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An automatic parking system using an optimized image-based fuzzy controller by genetic algorithms

机译:使用遗传算法优化的基于图像的模糊控制器的自动泊车系统

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摘要

An automatic parking system of a car-like mobile robot is an important issue in commercial applications. An image-based fuzzy controller for an automatic parking system of a car-like mobile robot was developed in previous work, where the membership functions were tuned by experimentally. The aim of this paper is to optimize the parameters of the membership functions, which were performed in previous work, using a genetic algorithm against the complicated tuning of the controller. The details of GA implementation, such as the design parameters and choice of fitness function, are described. Simulation results illustrate the effectiveness of the developed schemes.
机译:类似于汽车的移动机器人的自动停车系统是商业应用中的重要问题。在先前的工作中,开发了一种基于图像的模糊控制器,该模糊控制器用于类似汽车的移动机器人的自动停车系统,其隶属函数通过实验进行调整。本文的目的是使用遗传算法对控制器的复杂调整进行优化,以优化在先前工作中执行的隶属函数的参数。描述了GA实施的细节,例如设计参数和适合度函数的选择。仿真结果说明了所开发方案的有效性。

著录项

  • 来源
    《Artificial life and robotics》 |2017年第1期|139-144|共6页
  • 作者单位

    Department of Intelligent Mechanical Systems, Division of Industrial Innovation Sciences, Graduate School of Natural Science and Technology, Okayama University, 3-1-1 Tsushima-naka, Kita-ku, Okayama 700-8530, Japan;

    Department of Intelligent Mechanical Systems, Division of Industrial Innovation Sciences, Graduate School of Natural Science and Technology, Okayama University, 3-1-1 Tsushima-naka, Kita-ku, Okayama 700-8530, Japan;

    Department of Intelligent Mechanical Systems, Division of Industrial Innovation Sciences, Graduate School of Natural Science and Technology, Okayama University, 3-1-1 Tsushima-naka, Kita-ku, Okayama 700-8530, Japan;

    Department of Intelligent Mechanical Systems, Division of Industrial Innovation Sciences, Graduate School of Natural Science and Technology, Okayama University, 3-1-1 Tsushima-naka, Kita-ku, Okayama 700-8530, Japan;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Image-based visual servoing; Fuzzy control; Car-like mobile robot; Automatic parking; Genetic algorithm;

    机译:基于图像的视觉伺服;模糊控制;类似于汽车的移动机器人;自动停车;遗传算法;
  • 入库时间 2022-08-18 02:06:15

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