A global routing strategy in dynamic traffic environments with a combination of Q value-based dynamic programming and boltzmann distribution

Shanqing Yu, Fengming Ye, Hongqiang Wang, S. Mabu, K. Shimada, Songnian Yu, K. Hirasawa
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引用次数: 13

Abstract

A simple traffic system is proposed in this paper, in which the global optimal route considering the traffic volume is selected as the guidance for the vehicles. In the proposed system, Q value-based dynamic programming is adopted to calculate the optimal traveling time to each destination from every intersection of the road network. And Boltzmann optimal route method is used to generate several route candidates, the usefulness of which is evaluated in terms of the total traveling time considering traffic volume. Furthermore, dynamically changing traffic volumes of all the given origin-destination pairs of road networks are constantly provided in the road simulation we used and the traveling time of each section is continuously updated according to its dynamic traffic volume. In this paper, the analysis and comparison between greedy strategy and Bolztmann strategy with various ldquotemperaturesrdquo are carried out. The simulation result showed the effectiveness of the proposed Boltzmann optimal route method.
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基于Q值的动态规划与玻尔兹曼分布相结合的动态交通环境下全局路由策略
本文提出了一个简单的交通系统,在该系统中选取考虑交通量的全局最优路线作为车辆的导航。该系统采用基于Q值的动态规划方法,计算从路网各交叉口到各目的地的最优行驶时间。采用玻尔兹曼最优路线法生成若干候选路线,并以考虑交通量的总行驶时间来评价候选路线的有效性。此外,我们所使用的道路仿真中不断提供所有给定起点-终点对道路网络的动态变化交通量,并根据其动态交通量不断更新各路段的行驶时间。本文对贪心策略和不同温度条件下的Bolztmann策略进行了分析和比较。仿真结果表明了所提出的玻尔兹曼最优路径方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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