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Traffic Light Control Using Deep Policy-Gradient and Value-Function Based Reinforcement Learning

28 April 2017

Papers citing "Traffic Light Control Using Deep Policy-Gradient and Value-Function Based Reinforcement Learning"

50 / 65 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 313 4 0 07 Apr 2025
A Constrained Multi-Agent Reinforcement Learning Approach to Autonomous Traffic Signal Control Anirudh Satheesh Keenan Powell 164 2 0 30 Mar 2025
Communication Strategy on Macro-and-Micro Traffic State in Cooperative Deep Reinforcement Learning for Regional Traffic Signal Control Hankang Gu Shangbo Wang Dongyao Jia Yuli Zhang Yanrong Luo Guoqiang Mao Jianping Wang Eng Gee Lim 143 1 0 18 Feb 2025
Reinforcement Learning for Adaptive Traffic Signal Control: Turn-Based and Time-Based Approaches to Reduce Congestion Muhammad Tahir Rafique Ahmed Mustafa Hasan Sajid 82 0 0 28 Aug 2024
An Offline Meta Black-box Optimization Framework for Adaptive Design of Urban Traffic Light Management SystemsKnowledge Discovery and Data Mining (KDD), 2024 Taeyoung Yun Kanghoon Lee Sujin Yun Ilmyung Kim Won-Woo Jung Min-Cheol Kwon Kyujin Choi Yoohyeon Lee Jinkyoo Park 250 1 0 14 Aug 2024
GuideLight: "Industrial Solution" Guidance for More Practical Traffic Signal Control Agents Haoyuan Jiang Xuantang Xiong Ziyue Li Hangyu Mao Guanghu Sui Jingqing Ruan Yuheng Cheng Hua Wei Wolf Ketter Rui Zhao 189 5 0 15 Jul 2024
Knowing What Not to Do: Leverage Language Model Insights for Action Space Pruning in Multi-agent Reinforcement Learning Zhihao Liu Xianliang Yang Zichuan Liu Yifan Xia Wei Jiang Yuanyu Zhang Lijuan Li Guoliang Fan Lei Song Bian Jiang LLMAG 182 8 0 27 May 2024
Multi-agent Reinforcement Traffic Signal Control based on Interpretable Influence Mechanism and Biased ReLU Approximation Zhiyue Luo Jun Xu Fanglin Chen AI4CE 124 2 0 20 Mar 2024
UniTSA: A Universal Reinforcement Learning Framework for V2X Traffic Signal ControlIEEE Transactions on Vehicular Technology (IEEE Trans. Veh. Technol.), 2023 Maonan Wang Xi Xiong Yuheng Kan Chengcheng Xu Man-On Pun 154 17 0 08 Dec 2023
A DRL solution to help reduce the cost in waiting time of securing a traffic light for cyclists Lucas Magnana H. Rivano Nicolas Chiabaut 97 0 0 23 Nov 2023
When Mining Electric Locomotives Meet Reinforcement Learning Ying Li Z. Zhu Xiaoqiang Li Chunyu Yang Hao Lu 55 1 0 14 Nov 2023
Cooperative Multi-Objective Reinforcement Learning for Traffic Signal Control and Carbon Emission Reduction Cheng Ruei Tang J. Hsieh Shin-You Teng 73 0 0 16 Jun 2023
Real-Time Network-Level Traffic Signal Control: An Explicit Multiagent Coordination Method Wanyuan Wang Tianchi Qiao Jinming Ma Jiahui Jin Zhibin Li Weiwei Wu Yichuan Jiang 88 6 0 15 Jun 2023
SocialLight: Distributed Cooperation Learning towards Network-Wide Traffic Signal ControlAdaptive Agents and Multi-Agent Systems (AAMAS), 2023 Harsh Goel Yifeng Zhang Mehul Damani Guillaume Sartoretti 117 10 0 20 Apr 2023
Deep Reinforcement Learning for Traffic Light Control in Intelligent Transportation Systems Xiao-Yang Liu Ming Zhu S. Borst A. Elwalid 385 13 0 04 Feb 2023
Reinforcement learning for traffic signal control in hybrid action space Haoqing Luo Sheng Jin 152 13 0 23 Nov 2022
A Bibliometric Analysis and Review on Reinforcement Learning for Transportation ApplicationsTransportmetrica B: Transport Dynamics (TBTD), 2022 Can Li Mengwei He L. Yao S. Waller Wei Liu 158 18 0 26 Oct 2022
ADLight: A Universal Approach of Traffic Signal Control with Augmented Data Using Reinforcement Learning Maonan Wang Yutong Xu Xincheng Xiong Yuheng Kan Chengcheng Xu Man-On Pun 92 7 0 24 Oct 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 69 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 201 13 0 23 Jun 2022
Cooperative Reinforcement Learning on Traffic Signal Control C. Chao J. Hsieh Bo Wang 143 0 0 23 May 2022
Attacking Deep Reinforcement Learning-Based Traffic Signal Control Systems with Colluding Vehicles Ao Qu Yihong Tang Wei-Ying Ma 101 10 0 04 Nov 2021
A Deep Reinforcement Learning Approach for Traffic Signal Control Optimization Zhenning Li Chengzhong Xu Guohui Zhang 89 7 0 13 Jul 2021
Reinforcement Learning for Traffic Signal Control: Comparison with Commercial SystemsTransportation Research Procedia (TRP), 2021 Alvaro Cabrejas Egea Raymond Zhang N. Walton 102 13 0 21 Apr 2021
Network-wide traffic signal control optimization using a multi-agent deep reinforcement learningTransportation Research Part C: Emerging Technologies (TRC), 2021 Zhenning Li Hao Yu Guohui Zhang Shangjia Dong Cheng-Zhong Xu 114 126 0 20 Apr 2021
Design and implementation of an environment for Learning to Run a Power Network (L2RPN) Marvin Lerousseau 147 6 0 06 Apr 2021
Surrogate-assisted cooperative signal optimization for large-scale traffic networksKnowledge-Based Systems (KBS), 2021 Yongsheng Liang Zhigang Ren Lin Wang Hanqing Liu Wenhao Du 80 14 0 03 Mar 2021
Provably Efficient Policy Optimization for Two-Player Zero-Sum Markov GamesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 Yulai Zhao Yuandong Tian Jason D. Lee S. Du OffRL 172 20 0 17 Feb 2021
Deep Reinforcement Learning-Based Product Recommender for Online Advertising Milad Vaali Esfahaani Yanbo Xue P. Setoodeh OffRL 73 4 0 30 Jan 2021
Multi-intersection Traffic Optimisation: A Benchmark Dataset and a Strong BaselineIEEE Open Journal of Intelligent Transportation Systems (OJ-ITS), 2021 Hu Wang Hao Chen Qi Wu Congbo Ma Yidong Li Chunhua Shen 172 14 0 24 Jan 2021
Aerial Imagery Pile burn detection using Deep Learning: the FLAME dataset Alireza Shamsoshoara Fatemeh Afghah Abolfazl Razi Liming Zheng Peter Z Fulé Erik P. Blasch 109 279 0 28 Dec 2020
Assessment of Reward Functions in Reinforcement Learning for Multi-Modal Urban Traffic Control under Real-World limitationsInternational Conference on Intelligent Transportation Systems (ITSC), 2020 Alvaro Cabrejas Egea C. Connaughton 96 7 0 17 Oct 2020
Deep Reinforcement Learning and Transportation Research: A Comprehensive Review Nahid Parvez Farazi T. Ahamed Limon Barua Bo Zou AI4TS 123 20 0 13 Oct 2020
The Greatest Teacher, Failure is: Using Reinforcement Learning for SFC Placement Based on Availability and Energy Consumption Guto Leoni Santos Theo Lynn J. Kelner P. Endo 84 0 0 12 Oct 2020
PDLight: A Deep Reinforcement Learning Traffic Light Control Algorithm with Pressure and Dynamic Light Duration Chenguang Zhao Xiaorong Hu Gang Wang 73 8 0 29 Sep 2020
Assessment of Reward Functions for Reinforcement Learning Traffic Signal Control under Real-World LimitationsIEEE International Conference on Systems, Man and Cybernetics (SMC), 2020 Alvaro Cabrejas Egea Shaun Howell Maksis Knutins C. Connaughton 69 18 0 26 Aug 2020
Decentralized Deep Reinforcement Learning for Network Level Traffic Signal Control Jinqiu Guo 138 1 0 02 Jul 2020
Reinforcement Learning for Multi-Product Multi-Node Inventory Management in Supply Chains Nazneen N. Sultana Hardik Meisheri Vinita Baniwal Somjit Nath Balaraman Ravindran H. Khadilkar 132 27 0 07 Jun 2020
Deep Reinforcement Learning for Intelligent Transportation Systems: A Survey Ammar Haydari Y. Yilmaz AI4TS 205 543 0 02 May 2020
Learning Scalable Multi-Agent Coordination by Spatial Differentiation for Traffic Signal Control Junjia Liu Huimin Zhang Zhuang Fu Yao Wang 83 2 0 27 Feb 2020
Using AI for Mitigating the Impact of Network Delay in Cloud-based Intelligent Traffic Signal Control Rusheng Zhang Xinze Zhou Ozan K. Tonguz 95 1 0 19 Feb 2020
HAN-ECG: An Interpretable Atrial Fibrillation Detection Model Using Hierarchical Attention Networks Sajad Mousavi Fatemeh Afghah U. Rajendra 99 106 0 12 Feb 2020
Learning an Interpretable Traffic Signal Control PolicyAdaptive Agents and Multi-Agent Systems (AAMAS), 2019 James Ault Josiah P. Hanna Guni Sharon 81 61 0 23 Dec 2019
An Autonomous Spectrum Management Scheme for Unmanned Aerial Vehicle Networks in Disaster Relief OperationsIEEE Access (IEEE Access), 2019 Alireza Shamsoshoara Fatemeh Afghah Abolfazl Razi Sajad Mousavi Jonathan D. Ashdown Kurt Turk 116 51 0 26 Nov 2019
Partially Detected Intelligent Traffic Signal Control: Environmental AdaptationInternational Conference on Machine Learning and Applications (ICMLA), 2019 Rusheng Zhang Romain Leteurtre Benjamin Striner Ammar S. Alanazi Abdullah A. Alghafis Ozan K. Tonguz 80 13 0 23 Oct 2019
Single-modal and Multi-modal False Arrhythmia Alarm Reduction using Attention-based Convolutional and Recurrent Neural NetworksPLoS ONE (PLoS ONE), 2019 Sajad Mousavi Atiyeh Fotoohinasab Fatemeh Afghah 85 36 0 25 Sep 2019
Integrating independent and centralized multi-agent reinforcement learning for traffic signal network optimizationAdaptive Agents and Multi-Agent Systems (AAMAS), 2019 Zhi Zhang Jiachen Yang H. Zha 107 45 0 23 Sep 2019
An Open-Source Framework for Adaptive Traffic Signal Control Wade Genders S. Razavi 95 30 0 01 Sep 2019
Learning Phase Competition for Traffic Signal ControlInternational Conference on Information and Knowledge Management (CIKM), 2019 Guanjie Zheng Yuanhao Xiong Xinshi Zang J. Feng Hua Wei Huichu Zhang Yong Li Kai Xu Ruoyao Xiao 167 250 0 12 May 2019
Diagnosing Reinforcement Learning for Traffic Signal Control Guanjie Zheng Xinshi Zang Nan Xu Hua Wei Zhengyao Yu Vikash V. Gayah Kai Xu Ruoyao Xiao 129 104 0 12 May 2019