Adaptive traffic signal control system using composite reward architecture based deep reinforcement learning

IET Intelligent Transport Systems ◽

10.1049/iet-its.2020.0443 ◽

2020 ◽

Vol 14 (14) ◽

pp. 2030-2041

Author(s):

Abu Rafe Md Jamil ◽

Kishan Kumar Ganguly ◽

Naushin Nower

Keyword(s):

Control System ◽

Reinforcement Learning ◽

Traffic Signal ◽

Signal Control ◽

Traffic Signal Control ◽

Adaptive Traffic Signal Control

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A multi-agent adaptive traffic signal control system using swarm intelligence and neuro-fuzzy reinforcement learning

2011 IEEE Forum on Integrated and Sustainable Transportation Systems ◽

10.1109/fists.2011.5973658 ◽

2011 ◽

Author(s):

Wei Lu ◽

Yunlong Zhang ◽

Yuanchang Xie

Keyword(s):

Control System ◽

Reinforcement Learning ◽

Swarm Intelligence ◽

Traffic Signal ◽

Signal Control ◽

Traffic Signal Control ◽

Adaptive Traffic Signal Control ◽

Neuro Fuzzy ◽

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Adaptive Traffic Signal Control for large-scale scenario with Cooperative Group-based Multi-agent reinforcement learning

Transportation Research Part C Emerging Technologies ◽

10.1016/j.trc.2021.103046 ◽

2021 ◽

Vol 125 ◽

pp. 103046

Author(s):

Tong Wang ◽

Jiahua Cao ◽

Azhar Hussain

Keyword(s):

Reinforcement Learning ◽

Large Scale ◽

Traffic Signal ◽

Signal Control ◽

Traffic Signal Control ◽

Cooperative Group ◽

Adaptive Traffic Signal Control ◽

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A Distributed Multi-Agent Reinforcement Learning With Graph Decomposition Approach for Large-Scale Adaptive Traffic Signal Control

IEEE Transactions on Intelligent Transportation Systems ◽

10.1109/tits.2021.3131596 ◽

2021 ◽

pp. 1-13

Author(s):

Shan Jiang ◽

Yufei Huang ◽

Mohsen Jafari ◽

Mohammad Jalayer

Keyword(s):

Reinforcement Learning ◽

Large Scale ◽

Graph Decomposition ◽

Traffic Signal ◽

Signal Control ◽

Traffic Signal Control ◽

Decomposition Approach ◽

Adaptive Traffic Signal Control ◽

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Design of Reinforcement Learning Parameters for Seamless Application of Adaptive Traffic Signal Control

Journal of Intelligent Transportation Systems ◽

10.1080/15472450.2013.810991 ◽

2014 ◽

Vol 18 (3) ◽

pp. 227-245 ◽

Author(s):

Samah El-Tantawy ◽

Baher Abdulhai ◽

Hossam Abdelgawad

Keyword(s):

Reinforcement Learning ◽

Traffic Signal ◽

Signal Control ◽

Traffic Signal Control ◽

Adaptive Traffic Signal Control

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Reinforcement Learning for True Adaptive Traffic Signal Control

Journal of Transportation Engineering ◽

10.1061/(asce)0733-947x(2003)129:3(278) ◽

2003 ◽

Vol 129 (3) ◽

pp. 278-285 ◽

Author(s):

Baher Abdulhai ◽

Rob Pringle ◽

Grigoris J. Karakoulas

Keyword(s):

Reinforcement Learning ◽

Traffic Signal ◽

Signal Control ◽

Traffic Signal Control ◽

Adaptive Traffic Signal Control

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Smart Signal – Adaptive Traffic Signal Control using Reinforcement Learning and Object Detection

2019 Third International conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC) ◽

10.1109/i-smac47947.2019.9032589 ◽

2019 ◽

Author(s):

Neel Bhave ◽

Aniket Dhagavkar ◽

Kalpesh Dhande ◽

Monis Bana ◽

Jyoti Joshi

Keyword(s):

Reinforcement Learning ◽

Object Detection ◽

Traffic Signal ◽

Signal Control ◽

Traffic Signal Control ◽

Adaptive Traffic Signal Control

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Multi-Objective reinforcement learning approach for improving safety at intersections with adaptive traffic signal control

Accident Analysis & Prevention ◽

10.1016/j.aap.2020.105655 ◽

2020 ◽

Vol 144 ◽

pp. 105655 ◽

Author(s):

Yaobang Gong ◽

Mohamed Abdel-Aty ◽

Jinghui Yuan ◽

Qing Cai

Keyword(s):

Reinforcement Learning ◽

Traffic Signal ◽

Signal Control ◽

Traffic Signal Control ◽

Learning Approach ◽

Multi Objective ◽

Adaptive Traffic Signal Control

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Estimation of Crash Modification Factors for an Adaptive Traffic-Signal Control System

Journal of Transportation Engineering ◽

10.1061/(asce)te.1943-5436.0000890 ◽

2016 ◽

Vol 142 (12) ◽

pp. 04016061 ◽

Author(s):

Jiaqi Ma ◽

Michael D. Fontaine ◽

Fang Zhou ◽

Jia Hu ◽

David K. Hale ◽

...

Keyword(s):

Control System ◽

Traffic Signal ◽

Signal Control ◽

Traffic Signal Control ◽

Adaptive Traffic Signal Control ◽

Crash Modification Factors

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Application of Reinforcement Learning as a Tool of Adaptive Traffic Signal Control on Isolated Intersections

International Journal of Engineering and Technology ◽

10.7763/ijet.2012.v4.332 ◽

2012 ◽

Vol 4 (2) ◽

pp. 126-129 ◽

Author(s):

Kristi Bombol ◽

Daniela Koltovska ◽

Kostandina Veljanovska

Keyword(s):

Reinforcement Learning ◽

Traffic Signal ◽

Signal Control ◽

Traffic Signal Control ◽

Adaptive Traffic Signal Control

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State Complexity Reduction in Reinforcement Learning based Adaptive Traffic Signal Control

2020 International Symposium ELMAR ◽

10.1109/elmar49956.2020.9219024 ◽

2020 ◽

Author(s):

Mladen Miletic ◽

Kresimir Kusic ◽

Martin Greguric ◽

Edouard Ivanjko

Keyword(s):

Reinforcement Learning ◽

Complexity Reduction ◽

Traffic Signal ◽

Signal Control ◽

Traffic Signal Control ◽

State Complexity ◽

Adaptive Traffic Signal Control

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