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An implementation of the parallel schedule-generation scheme for applying Microsoft Excel's Evolutionary Solver to the resource-constrained project scheduling problem RCPSP

机译:用于将Microsoft Excel的进化求解器应用于资源受限的项目调度问题RCPSP的并行时间表生成方案的实现

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Since the 2010 version, the Solver Add-in of Microsoft Excel comprises the so-called Evolutionary Solver. The application of this Solver to a combinatorial optimization problem requires a spreadsheet which determines the objective function value corresponding to given values for the decision variables. This paper refers to the resource-constrained project-scheduling problem; we study how to implement the parallel schedule-generation scheme on a spreadsheet. We compare the performance against the serial schedule-generation scheme based on the j30 PSPLIB test set. It turns out that the CPU time required for scheduling an activity is considerably lower in the parallel than in the serial schedule-generation scheme; as a consequence, more schedules can be analyzed within a prescribed amount of time. For the novel implementation of the parallel scheme, the average deviation from the minimum makespan is considerably smaller than for the serial scheme, and the number of instances solved to optimality is surprisingly high.
机译:自2010年版本以来,Microsoft Excel的Solver加载项包括所谓的进化求解器。该求解器应用于组合优化问题的应用需要一种电子表格,该电子表格确定对应于判定变量的给定值的目标函数值。本文指的是资源受限的项目调度问题;我们研究如何在电子表格上实现并行计划生成方案。我们基于J30 PSPLIB测试集对比串行时间表制作方案的性能进行比较。事实证明,调度活动所需的CPU时间比串行时间表生成方案平行相当低;因此,可以在规定的时间内分析更多的时间表。对于并行方案的新实施方式,与最小MEPESPHAN的平均偏差大于串行方案的偏差,并且对最优性解决的情况令人惊讶地高。

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