随机微分系统的首次通过时间:概率估计与概率保证控制

IF 2.1 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS
Xinyu Wu , Zidong Wang , Wenlian Lu , Bo Shen
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引用次数: 0

摘要

研究了一类由随机微分方程描述的非线性系统在给定边界内首次通过时间的概率估计和概率保证控制问题。利用SDE的比较定理,构造了一维保守性过程作为边界条件诱导的过程的上界,在此基础上可以解析或数值计算FPT概率。进一步,利用随机分析和矩阵不等式技术,建立了两种不同场景下,保证状态轨迹在一定时间内停留在给定区域的充分条件,以及在一定时间内进入给定区域的充分条件。作为应用,设计了输出反馈控制器,保证闭环系统的FPT概率超过指定指标。最后通过数值算例验证了所提理论结果的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
First passage time of stochastic differential systems: Probability estimation and probability guaranteed control
This paper is concerned with the probability estimation and probability guaranteed control problems for the first passage time (FPT) of a class of nonlinear systems described by stochastic differential equations (SDEs) within a given boundary. Taking advantage of the comparison theorem of the SDE, a one-dimensional conservatism process is constructed as an upper bound on the process induced by the boundary condition, based on which the FPT probability can be calculated either analytically or numerically. Furthermore, by virtue of the stochastic analysis and the matrix inequality technique, sufficient conditions are established to ensure that such probabilities exceed certain prescribed thresholds in two different scenarios: in the stay-in scenario, the state trajectory is ensured to remain within a given region for a certain period, and in the entry scenario, the state trajectory is ensured to enter a given region within a certain period. Moreover, as an application, the output feedback controller is designed so that the FPT probability of the closed-loop system is guaranteed to exceed a specified index. Finally, numerical examples are presented to validate the effectiveness of the proposed theoretical results.
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来源期刊
Systems & Control Letters
Systems & Control Letters 工程技术-运筹学与管理科学
CiteScore
4.60
自引率
3.80%
发文量
144
审稿时长
6 months
期刊介绍: Founded in 1981 by two of the pre-eminent control theorists, Roger Brockett and Jan Willems, Systems & Control Letters is one of the leading journals in the field of control theory. The aim of the journal is to allow dissemination of relatively concise but highly original contributions whose high initial quality enables a relatively rapid review process. All aspects of the fields of systems and control are covered, especially mathematically-oriented and theoretical papers that have a clear relevance to engineering, physical and biological sciences, and even economics. Application-oriented papers with sophisticated and rigorous mathematical elements are also welcome.
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