平均场正反向随机差分方程的适定性及其在最优控制中的应用

IF 5.9 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Automatica Pub Date : 2025-07-01 Epub Date: 2025-04-24 DOI:10.1016/j.automatica.2025.112330
Hongji Ma , Chenchen Mou , Daniel W.C. Ho
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引用次数: 0

摘要

本文讨论了离散时间线性平均场(MF)线性二次(LQ)最优控制问题相关的线性平均场(MF)正反向随机差分方程(FBSΔEs)的可解性。首先,研究了相关方程与现有文献中出现的三种不同类型FBSΔEs之间的关系。研究发现,FBSΔEs的各种形式可以被转化为一个统一的范式。进一步,通过两个耦合差分Riccati方程的可解性,给出了一类一般的完全耦合线性方程MF-FBSΔEs在有限视界上的适定性的充分必要条件。最后,基于稳定性和可探测性,给出了无限视界MF-FBSΔE存在自适应解的充分条件,该自适应解可以通过两个耦合代数Riccati方程的稳定解来显式表征。作为相关MF-FBSΔEs的应用,分别研究了有限和无限水平MF-LQ最优控制问题的开环可解性。
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Well-posedness of mean-field forward–backward stochastic difference equations and applications to optimal control
This paper addresses the solvability of linear mean-field (MF) forward–backward stochastic difference equations (FBSΔEs) associated with discrete-time MF linear quadratic (LQ) optimal control problems. First of all, the relationships are investigated among the concerned equations and three different types of FBSΔEs arising from the available literature. It is found that the various formulations of FBSΔEs can be cast into a unified paradigm. Furthermore, through the solvability of two coupled difference Riccati equations, a necessary and sufficient condition is presented for the well-posedness of a general class of fully coupled linear MF-FBSΔEs in a finite horizon. Finally, based on stabilizability and detectability, a sufficient condition is proposed for an infinite-horizon MF-FBSΔE to admit an adapted solution, which can be explicitly characterized via the stabilizing solution of two coupled algebraic Riccati equations. As applications of the concerned MF-FBSΔEs, open-loop solvability is studied for finite- and infinite-horizon MF-LQ optimal control problems, respectively.
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来源期刊
Automatica
Automatica 工程技术-工程:电子与电气
CiteScore
10.70
自引率
7.80%
发文量
617
审稿时长
5 months
期刊介绍: Automatica is a leading archival publication in the field of systems and control. The field encompasses today a broad set of areas and topics, and is thriving not only within itself but also in terms of its impact on other fields, such as communications, computers, biology, energy and economics. Since its inception in 1963, Automatica has kept abreast with the evolution of the field over the years, and has emerged as a leading publication driving the trends in the field. After being founded in 1963, Automatica became a journal of the International Federation of Automatic Control (IFAC) in 1969. It features a characteristic blend of theoretical and applied papers of archival, lasting value, reporting cutting edge research results by authors across the globe. It features articles in distinct categories, including regular, brief and survey papers, technical communiqués, correspondence items, as well as reviews on published books of interest to the readership. It occasionally publishes special issues on emerging new topics or established mature topics of interest to a broad audience. Automatica solicits original high-quality contributions in all the categories listed above, and in all areas of systems and control interpreted in a broad sense and evolving constantly. They may be submitted directly to a subject editor or to the Editor-in-Chief if not sure about the subject area. Editorial procedures in place assure careful, fair, and prompt handling of all submitted articles. Accepted papers appear in the journal in the shortest time feasible given production time constraints.
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