Two-stage stochastic optimal control problem under G-expectation

IF 2.1 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Systems & Control Letters Pub Date : 2024-05-18 DOI:10.1016/j.sysconle.2024.105824
Zhuangzhuang Xing
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Abstract

This paper is dedicated to a kind of stochastic two-stage optimal control problem (TSOC) under G-expectation. The system’s state switches at a given time point and the cost function involves stages on two time horizons in order to achieve two-stage management. A motivation of Problem TSOC is presented. A novel sufficient optimality condition (SOCD) is given via a sequence of adjoint processes coupled by jump boundary conditions under a maximal reference probability, which is more concise and applicable compared to previous results. Analytical results in two-stage linear-quadratic (TSLQ) case are presented, where a feedback optimal control (OC) is designed and a maximal reference probability is determined. Moreover, some interesting impacts of probability uncertainty and additional cost term to Problem TSLQ are analyzed, which are meaningful to practical risk management. Numerical simulations are presented to illustrate our theoretical results.

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G 期望下的两阶段随机优化控制问题
本文致力于研究一种 G 期望下的随机两阶段最优控制问题(TSOC)。系统状态在给定时间点切换,成本函数涉及两个时间跨度上的阶段,以实现两阶段管理。本文介绍了 TSOC 问题的动机。在最大参考概率下,通过一连串由跳跃边界条件耦合的邻接过程,给出了一个新的充分最优条件(SOCD),与之前的结果相比,该条件更简洁、更适用。文中给出了两阶段线性二次方程(TSLQ)情况下的分析结果,设计了反馈最优控制(OC)并确定了最大参考概率。此外,还分析了概率不确定性和附加成本项对问题 TSLQ 的一些有趣影响,这对实际风险管理很有意义。我们还进行了数值模拟,以说明我们的理论结果。
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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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