相互作用对象系统的平均场吸收控制模型

M. Elena Martínez-Manzanares, J. Adolfo Minjárez-Sosa
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引用次数: 2

摘要

研究了一类由大量N个相互作用的对象组成的离散随机系统,这些对象被划分为有限个类。对象的行为由中央决策者控制,如下所示。在每个阶段,一旦观察到系统的配置,控制器就会做出决定;那么就会产生成本,并且进程停止的概率为正,否则对象根据转移概率在类中随机移动。也就是说,在正概率下,系统被一个表示系统死亡的配置所吸收,并且它将保持在那里而不产生成本。由于对象较多,控制问题根据平均场理论进行研究。因此,我们不是分析单个对象,而是关注对象占据每一类的比例,然后研究N趋于无穷时的极限。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A mean field absorbing control model for interacting objects systems

We study a class of discrete-time stochastic systems composed of a large number of N interacting objects, which are classified in a finite number of classes. The behavior of the objects is controlled by a central decision-maker as follows. At each stage, once the configuration of the system is observed, the controller takes a decision; then a cost is incurred and there is a positive probability the process stops, otherwise the objects move randomly among the classes according to a transition probability. That is, with positive probability, the system is absorbed by a configuration that represents the death of the system, and there it will remain without incurring cost. Due to the large number of objects, the control problem is studied according to the mean field theory. Thus, instead of analyzing a single object, we focus on the proportions of objects occupying each class, and then we study the limit as N goes to infinity.

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