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Dissipativity-Preserving Model Reduction for Takagi–Sugeno Fuzzy Systems

机译:Takagi-Sugeno模糊系统的耗散维护模型减少

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摘要

This paper is concerned with the dissipativity-preserving model reduction problem for Takagi-Sugeno (T-S) fuzzy systems. The principal goal is to approximate the high-order T-S model with a dissipative reduced-order T-S model. The number of fuzzy rules and the membership functions of the reduced-order T-S model are chosen freely to enhance design flexibility. To this end, an H-infinity performance index is used to describe the approximation error. Meanwhile, dissipativity of the reduced-order model is guaranteed by satisfying a dissipation inequality. With the aid of fuzzy-basis-dependent Lyapunov functions and slack variable techniques, less conservative design conditions for reduced-order models are derived. An algorithm is proposed to calculate a desired reduced-order model. A rail traction control system is given to illustrate the effectiveness of the proposed method and the advantages over the existing methods.
机译:本文涉及Takagi-Sugeno(T-S)模糊系统的耗散维护模型还原问题。主要目标是通过耗散掉阶T-S模型来近似高阶T-S模型。自由选择降低T-S型号的模糊规则和成员函数,以提高设计灵活性。为此,使用H-Infinity性能索引来描述近似误差。同时,通过满足耗散不平等,保证了减少阶模型的耗散。借助于模糊基础依赖的Lyapunov功能和松弛可变技术,导出了减少阶数的保守设计条件。提出了一种算法来计算所需的减少阶模型。轨道牵引力控制系统被阐述了所提出的方法的有效性和优于现有方法的优点。

著录项

  • 来源
    《IEEE Transactions on Fuzzy Systems》 |2019年第4期|659-670|共12页
  • 作者单位

    Univ Sci & Technol Beijing Sch Automat & Elect Engn Beijing Peoples R China|Minist Educ Key Lab Knowledge Automat Ind Proc Beijing 100083 Peoples R China;

    Univ Sci & Technol Beijing Sch Automat & Elect Engn Beijing Peoples R China|Minist Educ Key Lab Knowledge Automat Ind Proc Beijing 100083 Peoples R China;

    Univ Sci & Technol Beijing Sch Automat & Elect Engn Beijing Peoples R China|Minist Educ Key Lab Knowledge Automat Ind Proc Beijing 100083 Peoples R China;

    Nanjing Univ Posts & Telecommun Inst Adv Technol Nanjing 210003 Jiangsu Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Dissipativity; model reduction; Takagi-Sugeno (T-S) fuzzy systems;

    机译:耗散;模型减少;Takagi-Sugeno(T-S)模糊系统;

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