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首页> 外文期刊>Journal of intelligent & fuzzy systems: Applications in Engineering and Technology >A robust and simple optimal type II fuzzy sliding mode control strategy for a class of nonlinear chaotic systems
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A robust and simple optimal type II fuzzy sliding mode control strategy for a class of nonlinear chaotic systems

机译:一类非线性混沌系统的鲁棒且简单的最优II型模糊滑模控制策略

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摘要

This paper suggests a new hybrid control strategy, called Optimal Type II Fuzzy Sliding Mode (OT2FSM) control scheme, to realize the control of general uncertain chaotic systems. The proposed controller not only guaranties the stability and robustness against the lumped uncertainties caused by unmodeled dynamics and external disturbances, but also can significantly reduce the control chattering inherent in conventional sliding mode control. In the proposed controller, a novel heuristic algorithm namely particle swarm optimization with random inertia weight (RNW-PSO) is employed. To achieve an optimal performance, the parameters of the proposed controller as well as the input and output membership functions are optimized simultaneously by RNW-PSO. The globally asymptotic stability of the closed-loop system is mathematically proved. To evaluate the performance of the proposed controller, the results are compared with those obtained by Optimal H-infinity Adaptive PID (OHAPID) controller and an optimal Type-2 fuzzy proportional integral derivative (OT2FPID), which are the latest researches in the problem in hand. Simulation results show the effectiveness of the OT2FSM controller.
机译:本文提出了一种新的混合控制策略,称为最优II类模糊滑模(OT2FSM)控制方案,以实现对一般不确定混沌系统的控制。所提出的控制器不仅可以保证稳定性和鲁棒性,以防止由于未建模的动力学和外部干扰而导致的总不确定性,而且可以显着减少传统滑模控制固有的控制抖动。在提出的控制器中,采用了一种新颖的启发式算法,即具有随机惯性权重的粒子群优化算法(RNW-PSO)。为了获得最佳性能,RNW-PSO同时优化了建议控制器的参数以及输入和输出隶属度函数。数学上证明了闭环系统的全局渐近稳定性。为了评估所提出控制器的性能,将结果与最优H-无限自适应PID(OHAPID)控制器和最优Type-2模糊比例积分微分(OT2FPID)所获得的结果进行了比较,后者是该问题的最新研究。手。仿真结果表明了OT2FSM控制器的有效性。

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