Traffic Signal Control Based on Deep Reinforcement Learning with Simplified State and Reward Definitions

Salah Bouktif,Abderraouf Cheniki,Ali Ouni,Hesham El-Sayed

2021 4th International Conference on Artificial Intelligence and Big Data (ICAIBD)（2021）

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摘要

Traffic congestion has recently become a real issue especially within crowded cities and urban areas. Intelligent transportation systems (ITS) leveraged various advanced techniques aiming to optimize the traffic flow and subsequently alleviate the traffic congestion. In particular, traffic signal control TSC is one of the essential ITS techniques for controlling the traffic flow at intersections. ...

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关键词

Deep learning,Urban areas,Reinforcement learning,Big Data,Proposals,Artificial intelligence,Traffic congestion

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