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Multi-agent reinforcement learning for integrated and networked adaptive traffic signal control
Multi-agent reinforcement learning for integrated and networked adaptive traffic signal control
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机译:用于集成和网络自适应交通信号控制的多主体强化学习
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摘要
A system and method of multi-agent reinforcement learning for integrated and networked adaptive traffic controllers (MARLIN-ATC). Agents linked to traffic signals generate control actions for an optimal control policy based on traffic conditions at the intersection and one or more other intersections. The agent provides a control action considering the control policy for the intersection and one or more neighboring intersections. Due to the cascading effect of the system, each agent implicitly considers the whole traffic environment, which results in an overall optimized control policy.
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