Independent reinforcement learning for weakly cooperative multiagent traffic control problem

• Main Authors: ZHANG, Chengwei, JIN, Shan, XUE, Wanli, XIE, Xiaofei, CHEN, Shengyong, CHEN, Rong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Multiagent learning; Independent reinforcement learning; Cooperative Markov game; Traffic signal control; OS and Networks; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7052; https://ink.library.smu.edu.sg/context/sis_research/article/8055/viewcontent/2104.10917.pdf
• Institution: Singapore Management University

The adaptive traffic signal control (ATSC) problem can be modeled as a multiagent cooperative game among urban intersections, where intersections cooperate to counter the city's traffic conditions. Recently, reinforcement learning (RL) has achieved marked successes in managing sequential decisi...