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A Novel Grid Resource Scheduling Model Based on Extended Second Price Sealed Auction

机译:基于扩展二级价格密封拍卖的网格资源调度模型

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In resource-limited environment, grid users compete for limited resources, and how to guarantee tasks¡¯ victorious probabilities is one of the most primary issues that a resource scheduling model cares. In order to solve grid resources scheduling problems, a novel model, namely ESPSA (Extended Second Price Sealed Auction), is proposed. The ESPSA model introduces an analyst entity, and designs analyst¡¯s prediction algorithm based on Hidden Markov Model (HMM). In ESPSA model, grid resources are sold through second price sealed auction. Moreover, to achieve high victorious probabilities, the user brokers who are qualified to participate in the auctions will predict other players¡¯ bids and then carry out the most beneficial bids. The ESPSA model is simulated based on GridSim toolkit. Simulation results show that the ESPSA model assures a higher victorious probability and superior to other traditional algorithms. Moreover, we analyze the existence of Nash equilibrium based on simulation results.
机译:在资源有限的环境中,网格用户争夺有限的资源,如何保证任务的胜利概率是资源调度模型关心的最主要的问题之一。为了解决网格资源调度问题,提出了一种新的模型,即ESPSA(扩展第二价格密封拍卖)。 ESPSA模型引入了分析师实体,并基于隐马尔可夫模型(HMM)设计了分析师的预测算法。在ESPSA模型中,网格资源是通过第二次价格密封拍卖来出售的。此外,为了获得较高的胜利概率,有资格参加拍卖的用户经纪人将预测其他玩家的出价,然后执行最有利的出价。 ESPSA模型是基于GridSim工具箱进行仿真的。仿真结果表明,ESPSA模型具有较高的获胜概率,并且优于其他传统算法。此外,我们基于仿真结果分析了纳什均衡的存在。

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