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Dynamic switching based fuzzy control strategy for a class of distributed parameter system

机译:一类分布式参数系统基于动态切换的模糊控制策略

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摘要

In this work, a dynamic switching based fuzzy controller combined with spectral method is proposed to control a class of nonlinear distributed parameter systems (DPSs). Spectral method can transform infinite-dimensional DPS into finite ordinary differential equations (ODEs). A dynamic switching based fuzzy controller is constructed to track reference values for the multi-inputs multi-outputs (MIMO) ODEs. Only a traditional fuzzy logic system (FLS) and a rule base are used in the controller, and membership functions (MFs) for different ODEs are adjusted by scaling factors. Analytical models of the dynamic switching based fuzzy controller are deduced to design the scaling factors and analyze stability of the control system. In order to obtain a good control performance, particle swarm optimization (PSO) is adopted to design the scaling factors. Moreover, stability of fuzzy control system is analyzed by using the analytical models, definition of the stability and Lyapunov stability theory. Finally, a nonlinear rod catalytic reaction process is used as an illustrated example for demonstration. The simulation results show that performance of proposed dynamic switching based fuzzy control strategy is better than a multi-variable fuzzy logic controller.
机译:在这项工作中,提出了一种基于动态切换的模糊控制器与谱方法相结合来控制一类非线性分布参数系统(DPS)。频谱方法可以将无限维DPS转换为有限的常微分方程(ODE)。构建了基于动态切换的模糊控制器,以跟踪多输入多输出(MIMO)ODE的参考值。控制器中仅使用传统的模糊逻辑系统(FLS)和规则库,而不同ODE的隶属函数(MF)通过缩放因子进行调整。推导了基于动态切换的模糊控制器的分析模型,以设计比例因子并分析控制系统的稳定性。为了获得良好的控制性能,采用粒子群优化算法(PSO)设计比例因子。此外,通过使用解析模型,稳定性的定义和Lyapunov稳定性理论来分析模糊控制系统的稳定性。最后,以非线性棒催化反应过程为例进行说明。仿真结果表明,所提出的基于动态切换的模糊控制策略的性能优于多变量模糊逻辑控制器。

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