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Zundong Zhang

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Articles

Mean Field Multi-Agent Reinforcement Learning Method for Area Traffic Signal Control

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By Wei Zhang, Yuke Liu, Gang Xiong, Zundong Zhang
| MDPI
1. Introduction The issue of urban traffic congestion has become increasingly severe as urbanization accelerates, causing significant negative impacts on public transportation and society as a whole [1]. Reinforcement Learning (RL), as an adaptive control strategy, has the advantage of learning directly from observed data without making unrealistic assumptions about traffic models.
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