具有长期平均标准的零和非稳态随机博弈

IF 1.6 2区 数学 Q2 MATHEMATICS, APPLIED Applied Mathematics and Optimization Pub Date : 2024-09-26 DOI:10.1007/s00245-024-10182-x
Zewu Zheng, Xin Guo
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引用次数: 0

摘要

本文关注的是博尔空间非稳态平均随机零和博弈均衡的存在和计算,其中允许报酬函数和过渡概率随时间变化。首先,我们提出了将算子的跨定点定理扩展到随时间变化的算子序列。其次,我们发现了一组新条件,这是对现有文献中的遍历性条件的概括。利用跨定点定理的扩展和新条件,我们证明了平均回报博弈方程(ARGEs)解的存在性。 第三,通过 ARGEs,我们确定了该博弈的价值和均衡的存在性。此外,通过构建 ARGEs 解的近似序列,我们提供了一种计算值和(\varepsilon \)均衡的滚动视界算法,并证明了算法的收敛性。最后,我们通过几个能源管理模式来说明本文的条件和结果。
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Zero-Sum Non-stationary Stochastic Games with the Long-Run Average Criterion

This paper is concerned with the existence and computation of an equilibrium for a non-stationary average stochastic zero-sum game with Borel spaces, in which the payoff functions and transition probabilities are allowed to change over time. First, we present an extension of the span-fixed point theorem for an operator to a sequence of time-dependent operators. Second, we find a new set of conditions, which is the generalization of the ergodicity ones in the existing literature. Using the extension of the span-fixed point theorem and the novel conditions, we prove the existence of a solution to the average-reward game equations (ARGEs). Third, by the ARGEs we establish the existence of the value and the equilibrium for this game. Moreover,by constructing an approximation sequence of the solution to the ARGEs, we provide a rolling horizon algorithm for computing the value and \( \varepsilon \)-equilibria, and also prove the convergence of the algorithm. Finally, we illustrate the conditions and results in this paper by several energy management models.

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来源期刊
CiteScore
3.30
自引率
5.60%
发文量
103
审稿时长
>12 weeks
期刊介绍: The Applied Mathematics and Optimization Journal covers a broad range of mathematical methods in particular those that bridge with optimization and have some connection with applications. Core topics include calculus of variations, partial differential equations, stochastic control, optimization of deterministic or stochastic systems in discrete or continuous time, homogenization, control theory, mean field games, dynamic games and optimal transport. Algorithmic, data analytic, machine learning and numerical methods which support the modeling and analysis of optimization problems are encouraged. Of great interest are papers which show some novel idea in either the theory or model which include some connection with potential applications in science and engineering.
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