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Filter design for Markovian jump repeated scalar nonlinear systems

机译:马尔可夫跳跃重复标量非线性系统的滤波器设计

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摘要

This paper is concerned with the ℓ_2 - ℓ_∞ filtering problem for discrete-time Markovian jump repeated scalar nonlinear systems. Our attention is focused on the design of full- and reduced-order filters that guarantee the filtering error system to be stochastically stable with a prescribed weighted ℓ_2 - ℓ_∞ performance. By employing both the mode dependent Lyapunov function approach and the positive definite diagonally dominant Lyapunov function technique, a sufficient condition is firstly established, which guarantees the Markovian jump repeated scalar nonlinear system to be stochastically stable with an induced ℓ_2 - ℓ_∞ disturbance attenuation performance. The corresponding full-order filter design is cast into a convex optimization problem, which can be efficiently handled by using standard numerical algorithms. Finally, a numerical example is presented to show the effectiveness of the proposed methods.
机译:本文涉及离散时间马尔可夫跳跃重复标量非线性系统的ℓ_2-ℓ_∞滤波问题。我们的注意力集中在全阶和降阶滤波器的设计上,这些滤波器可确保滤波误差系统在规定的加权ℓ_2-ℓ_∞性能下是随机稳定的。通过同时采用模式依赖的Lyapunov函数方法和正定对角占优Lyapunov函数技术,首先建立了充分条件,从而保证了Markovian跳跃重复标量非线性系统具有ℓ_2-induced_∞干扰衰减性能的随机稳定。相应的全阶滤波器设计陷入了凸优化问题,可以通过使用标准数值算法有效地对其进行处理。最后,通过数值例子说明了所提方法的有效性。

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  • 来源
    《Journal of the Franklin Institute》 |2014年第8期|4287-4301|共15页
  • 作者单位

    Space Control and Inertial Technology Research Center, Harbin Institute of Technology, Harbin 150001, China;

    Department of Electronics Science and Technology, Harbin Institute of Technology, Harbin 150001, China;

    Space Control and Inertial Technology Research Center, Harbin Institute of Technology, Harbin 150001, China;

    Space Control and Inertial Technology Research Center, Harbin Institute of Technology, Harbin 150001, China;

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