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Reliable Scheduling of Precedence-Const rained Tasks Using a Genetic Algorithm

机译:基于遗传算法的优先工作任务的可靠调度

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摘要

This paper investigates the problem of reliable matching and scheduling of an application, which is composed of tasks with precedence constraints, in a heterogeneous distributed computing system. The reliable matching and scheduling problem is posed as finding a task assignment to minimize the probability of failure of the application. A cost function which defines this probability under a given task assignment is derived. Because the time complexity of the reliable matching and scheduling problem is exponential, to find optimal and subopti-mal solutions efficiently, a novel genetic algorithm is devised. The simulation results are provided to confirm the performance of the proposed genetic al-gorithm.
机译:本文研究了异构分布式计算系统中应用程序的可靠匹配和调度问题,该应用程序由具有优先级约束的任务组成。可靠的匹配和调度问题在于查找任务分配,以最大程度地减少应用程序失败的可能性。得出定义给定任务分配下此概率的成本函数。由于可靠的匹配和调度问题的时间复杂度是指数级的,因此为了有效地找到最优解和次优解,设计了一种新的遗传算法。提供仿真结果以确认所提出的遗传算法的性能。

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