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Iterative cost update method of generalized Kelly mechanism for fair utility resource allocation

机译:公平效用资源分配的广义Kelly机制的迭代成本更新方法

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We consider a resource allocation problem that ensures a fair utility among selfish agents who share a divisible resource. When the available resource is limited and the required amount of the resource cannot be allocated to agents, resource management is an important issue in multiagent systems. If there are selfish agents who want to maximize their utilities, we must prevent their behavior to realize a fair resource allocation. In this paper, we propose a fair utility resource allocation mechanism based on the generalized Kelly mechanism. In the proposed mechanism, the resource allocation is determined by a resource manager (RM) based on the resource requests of all agents, and the resource allocation problem is formulated as a resource allocation game. In the resource allocation game, we show uniqueness of a fair utility resource allocation which satisfies that the corresponding resource request is a Nash equilibrium and is equal to the resource allocation. Moreover, we assume that RM cannot know the utility functions of agents, but can calculate their utilities after the resource allocation. Using these results, we introduce a cost update function which realizes the fair utility resource allocation. By using simulations, we demonstrate the effectiveness of the proposed mechanism.
机译:我们考虑一个资源分配问题,该问题可确保共享可分割资源的自私行为者之间具有公平的效用。当可用资源有限且无法将所需的资源量分配给代理时,资源管理是多代理系统中的重要问题。如果有一些自私的代理人想要最大程度地发挥其效用,那么我们就必须阻止他们的行为以实现公平的资源分配。在本文中,我们提出了一种基于广义凯利机制的公平效用资源分配机制。在提出的机制中,资源分配由资源管理器(RM)根据所有代理的资源请求确定,并将资源分配问题表述为资源分配博弈。在资源分配游戏中,我们展示了公平的实用程序资源分配的唯一性,它满足相应的资源请求是Nash均衡并且等于资源分配。此外,我们假设RM无法了解代理的效用函数,但可以在资源分配后计算其效用。利用这些结果,我们引入了成本更新功能,可实现公平的公用事业资源分配。通过使用模拟,我们证明了所提出的机制的有效性。

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