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Optimal Cloud Resource Scheduling in Smart Grid: A Hierarchical Game Approach

机译:智能电网中的最佳云资源调度:一种分层博弈方法

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The problem of cloud resource scheduling in smart grid is one of the hot spots in recent years. Different from most existing studies that focus on the scenario with a single service provider, this paper studies cloud resource scheduling with multiple service providers and multiple residential users. The users in this scenario can make service selection dynamically according to the service price. In turn, the price of the service providers’ resource is affected by the users’ selection. The interactive decision problem between the users and the service providers is modeled as a hierarchical game. At the lower-level, we use the evolutionary game to simulate the service selection of residential users. At the upper-level, non-cooperative game is used to simulate the competition among service providers. Then, we prove that the upper and lower level can reach the Nash equilibrium and the evolutionary equilibrium, respectively. Furthermore, we design a hierarchical game based cloud resource scheduling algorithm (HCRSA) for the proposed game framework. Simulation results show that both the upper and lower level can converge to their equilibrium after a few iterations. Compared with traditional resource scheduling method, the proposed HCRSA algorithm effectively reduces users’ payment and reaches a balance between supply and demand.
机译:智能电网中的云资源调度问题是近年来的热点之一。与大多数现有研究集中于单个服务提供商的场景不同,本文研究了具有多个服务提供商和多个居民用户的云资源调度。在这种情况下,用户可以根据服务价格动态选择服务。反过来,服务提供商资源的价格也受到用户选择的影响。用户和服务提供商之间的交互式决策问题被建模为分层游戏。在较低级别,我们使用进化游戏来模拟居民用户的服务选择。在高层,非合作游戏用于模拟服务提供商之间的竞争。然后,我们证明了上层和下层分别可以达到纳什均衡和进化均衡。此外,我们针对提出的游戏框架设计了一种基于分层游戏的云资源调度算法(HCRSA)。仿真结果表明,经过几次迭代,上下级都可以收敛到平衡。与传统的资源调度方法相比,提出的HCRSA算法有效地减少了用户的支付,达到了供需之间的平衡。

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