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Design and Application of Variable Universe Fuzzy Controller Based on Cat Swarm Optimization

机译:基于CAT群优化的可变宇宙模糊控制器的设计与应用

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摘要

A novel variable universe fuzzy controller based on cat swarm optimization (CSO-VUFC) is proposed to regulate the temperature of the reactor system, which is characterized by nonlinearity, large time delay, and uncertainty. In CSO-VUFC, firstly, corresponding contraction-expansion factors with the function form were, respectively, introduced for the input and output fuzzy universes of the controller. Then, cat swarm optimization was used to optimize the relevant parameter values in the contraction-expansion factor function to achieve the intelligence optimization of the contraction-expansion factors, based on the system performance test function as an evaluation index; the contradiction between the universe adjustment and control accuracy of the fuzzy controller will be effectively solved to achieve the online self-adjustment of the universe. The simulation results indicate that the variable universe adaptive fuzzy control method based on the cat swarm optimization has the features of high precision adjustment, short transient time, and hard real-time.
机译:提出了一种基于CAT群优化(CSO-VUFC)的新型可变宇宙模糊控制器,以调节反应器系统的温度,其特征在于非线性,较大的时滞和不确定性。在CSO-VUFC中,首先,分别引入了控制器的输入和输出模糊宇宙的相应收缩扩展因素。然后,CAT群优化用于优化收缩扩展因子功能中的相关参数值,以实现收缩扩展因子的智能优化,基于系统性能测试功能作为评估指标;将有效解决模糊控制器的宇宙调整和控制精度与控制精度之间的矛盾,以实现宇宙的在线自我调整。仿真结果表明,基于CAT群优化的可变宇宙自适应模糊控制方法具有高精度调整,短暂瞬态和硬实时的特点。

著录项

  • 作者

    Haipeng Pan; Dongbin Jin;

  • 作者单位
  • 年度 2016
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  • 原文格式 PDF
  • 正文语种 eng
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