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【个人简介】

田钧方，英才教授、国家优青、第一批天津市青年科技人才(第一层次)、各类项目与人才的函评与会评专家，主持国家自然科学基金3项，发表高水平论文50余篇，包括Transportation Science、Transportation Research part A/B/C/D/E/F、IEEE-TITS、Accident Analysis and Prevention、Journal of Transport Geography与Transport Policy等交通管理领域顶级或权威期刊，出版学术专著2部。研究领域覆盖交通系统建模/仿真/管理/优化等方向，研究技术方法论包括计算机仿真、行为实验、社会调查、博弈分析、大数据分析、整数规划、随机规划、鲁棒优化、机器学习与强化学习等。

【教育与工作经历】

【招生要求】

基本要求：

具备（不限于）管理、交通、数学、统计、计算机、自动化等相关专业背景

乐观开朗，持续热爱学习和科研

信任导师，愿意保持互利共生的师生关系

重视同门，支持营造互利共赢的同袍生态

最重要的标准：做事不拖拉，能听进去意见

博士招生

专业：管理科学与工程

类型：直博、硕博连读和申请-考核制博士

硕士招生

专业：管理科学与工程，系统工程

类型：推免或考研硕士

不怕不会，关键在学：不要求入学前就掌握非常多的知识与技能，重点在于入学后在老师的指导下认真学习，以适合自己的节奏建立知识体系。

【学生培养】

[1] 资助学生参加各类国际会议以及国内外相关培训，帮助博士生与国内外知名学者建立合作关系，近三年邀请国内外学者交流访问30余人

[2] 每年会开展1-2门相关方法的研习班，促进师生持续进步，目前已邀请过知名教授来团队内部展开鲁棒优化、强化学习等相关技术的完整教学。2025年10月份将邀请相关专业教授开展控制理论及其在运输与管理科学中的应用，包括最优控制、随机控制、鲁棒控制和模型预测控制等技术和论文的零基础研习班，目前正在和相关方向教授洽谈授课内容和形式

[3] 为新生提供系统化的知识和技能训练(已自编内部讲义，包括：线性优化、非线性优化、整数规划、凸优化、锥优化、双层规划、变分不等式、随机优化、鲁棒优化等)，帮助博士生打好基础，快速入门(有微积分/线性代数/概率论基础就可以了)

【代表性论文】

[1] Shirui Zhou; Shiteng Zheng; Xu, Tu; Martin, Treiber; Junfang Tian*; Rui Jiang, On the calibration of stochastic car following models. Transportation Research Part B-Methodological, 2025, 196, 103224

[2] Tao Wang; Zhipeng Zhu; Jing Zhang; Junfang Tian*; Wenyi Zhang.A large-scale traffic signal control algorithm based on multi-layer graph deep reinforcement learning. Transportation Research Part C: Emerging Technologies, 2024, 162, 104582.

[3] Wang Tao; Huang Li; Tian Junfang*; Zhang Jing, Yuan Zijian; Zheng Jianfeng. Bus dwell time estimation and overtaking maneuvers analysis: A stochastic process approach. Transportation Research Part E: Logistics and Transportation Review 2024, 186, 103577.

[4] Zhou, Shirui; Tian, Junfang*; Ge, Ying-En; Yu, Shaowei; Jiang, Rui. . Experimental features of emissions and fuel consumption in a car-following platoon[J]. Transportation Research Part D: Transport and Environment, 2023, 121: 103823.

[5] Yan Yingying, Zhong Shiquan, Tian Junfang*, Liang Song, Driving distraction at night: The impact of cell phone use on driving behaviors among young drivers[J]. Transportation Research Part F: Traffic Psychology and Behaviour, 2022, 91: 401-413.

[6] Yan Yingying, Zhong Shiquan, Tian Junfang*, Ning Jia, An empirical study on consumer automobile purchase intentions influenced by the COVID-19 outbreak [J] Journal of Transport Geography, 2022, 104: 103458.

[7] Yan Yingying, Zhong Shiquan, Tian Junfang*, Tong Li. Continuance intention of autonomous buses: An empirical analysis based on passenger experience[J]. Transport Policy, 2022, 126: 85-95.

[8] Zheng, Shi-Teng; Jiang, Rui*; Tian, Junfang*; Li, Xiaopeng; Treiber, Martin; Li, Zhen-Hua; Gao, Lan-Da; Jia, Bin. Empirical and experimental study on the growth pattern of traffic oscillations upstream of fixed bottleneck and model test [J]. Transportation Research Part C-Emerging Technologies, 2022, 140, 103729.

[9] Zhang, Qianran; Ma, Shoufeng; Tian, Junfang*; Rose, John M.; Jia, Ning*. Mode choice between autonomous vehicles and manually-driven vehicles: An experimental study of information and reward[J]. Transportation Research Part A-Policy and Practice, 2022,157: 24-39.

[10] Zheng, Shi-Teng; Jiang, Rui*; Tian, Junfang*; Zhang, H. M.; Li, Zhen-Hua; Gao, Lan-Da; Jia, Bin. Experimental study on properties of lightly congested flow [J]. Transportation Research Part B-Methodological, 2021,149: 1-19.

[11] Dong, Hongming; Ma, Shoufeng; Jia, Ning; Tian, Junfang*. Understanding public transport satisfaction in post COVID-19 pandemic [J]. Transport Policy, 2021,101: 81-88.

[12] Tian, Junfang; Zhu, Chenqiang; Chen, Danjue; Jiang, Rui*; Wang, Guanying*; Gao, Ziyou. Car following behavioral stochasticity analysis and modeling: Perspective from wave travel time [J]. Transportation Research Part B-Methodological, 2021,143: 160-176.

[13] Dong, Hongming; Zhong, Shiquan; Xu, Shuxian; Tian, Junfang; Feng, Zhongxiang. The relationships between traffic enforcement, personal norms and aggressive driving behaviors among normal e-bike riders and food delivery e-bike riders [J]. Transport Policy, 2021(114):138-146. 3

[14] Wang, Tao; Xu, Keyu; Tian, Junfang*; Zhang, Jing*; Gao, Ziyou; Li, Shubin. Boarding Time Estimation Using the Passenger Density Distribution on the Bus [J]. IEEE Transactions on Intelligent Transportation Systems, 2021:1-14.

[15] Tian, Junfang; Zhu, Chenqiang; Jiang, Rui; Treiber, Martin. Review of the Cellular Automata Models for Reproducing Synchronized Traffic Flow [J]. Transportmetrica A-Transport Science. 2021, 17(4):766-800.

[16] Tian, Junfang; Zhang, H. M.; Treiber, Martin; Jiang, Rui; Gao, Ziyou; Jia, Bin. On the Role of Speed Adaptation and Spacing Indifference in Traffic Instability: Evidence from Car-Following Experiments and Its Stochastic Model [J]. Transportation Research Part B-Methodological. 2019, 129(11):334-350.

[17] Dong, Hongming; Jia, Ning; Tian, Junfang*; Ma, Shoufeng. The Effectiveness and Influencing Factors of a Penalty Point System in China from the Perspective of Risky Driving Behaviors [J]. Accident Analysis and Prevention. 2019, 131(10):171-179.

[18] Wang, Zuojun; Ma, Shoufeng; Jiang, Rui; Tian, Junfang*. A Cellular Automaton Model Reproducing Realistic Propagation Speed of Downstream Front of the Moving Synchronized Pattern [J]. Transportmetrica B-Transport Dynamics. 2017, 7(11):1-16.

[19] Tian, Junfang; Jia, Bin; Ma, Shoufeng; Zhu, Chenqiang; Jiang, Rui; Ding, Yaoxian. Cellular Automaton Model with Dynamical 2D Speed-Gap Relation [J]. Transportation Science. 2017, 51(3):807-822.

[20] Tian, Junfang; Jiang, Rui; Li, Geng; Treiber, Martin; Jia, Bin; Zhu, Chenqiang. Improved 2D Intelligent Driver Model in the Framework of Three-Phase Traffic Theory Simulating Synchronized Flow and Concave Growth Pattern of Traffic Oscillations [J]. Transportation Research Part F-Traffic Psychology and Behaviour. 2016, 41(8-A):55-65.

[21] Tian, Junfang; Jiang, Rui; Jia, Bin; Gao, Ziyou; Ma, Shoufeng. Empirical Analysis and Simulation of the Concave Growth Pattern of Traffic Oscillations [J]. Transportation Research Part B-Methodological. 2016, 93(A):338-354.

[22] Tian, Junfang; Li, Guangyu; Treiber, Martin; Jiang, Rui; Jia, Ning; Ma, Shoufeng. Cellular Automaton Model Simulating Spatiotemporal Patterns, Phase Transitions and Concave Growth Pattern of Oscillations in Traffic Flow [J]. Transportation Research Part B-Methodological. 2016, 93(8): 560-575.

[23] Tian, Junfang; Treiber, Martin; Ma, Shoufeng; Jia, Bin; Zhang, Wenyi. Microscopic driving theory with oscillatory congested states: model and empirical verification [J]. Transportation Research Part B: Methodological. 2015,71: 138-157.

[24] Tian, Junfang; Jia, Ning; Zhu, Ning; Jia, Bin; Yuan, Zhenzhou. Brake light cellular automaton model with advanced randomization for traffic breakdown [J]. Transportation Research Part C: Emerging Technologies. 2014,44:282-298.

【主持项目】

[1] 京津冀基础研究合作专项，研究主题：智慧城市

[2] 国家自然科学基金优青项目，研究主题：自动驾驶、仿真优化、管理控制

[3] 国家自然科学基金面上项目，研究主题：交通行为

[4] 国家自然科学基金青年项目，研究主题：交通仿真

[5] 天津大学北洋青年学者项目，研究主题：交通流建模与优化

[6] 天津大学攻坚预研项目，研究主题：绿色交通管理技术

[7] 天津大学北洋青年骨干教师项目，研究主题：交通行为分析

【学术与社会服务】

[1] 担任管理科学与工程学会理事、中国系统工程学会青年工作委员会委员等

[2] 担任交通科学与计算专题研讨会组委会-委员、国际学术会议 International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS) 组委会-委员、交通运输系统工程与信息-期刊编委、Digital Transportation and Safety-期刊副主编等

[3] 担任国际学术期刊 Transportation Science、International Symposium on Transportation and Traffic Theory、管理科学学报等 30 余本期刊和会议的审稿人