师资情况LIST OF TEACHERS

教授

田钧方

教授 博士生导师

电子邮箱:jftian@tju.edu.cn

研究方向:交通系统大数据分析、建模、优化与管理

个人简介

【个人简介】

田钧方,英才教授、国家优青. 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、机器学习与强化学习等。

【工作经历】

时间 单位 学位/职务
2023-至今 天津大学系统工程研究所 教授
2018-2023 天津大学系统工程研究所 副教授
2014-2018 天津大学系统工程研究所 讲师

【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

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】

团队资助学生参加各类国际会议

团队每年开展1-2门相关理论或方法研习,促进师生持续进步

团队为新生提供系统化的知识和技能训练(配备武林秘籍),帮助新生快速适应科研节奏、迈好科研第一步



研究成果

【代表性论文】

[1] 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.

[2] 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.

[3] 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.

[4] 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.

[5] 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.

[6] 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.

[7] 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.

[8] 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.

[9] 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.

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

[11] 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.

[12] 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

[13] 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.

[14] 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.

[15] 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.

[16] 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.

[17] 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.

[18] 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.

[19] 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.

[20] 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.

[21] 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.

[22] 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.

[23] 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.


研究项目

【主持项目】

[1] 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

[2] 国家自然科学基金面上项目,研究主题:交通行为

[3] 国家自然科学基金青年项目,研究主题:交通仿真

[4] 天津大学北洋青年学者项目,研究主题:交通流建模与优化

[5] 天津大学攻坚预研项目,研究主题:绿色交通管理技术

[6] 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

【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