. (JCR一区, 交通管理顶刊)

Yang Y#, Zhang Y#, Gu Z*, Liu Z, Xi H, Liu S, Feng S, Liu Q. Fusing Physics-Based and Data-Driven Models for Car-Following Modeling: A Particle Filter Approach[J]. Journal of Transportation Engineering, Part A: Systems, 2024, 150(12): 04024080. (JCR三区)

Xi H, Li M, Hensher D A, Xie C*, Gu Z, Zheng Y. Strategizing sustainability and profitability in electric Mobility-as-a-Service (E-MaaS) ecosystems with carbon incentives: A multi-leader multi-follower game[J]. Transportation Research Part C: Emerging Technologies, 2024, 166: 104758. (JCR一区, 交通工程顶刊)

Gu Z, Li Y, Saberi M, Liu Z*. Simulation-Based Robust and Adaptive Optimization Method for Heteroscedastic Transportation Problems[J]. Transportation Science, 2024. (ISTTT25, JCR一区, 交通管理顶刊)

Shi Y, Liu J, Liu C, Gu Z*. DeepAD: An integrated decision-making framework for intelligent autonomous driving[J]. Transportation Research Part A: Policy and Practice, 2024, 183: 104069. (JCR一区, 交通工程顶刊)

Tang T, Gu Z*, Yang Y, Sun H, Chen S, Chen Y. A data-driven framework for natural feature profile of public transport ridership: Insights from Suzhou and Lianyungang, China[J]. Transportation Research Part A: Policy and Practice, 2024, 183: 104049. (JCR一区, 交通工程顶刊)

Wang Z, Liu Z, Cheng Q*, Gu Z*. Integrated self-consistent macro-micro traffic flow modeling and calibration framework based on trajectory data[J]. Transportation Research Part C: Emerging Technologies, 2024, 158: 104439. (JCR一区, 交通工程顶刊)

Alhariqi A, Gu Z, Saberi M*. Impact of vehicle arrangement in mixed autonomy traffic on emissions[J]. Transportation Research Part D: Transport and Environment, 2023, 125: 103964. (JCR一区, 交通工程顶刊)

Gu Z, Li Y, Saberi M, Rashidi T H, Liu Z*. Macroscopic parking dynamics and equitable pricing: Integrating trip-based modeling with simulation-based robust optimization[J]. Transportation Research Part B: Methodological, 2023, 173: 354-381. (JCR一区, 交通管理顶刊)

Gu Z, Yang X, Zhang Q, Yu W, Liu Z*. TERL: Two-Stage Ensemble Reinforcement Learning Paradigm for Large-Scale Decentralized Decision Making in Transportation Simulation[J]. IEEE Transactions on Knowledge and Data Engineering, 2023: 1-14. (CCF A, JCR一区, 数据科学顶刊)

Chen Y, Gu Z, Zheng N, Vu H L*. Optimal coordinated congestion pricing for multiple regions: a surrogate-based approach[J]. Transportation, 2023. (JCR一区)

Shafiei S*, Gu Z, Grzybowska H, Cai C. Impact of self-parking autonomous vehicles on urban traffic congestion[J]. Transportation, 2023, 50(1): 183-203. (JCR一区)

Shi Y, Gu Z*, Yang X, Li Y, Chu Z. An Adaptive Route Guidance Model Considering the Effect of Traffic Signals Based on Deep Reinforcement Learning[J]. IEEE Intelligent Transportation Systems Magazine, 2023: 2-15. (JCR一区)

Wang Z, Shi Y, Tong W, Gu Z, Cheng Q*. Car-Following Models for Human-Driven Vehicles and Autonomous Vehicles: A Systematic Review[J]. Journal of Transportation Engineering, Part A: Systems, 2023, 149(8): 04023075. (JCR三区)

Gu Z, Wang Z, Liu Z, Saberi M*. Network traffic instability with automated driving and cooperative merging[J]. Transportation Research Part C: Emerging Technologies, 2022, 138: 103626. (JCR一区, 交通工程顶刊)

Chen Y*, Zhang Y, Gu Z. Differential Congestion Pricing Strategies for Heterogeneous Users in the Mixed Traffic Condition[J]. Journal of Advanced Transportation, 2022: 1829104. (JCR三区)

Zhang J, Wu W, Cheng Q*, Tong W*, Khadka A, Fu X, Gu Z. Extracting the Complete Travel Trajectory of Subway Passengers Based on Mobile Phone Data[J]. Journal of Advanced Transportation, 2022: 8151520. (JCR三区)

Mansourianfar M H, Gu Z, Saberi M*. Distance-based time-dependent optimal ratio control scheme (TORCS) in congested mixed autonomy networks[J]. Transportation Research Part C: Emerging Technologies, 2022, 141: 103760. (JCR一区, 交通工程顶刊)

Alhariqi A, Gu Z, Saberi M*. Calibration of the intelligent driver model (IDM) with adaptive parameters for mixed autonomy traffic using experimental trajectory data[J]. Transportmetrica B: Transport Dynamics, 2022, 10(1): 421-440. (JCR二区)

Najmi A, Bostanara M, Gu Z, Rashidi T H*. On-street parking management and pricing policies: An evaluation from a system enhancement perspective[J]. Transportation Research Part A: Policy and Practice, 2021, 146: 128-151. (JCR一区, 交通工程顶刊)

Gu Z, Safarighouzhdi F, Saberi M, Rashidi T H*. A macro-micro approach to modeling parking[J]. Transportation Research Part B: Methodological, 2021, 147: 220-244. (JCR一区, 交通管理顶刊)

Gu Z, Saberi M*. Simulation-based optimization of toll pricing in large-scale urban networks using the network fundamental diagram: A cross-comparison of methods[J]. Transportation Research Part C: Emerging Technologies, 2021, 122: 102894. (JCR一区, 交通工程顶刊)

Mansourianfar M H, Gu Z, Waller S T, Saberi M*. Joint routing and pricing control in congested mixed autonomy networks[J]. Transportation Research Part C: Emerging Technologies, 2021, 131: 103338. (JCR一区, 交通工程顶刊)

Ashfaq M, Gu Z, Waller S T, Saberi M*. Comparing Dynamic User Equilibrium and Noniterative Stochastic Route Choice in a Simulation-Based Dynamic Traffic Assignment Model: Practical Considerations for Large-Scale Networks[J]. Journal of Advanced Transportation, 2021: 6667335. (JCR三区)

Gu Z, Najmi A, Saberi M, Liu W, Rashidi T H*. Macroscopic parking dynamics modeling and optimal real-time pricing considering cruising-for-parking[J]. Transportation Research Part C: Emerging Technologies, 2020, 118: 102714. (JCR一区, 交通工程顶刊)

Saberi M*, Hamedmoghadam H, Ashfaq M, Hosseini S A, Gu Z, Shafiei S, Nair D J, Dixit V, Gardner L, Waller S T, González M C. A simple contagion process describes spreading of traffic jams in urban networks[J]. Nature Communications, 2020, 11(1): 1616. (Nature子刊, JCR一区)

Gu Z, Saberi M*. A bi-partitioning approach to congestion pattern recognition in a congested monocentric city[J]. Transportation Research Part C: Emerging Technologies, 2019, 109: 305-320. (JCR一区, 交通工程顶刊)

Gu Z, Waller S T, Saberi M*. Surrogate-based toll optimization in a large-scale heterogeneously congested network[J]. Computer-Aided Civil and Infrastructure Engineering, 2019, 34(8): 638-653. (JCR一区, 土木工程顶刊)

Gu Z, Saberi M*, Sarvi M, Liu Z. A big data approach for clustering and calibration of link fundamental diagrams for large-scale network simulation applications[J]. Transportation Research Part C: Emerging Technologies, 2018, 94: 151-171. (ISTTT22, JCR一区, 交通工程顶刊)

Gu Z, Shafiei S, Liu Z, Saberi M*. Optimal distance- and time-dependent area-based pricing with the Network Fundamental Diagram[J]. Transportation Research Part C: Emerging Technologies, 2018, 95: 1-28. (JCR一区, 交通工程顶刊)

Shafiei S, Gu Z, Saberi M*. Calibration and Validation of a Simulation-based Dynamic Traffic Assignment Model for a Large-Scale Congested Network[J]. Simulation Modelling Practice and Theory, 2018, 86: 169-186. (JCR一区)

Lu L, Gu Z, Huang D, Liu Z*, Chen J. An evaluation framework for the public information guidance system[J]. KSCE Journal of Civil Engineering, 2017, 21(5): 1919-1928. (JCR三区)

Gu Z, Liu Z*, Shiwakoti N, Yang M. Video-based analysis of school students’ emergency evacuation behavior in earthquakes[J]. International Journal of Disaster Risk Reduction, 2016, 18: 1-11. (JCR一区)

2026年华为公司“难题揭榜”火花奖（2项）

第十五届亚太交通与环境国际会议（APTE 2026）最佳论文奖（通讯作者）

2025年教育部科学研究优秀成果奖一等奖（6/6）

第七届多模式交通运输国际研讨会（ISMT 2025）最佳论文奖（合作作者）

东南大学2025年校级本科优秀毕业设计（论文）（指导教师）

第十六届计算交通科学国际研讨会（CTS 2025）最佳论文奖（通讯作者）

第三届江苏省综合交通运输学会青年科技奖（1/1）

2024年中国公路学会科学技术进步奖一等奖（11/15）

2024年中国智能交通协会科技进步奖一等奖（2/15）

东南大学第31届青年教师授课竞赛三等奖

第十五届计算交通科学国际研讨会（CTS 2024）最佳论文奖（合作作者）

东南大学本科生第十四届交通运输科技竞赛三等奖（指导教师）

东南大学本科生第十四届交通运输科技竞赛优秀奖（指导教师）

2023年江苏省科学技术奖一等奖（11/11）

2023年江苏省高等学校科学技术研究成果奖二等奖（4/9）

东南大学2023年校级本科优秀毕业设计（论文）（指导教师）

第十四届计算交通科学国际研讨会（CTS 2023）最佳论文奖（第一作者）

第五届多模式交通运输国际研讨会（ISMT 2023）最佳论文奖（通讯作者）

2022年江苏省“双创博士”

2022年长三角数据开放创新应用大赛二等奖（指导教师）

2021年东南大学“至善青年学者”（A层次）

2021年中国智能交通协会技术发明奖二等奖（3/6）

第29届智能交通世界大会创新大赛暨第二届“姑苏杯”青年智能交通创新技术应用大赛优胜奖（2/10）

2019年澳大利亚新南威尔士大学土木与环境工程系博士后写作奖

2019年澳大利亚新南威尔士大学杰出博士毕业论文

2017年澳大利亚蒙纳士大学土木工程系交通学科最佳论文奖

《交通大数据分析》（国家级一流本科课程）

《高级运筹学》

《数据分析与建模》

IET Intelligent Transport Systems副主编

Transportation Research Part C青年编委

Multimodal Transportation青年编委

Transportation Research Part E“多模式交通运输新兴技术与方法”客座编辑

Multimodal Transportation“多模式交通运输新兴技术与方法”客座编辑

Journal of Advanced Transportation“交通数据智能理论与实践”客座编辑

Frontiers in Future Transportation“智能网联自动驾驶交通系统分析”客座编辑

《铁道科学与工程学报》“交通仿真优化：理论、方法和应用”客座编辑

世界交通运输大会（WTC）交通工程学部交通建模与仿真学科“交通系统模型与仿真决策”技术委员会主席

世界交通运输大会（WTC）运输规划学部综合交通运输系统分析与优化学科“多模式城市交通系统分析”技术委员会青年委员

江苏省综合交通运输学会青年专家人才委员会副秘书长

第六届多模式交通运输国际研讨会（ISMT 2024）执行主席

第二十二届IEEE智能交通系统大会（IEEE ITSC 2019）“交通仿真与建模”分会场主席

第四届多模式交通运输国际研讨会（ISMT 2021）分会场主席

第二十和二十一届COTA国际交通科技年会（CICTP 2020-21）“交通流理论与网络建模”分会场主题报告人

2021年世界交通运输大会（WTC 2021）“交通大数据应用论坛”主持人

欢迎有志于学术研究的同学联系，每年招收1-2名博士生（包括澳大利亚蒙纳士大学联培博士、东南大学统计与数据科学学院博士）、2-3名硕士生（包括东南大学无锡校区）。要求有较好的数学和计算机能力，无专业背景要求，包括但不限于交通、管理科学、计算机、数学等，能够提供较好的国内外学术交流与联培访学机会。欢迎本科生积极联系参与SRTP项目和交科赛等各类竞赛。一直相信一句话，师傅领进门，修行在个人，你的主观能动性决定了你的上限。

2025届硕士毕业生：曹洋（国开行湖南分行）、代贵淇（华为2012实验室）
2026届硕士毕业生：李一凡（硕博连读）、刘家伟