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首页> 外文期刊>SIAM Journal on Control and Optimization >AVERAGE REACHABILITY OF CONTINUOUS-TIME MARKOV JUMP LINEAR SYSTEMS AND THE LINEAR MINIMUM MEAN SQUARE ESTIMATOR
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AVERAGE REACHABILITY OF CONTINUOUS-TIME MARKOV JUMP LINEAR SYSTEMS AND THE LINEAR MINIMUM MEAN SQUARE ESTIMATOR

机译:连续时间马尔可夫跳跃线性系统和线性最小均方估计的平均可达性

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摘要

In this paper we study the average reachability gramian for continuous-time linear systems with additive noise and jump parameters driven by a general Markov chain. We define a rather natural reachability concept by requiring that the average reachability gramian be positive definite. Aiming at a testable condition, we introduce a set of reachability matrices for this class of systems and employ invariance properties of the null space of the noise coefficient matrices to show that the system is reachable if and only if these matrices are of full rank. We also show for reachable systems that the state second moment is positive definite. One consequence of this result in the context of linear minimum mean square state estimation for reachable systems is that the expectation of the error covariance matrix is positive definite. Moreover, the average boundedness of the error covariance matrix is invariant to a type of perturbation in the noise model, meaning that the estimates are not overly sensitive, which consists in a property that is desirable in applications and sometimes referred to as stability of the estimator.
机译:在本文中,我们研究了具有附加噪声和由一般马尔可夫链驱动的跳跃参数的连续时间线性系统的平均可达性。我们通过要求平均可达性gramian为正定来定义一个相当自然的可达性概念。针对可测试的条件,我们为此类系统引入了一组可达性矩阵,并利用噪声系数矩阵的零空间的不变性来表明,只有当这些矩阵为全秩时,该系统才可实现。对于可到达的系统,我们还表明状态第二矩是正定的。在可到达系统的线性最小均方估计的上下文中,此结果的一个结果是,误差协方差矩阵的期望是正定的。此外,误差协方差矩阵的平均有界性对于噪声模型中的扰动类型是不变的,这意味着估计值不会过于敏感,这包含了应用程序中期望的特性,有时称为估计值的稳定性。

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