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Research on Tasks Scheduling Algorithms for Dynamic and Uncertain Computing Grid Based on a+bi Connection Number of SPA

机译:基于SPA的a + bi连接数的动态不确定计算网格任务调度算法研究

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Task scheduling algorithms are key techniques intask management system of computing grid. Because of theuncertainty nature of a grid, traditional task schedulingalgorithms do not work well in an open, heterogeneous anddynamic grid environment of real world. In this paper, SetPair Analysis (SPA), a new soft computation method is usedto process the synthetic uncertainty in the task scheduling ofa computing grid. After introducing SPA and its application,the paper goes on to introduce the definition of connectionnumber to express the uncertain Expected Time to Computeof tasks, analysis operation properties and linear orderrelation suitable for computing grid scheduling. Threeonline uncertain dynamic scheduling algorithms,OUD_OLB, OUD_MET, OUD_MCT, and three batchuncertain dynamic scheduling algorithms BUD_Min-min,BUD_Min-max, BUD_Surferage, are presented for theuncertain dynamic computing grid. Theoretical analysisand experimental results illustrate that these algorithmsare capable of representing the dynamics and uncertaintyin a computing grid environment. These algorithms are thegeneralization of traditional grid scheduling algorithms, andthey possess high value in theory and application in a gridenvironment. Certainly it will be a new method to designtasks scheduling algorithm in uncertain computing gridenvironment.
机译:任务调度算法是计算网格任务管理系统中的关键技术。由于网格的不确定性,传统的任务调度算法在现实世界的开放,异构和动态网格环境中无法很好地工作。本文采用SetPair Analysis(SPA),一种新的软计算方法来处理计算网格任务调度中的综合不确定性。在介绍了SPA及其应用之后,继续介绍连接数的定义,以表达不确定的预期任务计算时间,分析操作属性和适合于计算网格调度的线性顺序关系。针对不确定的动态计算网格,提出了三在线不确定动态调度算法OUD_OLB,OUD_MET,OUD_MCT和三种批量不确定动态调度算法BUD_Min-min,BUD_Min-max,BUD_Surferage。理论分析和实验结果表明,这些算法能够代表计算网格环境中的动力学和不确定性。这些算法是传统网格调度算法的泛化,在网格环境中具有重要的理论和应用价值。在不确定的计算网格环境中,无疑是一种设计任务调度算法的新方法。

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