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Variance-constrained dissipative observer-based control for a class of nonlinear stochastic systems with degraded measurements

机译:基于方差约束的耗散观测器控制的一类具有退化测量的非线性随机系统

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摘要

This paper is concerned with the variance-constrained dissipative control problem for a class of stochastic nonlinear systems with multiple degraded measurements, where the degraded probability for each sensor is governed by an individual random variable satisfying a certain probabilistic distribution over a given interval. The purpose of the problem is to design an observer-based controller such that, for all possible degraded measurements, the closed-loop system is exponentially mean-square stable and strictly dissipative, while the individual steady-state variance is not more than the pre-specified upper bound constraints. A general framework is established so that the required exponential mean-square stability, dissipativity as well as the variance constraints can be easily enforced. A sufficient condition is given for the solvability of the addressed multiobjective control problem, and the desired observer and controller gains are characterized in terms of the solution to a convex optimization problem that can be easily solved by using the semi-definite programming method. Finally, a numerical example is presented to show the effectiveness and applicability of the proposed algorithm. © 2010 Elsevier Inc.
机译:本文关注一类具有多个降级测量的随机非线性系统的方差约束耗散控制问题,其中每个传感器的降级概率由满足给定时间间隔内一定概率分布的单个随机变量控制。问题的目的是设计一个基于观察者的控制器,以便对于所有可能的降级测量,闭环系统均呈指数均方稳定且严格耗散,而各个稳态方差不大于指定的上限约束。建立一个通用框架,以便可以轻松地实现所需的指数均方稳定性,耗散性和方差约束。为解决的多目标控制问题提供了充分的条件,并且根据凸优化问题的解决方案来表征所需的观察者和控制器增益,可以通过使用半定规划方法轻松解决该问题。最后,通过数值例子说明了所提算法的有效性和适用性。 ©2010爱思唯尔公司。

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