(源码)基于SUMO和强化学习的交通信号控制系统.zip

上传者: m0_62153576 | 上传时间: 2025-04-14 09:56:54 | 文件大小: 1.39MB | 文件类型: ZIP
# 基于SUMO和强化学习的交通信号控制系统 ## 项目简介 本项目是一个基于SUMO(Simulation of Urban Mobility)和强化学习中的QLearning算法进行交通信号灯控制的代码实现。项目的主要目的是通过智能体在SUMO环境中进行交互学习,学会控制交通信号灯以优化交通流量。 ## 项目的主要特性和功能 1. SUMO环境模拟项目使用SUMO环境模拟交通环境,包括交通网络文件、路线文件等,用于模拟真实的交通交叉路口情况。 2. 强化学习算法通过QLearning算法训练智能体,智能体根据环境反馈的奖励学习如何控制交通信号灯。 3. 探索策略使用Epsilon贪婪策略作为探索策略,在利用当前已知的最佳行动的同时,也会探索新的可能行动。 4. 环境交互智能体在SUMO环境中进行交互,通过不断地观察环境状态、采取行动、接收反馈来更新知识库和策略。 5. 结果保存模拟结果保存在指定的CSV文件中,用于后续的分析和优化过程。

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