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ROBUST LINEAR H-infinity FILTER DESIGN FOR A CLASS OF UNCERTAIN NONLINEAR SYSTEMS: AN LMI APPROACH

机译:一类不确定非线性系统的鲁棒线性H-∞滤波器设计:一种LMI方法

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摘要

This paper addresses the design of robust H-infinity filters for a class of nonlinear systems subject to uncertain, possibly time-varying, parameters. The nonlinear system is described by a differential-algebraic representation, which can model the whole class of systems with rational functions of the state and uncertain parameters, as well as some trigonometric nonlinearities. The admissible values of the uncertain parameters and their rate of variation are assumed to belong to a given polytope. A linear matrix inequality methodology is proposed for designing full-order robust linear filters with a minimized upper-bound on the L-2-gain of the noise-to-estimation error operator for all admissible uncertainty. In order to improve the performance of the latter filter, the methodology is then extended to the design of high-order linear filters. Numerical examples are presented to demonstrate the effectiveness of the proposed filter designs.
机译:本文讨论了针对一类非线性系统的鲁棒H无限滤波器的设计,该非线性系统受到不确定的,可能随时间变化的参数的影响。非线性系统由微分代数表示来描述,该微分代数表示可以用状态的有理函数和不确定的参数以及某些三角非线性来建模整个系统。不确定参数的允许值及其变化率被认为属于给定的多表位。针对所有可容许的不确定性,提出了一种线性矩阵不等式方法,用于设计在噪声估计误差算子的L-2增益的L-2-增益上具有最小上限的全阶鲁棒线性滤波器。为了提高后一种滤波器的性能,该方法随后扩展到了高阶线性滤波器的设计。数值例子表明了所提出的滤波器设计的有效性。

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