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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:将Microsoft Excel的进化求解器应用于资源受限的项目计划问题RCPSP的并行计划生成方案的实现

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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:从2010年版本开始,Microsoft Excel的求解器加载项包括所谓的“进化求解器”。该求解器在组合优化问题中的应用需要一个电子表格,该电子表格确定与决策变量的给定值相对应的目标函数值。本文涉及资源受限的项目计划问题。我们研究了如何在电子表格上实施并行计划生成方案。我们将性能与基于j30 PSPLIB测试集的串行计划生成方案进行了比较。事实证明,与串行调度生成方案相比,并行调度活动所需的CPU时间要短得多。结果,可以在规定的时间内分析更多的时间表。对于并行方案的新颖实现,与最小连续时间的平均偏差比串行方案小得多,并且求解到最佳状态的实例数出奇地高。

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