Finite-horizon H∞ filtering for time-varying delay systems with randomly varying nonlinearities and sensor saturations

Jinling Liang, Fangbin Sun, Xiaohui Liu
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引用次数: 53

Abstract

This paper mainly focuses on the H∞ filtering problem for a class of discrete time-varying systems with delays and randomly varying nonlinearities and sensor saturations. Two sets of binary switching sequences taking values of 1 and 0 are introduced to account for the stochastic phenomena of nonlinearities and sensor saturations which occur and influence the dynamics of the system in a probabilistic way. To further reflect the realities of transmission failure in the measurement, missing observation case is also considered simultaneously. By appropriately constructing a time-varying Lyapunov function and utilizing the stochastic analysis technique, sufficient criteria are presented in terms of a set of recursive linear matrix inequalities (RLMIs) under which the filtering error dynamics achieves the prescribed H∞ performance over a finite horizon. Moreover, at each time point k, the time-varying filter parameters can be solved iteratively according to the explicit solutions of the RLMIs. Finally, a numerical simulation is exploited to demonstrate the effectiveness of the proposed filter design scheme.
具有随机变化非线性和传感器饱和度的时变时滞系统的有限地平线H∞滤波
本文主要研究一类具有时滞、随机变化非线性和传感器饱和度的离散时变系统的H∞滤波问题。引入了两组值为1和0的二进制开关序列,以解释非线性和传感器饱和的随机现象,这些随机现象以概率方式发生并影响系统的动力学。为了进一步反映测量中传输失效的实际情况,还同时考虑了缺失观测的情况。通过适当构造时变Lyapunov函数并利用随机分析技术,给出了一组递归线性矩阵不等式(rlmi)的充分判据,在该判据下滤波误差动态在有限视界内达到规定的H∞性能。此外,在每个时间点k处,可根据rlmi的显式解迭代求解时变滤波器参数。最后,通过数值仿真验证了所提滤波器设计方案的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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