Using a Deep Reinforcement Learning Agent for Traffic Signal Control

3 November 2016

Papers citing "Using a Deep Reinforcement Learning Agent for Traffic Signal Control"

21 / 21 papers shown

Title
Joint Pedestrian and Vehicle Traffic Optimization in Urban Environments using Reinforcement Learning Bibek Poudel Xuan Wang Weizi Li Lei Zhu Kevin Heaslip 47 0 0 07 Apr 2025
Using Petri Nets as an Integrated Constraint Mechanism for Reinforcement Learning Tasks Timon Sachweh Pierre Haritz Thomas Liebig 30 0 0 05 Jul 2024
Multi-Agent Reinforcement Learning Based on Representational Communication for Large-Scale Traffic Signal Control Rohit Bokade Xiaoning Jin Chris Amato 38 10 0 03 Oct 2023
Traffic Light Control with Reinforcement Learning Tao Pan 30 2 0 28 Aug 2023
A Critical Review of Traffic Signal Control and A Novel Unified View of Reinforcement Learning and Model Predictive Control Approaches for Adaptive Traffic Signal Control Xiaoyu Wang Scott Sanner Baher Abdulhai 22 5 0 26 Nov 2022
SafeLight: A Reinforcement Learning Method toward Collision-free Traffic Signal Control Wenlu Du J. Ye Jingyi Gu Jing Li Hua Wei Gui-Liu Wang 33 29 0 20 Nov 2022
Traffic Management of Autonomous Vehicles using Policy Based Deep Reinforcement Learning and Intelligent Routing Anum Mushtaq I. Haq M. A. Sarwar Asifullah Khan Omair Shafiq 11 4 0 28 Jun 2022
The Real Deal: A Review of Challenges and Opportunities in Moving Reinforcement Learning-Based Traffic Signal Control Systems Towards Reality Rex Chen Fei Fang Norman M. Sadeh 37 8 0 23 Jun 2022
Network-wide traffic signal control optimization using a multi-agent deep reinforcement learning Zhenning Li Hao Yu Guohui Zhang Shangjia Dong Cheng-Zhong Xu 21 109 0 20 Apr 2021
Applications of deep learning in traffic congestion detection, prediction and alleviation: A survey Nishant Kumar Martin Raubal AI4TS AI4CE 30 88 0 19 Feb 2021
A Methodology for the Development of RL-Based Adaptive Traffic Signal Controllers G. Varela Pedro P. Santos Alberto Sardinha Francisco S. Melo 23 2 0 24 Jan 2021
Deep Reinforcement Learning for Intelligent Transportation Systems: A Survey Ammar Haydari Y. Yilmaz AI4TS 28 455 0 02 May 2020
Efficiency and Equity are Both Essential: A Generalized Traffic Signal Controller with Deep Reinforcement Learning Shengchao Yan Jingwei Zhang Daniel Buescher Wolfram Burgard 11 8 0 09 Mar 2020
Optimizing Traffic Lights with Multi-agent Deep Reinforcement Learning and V2X communication Azhar Hussain Tong Wang Jiahua Cao 19 9 0 23 Feb 2020
Deep Reinforcement Learning Algorithm for Dynamic Pricing of Express Lanes with Multiple Access Locations Venktesh Pandey Evana Wang S. Boyles 19 39 0 10 Sep 2019
Diagnosing Reinforcement Learning for Traffic Signal Control Guanjie Zheng Xinshi Zang Nan Xu Hua Wei Zhengyao Yu Vikash V. Gayah Kai Xu Z. Li 39 89 0 12 May 2019
A Survey on Traffic Signal Control Methods Hua Wei Guanjie Zheng Vikash V. Gayah Z. Li 21 233 0 17 Apr 2019
Using Reinforcement Learning with Partial Vehicle Detection for Intelligent Traffic Signal Control Rusheng Zhang A. Ishikawa Wenli Wang Benjamin Striner Ozan Tonguz 32 101 0 04 Jul 2018
Deep Reinforcement Learning for Traffic Light Control in Vehicular Networks Xiaoyuan Liang Xunsheng Du Guiling Wang Zhu Han 35 410 0 29 Mar 2018
Traffic Light Control Using Deep Policy-Gradient and Value-Function Based Reinforcement Learning Seyed Sajad Mousavi Michael Schukat Enda Howley 23 304 0 28 Apr 2017
Deep Deterministic Policy Gradient for Urban Traffic Light Control Noe Casas 32 165 0 27 Mar 2017