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A Combined Backstepping and Stochastic Small-Gain Approach to Robust Adaptive Fuzzy Output Feedback Control

机译:反向和随机小增益相结合的鲁棒自适应模糊输出反馈控制

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In this paper, an adaptive fuzzy output feedback control approach is investigated for a class of stochastic nonlinear strict-feedback systems without the requirement of states measurement. The stochastic nonlinear system addressed in this paper is assumed to possess unstructured uncertainties (unknown nonlinear functions) and, in the presence of unmodeled dynamics, dynamics disturbances. Fuzzy logic systems are used to approximate the unstructured uncertainties, and a fuzzy state observer is designed to estimate the unmeasured states. By combining the backstepping design technique with the stochastic small-gain approach, a new adaptive fuzzy output feedback control approach is developed. It is proved that the proposed control approach can guarantee that the closed-loop system is input-state-practically stability (ISpS) in probability, and the observer errors and the output of the system converge to a small neighborhood of the origin by appropriate choice of the design parameters. Simulation results are included to indicate that the proposed adaptive fuzzy control approach has a satisfactory control performance. In addition, the simulation comparisons with the previous methods show that the proposed adaptive fuzzy control approach has robustness to the dynamical uncertainties.
机译:本文研究了一种不需要状态测量的随机非线性严格反馈系统的自适应模糊输出反馈控制方法。假设本文所解决的随机非线性系统具有非结构化的不确定性(未知的非线性函数),并且在存在未建模的动力学的情况下会产生动力学干扰。模糊逻辑系统用于近似非结构化不确定性,模糊状态观察器用于估计未测状态。通过将反推设计技术与随机小增益方法相结合,开发了一种新的自适应模糊输出反馈控制方法。实践证明,所提出的控制方法可以保证闭环系统在概率上处于输入状态-实际稳定性(ISpS),并且通过适当的选择,观测器误差和系统的输出收敛到原点的较小邻域。设计参数。仿真结果表明所提出的自适应模糊控制方法具有令人满意的控制性能。此外,与先前方法的仿真比较表明,所提出的自适应模糊控制方法对动态不确定性具有鲁棒性。

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