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Controlling collective dynamics in complex, minority-game resource-allocation systems

机译:控制复杂的少数民族游戏中的集体动态   资源分配系统

摘要

Resource allocation takes place in various kinds of real-world complexsystems, such as the traffic systems, social services institutions ororganizations, or even the ecosystems. The fundamental principle underlyingcomplex resource-allocation dynamics is Boolean interactions associated withminority games, as resources are generally limited and agents tend to choosethe least used resource based on available information. A common but harmfuldynamical behavior in resource-allocation systems is herding, where there aretime intervals during which a large majority of the agents compete for a fewresources, leaving many other resources unused. Ac- companying the herdbehavior is thus strong fluctuations with time in the number of resources beingused. In this paper, we articulate and establish that an intuitive controlstrategy, namely pinning control, is effective at harnessing the herdingdynamics. In particular, by fixing the choices of resources for a few agentswhile leaving majority of the agents free, herding can be eliminatedcompletely. Our investigation is systematic in that we consider random andtargeted pinning and a variety of network topologies, and we carry out acomprehensive analysis in the framework of mean-field theory to understand theworking of control. The basic philosophy is then that, when a few agents waivetheir freedom to choose resources by receiving sufficient incentives, majorityof the agents benefit in that they will make fair, efficient, and effective useof the available resources. Our work represents a basic and general frameworkto address the fundamental issue of fluctuations in complex dynamical systemswith significant applications to social, economical and political systems.
机译:资源分配发生在各种现实世界的复杂系统中,例如交通系统,社会服务机构或组织,甚至生态系统。复杂的资源分配动态的基本原理是与少数游戏相关的布尔交互,因为资源通常受到限制,并且代理倾向于根据可用信息选择使用最少的资源。资源分配系统中常见但有害的动态行为是放牧,即在一定的时间间隔内,大多数代理会竞争少数资源,而使许多其他资源未使用。因此,伴随着Herdbehavior的使用,随着时间的推移,所使用的资源数量会出现很大的波动。在本文中,我们明确指出并建立了一种直观的控制策略,即固定控制,可以有效地利用成群动力学。特别是,通过固定几个座席的资源选择,同时让大多数座席保持自由,可以完全消除放牧。我们的研究是系统的,因为我们考虑了随机和有针对性的固定以及各种网络拓扑,并且我们在均值场理论的框架内进行了全面分析,以了解控制的工作原理。当时的基本理念是,当少数代理人通过接受足够的激励而放弃其选择资源的自由时,大多数代理人将从中受益,因为他们将公平,高效地,有效地使用可用资源。我们的工作代表了一个基本和通用的框架,用于解决复杂的动力系统波动的根本问题,并将其广泛应用于社会,经济和政治系统。

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