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With the development of artificial intelligence techniques, transportation system optimization is evolving from traditional methods relying on expert experience to simulation and learning-based decision and optimization methods.
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Christian Gawron · 1998
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Martin Treiber, Ansgar Hennecke, and Dirk Helbing · 2000
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Arne Kesting, Martin Treiber, and Dirk Helbing · 2007
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Michael G McNally · 2007
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P. Koonce and L. Rodegerdts · 2008
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Lili Li, Zhao wei Qu, Xian min Song, and Dianhai Wang · 2009
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Comparing results of 31 algorithms from the black-box optimization benchmarking bbob-2009
Nikolaus Hansen, Anne Auger, Raymond Ros, Steffen Finck, and Petr Pošík · 2010
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Michael Behrisch, Laura Bieker, Jakob Erdmann, and Daniel Krajzewicz · 2011
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Study on flow direction changing method of reversible lanes on urban arterial roadways in china
Xu Li, Jun-Hua Chen, and Hao Wang · 2013
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Playing atari with deep reinforcement learning
Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Alex Graves, Ioannis Antonoglou, Daan Wierstra, and Martin Riedmiller · 2013
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Max pressure control of a network of signalized intersections
Pravin Varaiya · 2013
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The multi-agent transport simulation MATSim
Kay W Axhausen, Andreas Horni, and Kai Nagel · 2016
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Proximal policy optimization algorithms
John Schulman, Filip Wolski, Prafulla Dhariwal, Alec Radford, and Oleg Klimov · 2017
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Network-wide adaptive tolling for connected and automated vehicles
Guni Sharon, Michael W Levin, Josiah P Hanna, Tarun Rambha, Stephen D Boyles, and Peter Stone · 2017
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Enhanced delta-tolling: Traffic optimization via policy gradient reinforcement learning
Hamid Mirzaei Buini, Guni Sharon, Stephen D. Boyles, Tony Givargis, and Peter Stone · 2018
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Hebo: Heteroscedastic evolutionary bayesian optimisation
Alexander I Cowen-Rivers, Wenlong Lyu, Zhi Wang, Rasul Tutunov, Hao Jianye, Jun Wang, and Haitham Bou Ammar · 2020
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Attendlight: Universal attention-based reinforcement learning model for traffic signal control
Afshin Oroojlooy, M. Nazari, Davood Hajinezhad, and Jorge Silva · 2020
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Intelligent driving intelligence test for autonomous vehicles with naturalistic and adversarial environment
Shuo Feng, Xintao Yan, Haowei Sun, Yiheng Feng, and Henry X Liu · 2021
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Dynamic lane traffic signal control with group attention and multi-timescale reinforcement learning
Qize Jiang, Jingze Li, Weiwei Sun, and Baihua Zheng · 2021
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The impacts of road traffic on urban air quality in jinan based gwr and remote sensing
Qi Wang, Haixia Feng, Haiying Feng, Yue Yu, Jian Li, and Erwei Ning · 2021
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Haipeng Chen, Bo An, Guni Sharon, Josiah P. Hanna, Peter Stone, Chunyan Miao, and Yeng Chai Soh · 2018
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Rbfopt: an open-source library for black-box optimization with costly function evaluations
Alberto Costa and Giacomo Nannicini · 2018
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Multiagent reinforcement learning algorithm for distributed dynamic pricing of managed lanes
Venktesh Pandey and Stephen D. Boyles · 2018
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Dynamic electronic toll collection via multi-agent deep reinforcement learning with edge-based graph convolutional networks
Wei Qiu, Haipeng Chen, and Bo An · 2019
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Colight: Learning network-level cooperation for traffic signal control
Hua Wei, Nan Xu, Huichu Zhang, Guanjie Zheng, Xinshi Zang, Chacha Chen, Weinan Zhang, Yanmin Zhu, Kai Xu, and Zhenhui Li · 2019
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Cityflow: A multi-agent reinforcement learning environment for large scale city traffic scenario
Huichu Zhang, Siyuan Feng, Chang Liu, Yaoyao Ding, Yichen Zhu, Zihan Zhou, Weinan Zhang, Yong Yu, Haiming Jin, and Zhenhui Li · 2019
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Learning phase competition for traffic signal control
Guanjie Zheng, Yuanhao Xiong, Xinshi Zang, Jie Feng, Hua Wei, Huichu Zhang, Yong Li, Kai Xu, and Zhenhui Li · 2019
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Efficient pressure: Improving efficiency for signalized intersections
Qiang Wu, Liang Zhang, Jun Shen, Linyuan Lü, Bo Du, and Jianqing Wu · 2021
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Enhancing urban road network by combining route planning and dynamic lane reversal
Zuoting Zhang and Suhua Tang · 2021
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Black carbon emissions from traffic contribute substantially to air pollution in nairobi, kenya
Leonard Kirago, Michael J Gatari, Örjan Gustafsson, and August Andersson · 2022
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Ctrl: Cooperative traffic tolling via reinforcement learning
Yiheng Wang, Hexi Jin, and Guanjie Zheng · 2022
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Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control
Liang Zhang, Qiang Wu, Jun Shen, Linyuan Lü, Bo Du, and Jianqing Wu · 2022
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Dynamic reversible lane optimization in autonomous driving environments: Balancing efficiency and safety
Tao Li, Nengmin Wang, Meng Zhang, and Zheng wen He · 2023
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Cblab: Supporting the training of large-scale traffic control policies with scalable traffic simulation
Chumeng Liang, Zherui Huang, Yicheng Liu, Zhanyu Liu, Guanjie Zheng, Hanyuan Shi, Kan Wu, Yuhao Du, Fuliang Li, and Zhenhui Jessie Li · 2023
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City-scale vehicle trajectory data from traffic camera videos
Fudan Yu, Huan Yan, Rui Chen, Guozhen Zhang, Yu Liu, Meng Chen, and Yong Li · 2023
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Transport Planning Software — PTV Visum
PTV Group · 2024
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