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Filtering for a class of nonlinear discrete-time stochastic systems with state delays

机译:一类具有状态时滞的非线性离散时间随机系统的滤波

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摘要

In this paper, the filtering problem is investigated for a class of nonlinear discrete-time stochastic systems with state delays. We aim at designing a full-order filter such that the dynamics of the estimation error is guaranteed to be stochastically, exponentially, ultimately bounded in the mean square, for all admissible nonlinearities and time delays. First, an algebraic matrix inequality approach is developed to deal with the filter analysis problem, and sufficient conditions are derived for the existence of the desired filters. Then, based on the generalized inverse theory, the filter design problem is tackled and a set of the desired filters is explicitly characterized. A simulation example is provided to demonstrate the usefulness of the proposed design method. © 2006 Elsevier B.V. All rights reserved.
机译:本文研究了一类具有状态延迟的非线性离散时间随机系统的滤波问题。我们旨在设计一个全阶滤波器,以确保对于所有可允许的非线性和时延,估计误差的动力学随机,指数地最终限制在均方内。首先,开发了代数矩阵不等式方法来处理滤波器分析问题,并为所需滤波器的存在导出了充分条件。然后,基于广义逆理论,解决了滤波器设计问题,并明确表征了一组所需的滤波器。提供了一个仿真示例,以证明所提出的设计方法的实用性。 ©2006 Elsevier B.V.保留所有权利。

著录项

  • 作者

    Lam, J; Liu, X; Wang, Z;

  • 作者单位
  • 年度 2007
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  • 原文格式 PDF
  • 正文语种 eng
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