Research on Shooting Action of Soccer Robot Based on Genetic-Fuzzy Algorithm

Wang Qiang, Zhang Jun-fu, Yang Yan-jun
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Abstract

In order to improve the success rate of a soccer robot shooting a goal a new method of shooting action control based on genetic-fuzzy algorithm is presented in this paper. An MIMO fuzzy logical controller is established and the soccer robot is controlled by a set of fuzzy rules to complete shooting action in a real-time environment. To establish an optimum fuzzy logical controller a genetic algorithm is used to optimize the fuzzy rules and membership functions so as to increase the ability of the fuzzy logical controller to respond rapidly to the changes in the dynamic environment. We also take the kinematics model of wheeled mobile robot into account and use the speed of wheels directly as the output of fuzzy rules. Experimental results in simulation and vision-based remote brainless soccer robot system prove the method is correct and feasible.
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基于遗传模糊算法的足球机器人射门动作研究
为了提高足球机器人的射门成功率,提出了一种基于遗传模糊算法的射门动作控制方法。建立了多输入多输出模糊逻辑控制器,利用一组模糊规则控制足球机器人在实时环境下完成射门动作。为了建立最优模糊控制器,采用遗传算法对模糊规则和隶属函数进行优化,以提高模糊控制器对动态环境变化的快速响应能力。我们还考虑了轮式移动机器人的运动学模型,将车轮的速度直接作为模糊规则的输出。仿真和基于视觉的远程无脑足球机器人系统的实验结果证明了该方法的正确性和可行性。
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