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May, 2019
针对交通信号控制的强化学习诊断
Diagnosing Reinforcement Learning for Traffic Signal Control
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Guanjie Zheng, Xinshi Zang, Nan Xu, Hua Wei, Zhengyao Yu...
TL;DR
本文通过经典交通理论的视角重新审视强化学习在交通信号控制中的应用,提出了LIT方法,使用简单的状态和奖励设计达到最优解,实验结果显示该方法明显优于现有交通信号控制方法。
Abstract
With the increasing availability of traffic data and advance of deep
reinforcement learning
techniques, there is an emerging trend of employing
reinforcement learning
(RL) for
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