Decentralized adaptive control of large-scale non-affine nonlinear systems using wavelet networks

F. Momeni, B. Karimi, M. Menhaj
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引用次数: 1

Abstract

In this paper, a decentralized adaptive wavelet neural network (AWNN) controller for a class of large scale nonlinear systems with unknown, non-affine and nonlinear subsystems and nonlinear interconnections, is proposed. The stability of the closed loop system is guaranteed through Lyapunov stability analysis. In particular, it is shown that the tracking error converges asymptotically to zero. The effectiveness of the proposed decentralized adaptive controller is illustrated by considering a nonlinear system. The simulation results verify the merits of the proposed controller.
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基于小波网络的大规模非仿射非线性系统分散自适应控制
针对一类具有未知非仿射非线性子系统和非线性互连的大型非线性系统,提出了一种分散自适应小波神经网络(AWNN)控制器。通过李雅普诺夫稳定性分析,保证了闭环系统的稳定性。特别地,证明了跟踪误差渐近收敛于零。通过考虑一个非线性系统,说明了所提出的分散自适应控制器的有效性。仿真结果验证了所提控制器的优点。
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