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1. 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 , accepted. (JCR 一区 , 交通管理顶刊 )
2. 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 , accepted. (JCR一区 , 人工智能顶刊 )
3. 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 )
4. 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 , 2025: 100253.
5. 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: 1-14. (JCR一区 , CCF A, 数据科学顶 刊 )
6. 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 )
7. 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 )
8. 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 )
9. 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. (JCR一区 , 土木工程顶刊 )
10. 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 )
11. 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 )
12. 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, 1 93: 103840. (JCR 一区 , 交通管理顶刊 )
13. 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 )
14. 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 )
15. 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.
16. 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 )
17. 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 )
18. 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 )
19. 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 )
20. Gu Z , Li Y, Saberi M, Liu Z*. Simulation-Based Robust and Adaptive Optimization Method for Heteroscedastic Transportation Problems[J]. Transportation Science , 2024. (JCR 一区 , 交通管理顶刊 )
21. 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 )
22. 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 )
23. 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 )
24. 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 )
25. 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 )
26. 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. (JCR一区 , CCF A, 数据科学顶 刊 )
27. 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 )
28. 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 )
29. 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 )
30. 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 )
31. 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 )
32. 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 )
33. 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 )
34. 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 )
35. 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 )
36. 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 )
37. 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 )
38. 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 )
39. 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 )
40. 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 )
41. 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 )
42. 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. (JCR一区 , 交叉科学顶 刊 )
43. 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 )
44. 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 )
45. 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. (JCR一区 , 交通工程顶刊 )
46. 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 )
47. 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 )
48. 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 )
49. 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 )
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