一种改进ga在线优化参数的自适应交通信号模糊控制器

Cui Baoxia, Yang Jiping
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引用次数: 1

摘要

本文提出了一种基于改进遗传算法实现的模糊控制器在孤立交叉口的全新优化方法,该方法适用于三个比例因子都有约束的二进制编码方案。如果采用适当的交叉和变异算子,加上经典的轮盘选择,该算法可以解决不良生成个体和早熟等问题,从而相应加快收敛速度。在优化的隶属函数和模糊规则的基础上,将三个比例因子同时调整到最佳。通过对上述优化模糊控制器的MATLAB程序仿真,验证了该方法的有效性。
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An self-adaptive traffic signal fuzzy controller with improved GA-online-optimized parameters
This thesis pushes forward a brand-new optimization method on the fuzzy controller realized by the improved GA algorithm at an isolated intersection, which is appropriate for binary code scheme with the constraint upon all three proportional factors. Provided taking on appropriate crossover and mutation operators, plus with classic roulette wheel selection, such an algorithm is able to solve problems like ill-generated individuals and the prematurity, then accelerates the convergence speed correspondingly. On the basis of the optimized membership functions and fuzzy rules, all three proportional factors are to be adjusted to the best simultaneously. The validity of this method has been proven by means of the MATLAB program simulation about the above-mentioned optimized fuzzy controller.
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