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Energy-to-peak Mode-dependent Filter Design for Discrete-time Markovian Jump Linear Systems with Intermittent Measurements

机译:具有间歇测量的离散时间Markovian跳转线性系统的能量 - 峰值模式依赖滤波器设计

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In this paper, we investigate the robust energy-to-peak filtering for discrete-time Markovian jump linear systems with intermittent measurements. The intermittent measurements are modeled as a Bernoulli process with a fixed probability. By defining the filtering error, an augmented estimation error system is obtained. Due to the existence of the stochastic variables, the exponentially mean-square stability and the robust energy-to-peak performance are both studied for the estimation error system. The widely-used Lyapunov theory is employed to investigate the stability and the energy-to-peak performance. Sufficient conditions expressed in the form of matrix inequalities are obtained. Since the estimator parameters and the Lyapunov weighting matrix to be determined are coupled with each other, a partition technique is utilized to decouple the estimator parameters and the Lyapunov weighting matrix. After defining several new parameters, we develop the design approach for the mode-dependent energy-to-peak estimator. The estimator parameters can be derived by solving a set of linear matrix inequalities. Finally, a numerical example is used to show the effectiveness of the proposed design approach.
机译:在本文中,我们研究了具有间歇测量的离散时间Markovian跳跃线性系统的鲁棒能量 - 峰值滤波。间歇测量被建模为具有固定概率的伯努利进程。通过定义滤波误差,获得增强估计误差系统。由于随机变量的存在,对估计误差系统研究了指数平均方形稳定性和鲁棒的能量 - 峰值性能。广泛使用的Lyapunov理论用于研究稳定性和能量至峰值性能。获得以基质不等式形式表达的充分条件。由于待确定的估计参数和Lyapunov加权矩阵彼此耦合,因此利用分区技术将估计器参数和Lyapunov加权矩阵分离。在定义几个新参数后,我们开发了模式相关的能量到峰值估计器的设计方法。通过求解一组线性矩阵不等式,可以导出估计器参数。最后,使用数值例子来展示所提出的设计方法的有效性。

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