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Efficient Heuristic to Minimize Makespan in Single Machine Scheduling Problem with Unrelated Parallel Machines

机译:无关并行机的单机调度问题中的有效启发式算法,以最小化制造周期

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This paper discusses an efficient heuristic to minimize the makespan of scheduling n independent jobs on m unrelated parallel machines. The problem of scheduling the jobs on the unrelated parallel machines is combinatorial in nature. Hence, the heuristic approach is inevitable for quicker solution. In this paper, a simple and efficient heuristic is designed to minimize the makespan of scheduling n independent jobs on m unrelated parallel machines. A mathematical model is also presented for this problem. A factorial experiment is used to compare the results of the proposed heuristic with that of a mathematical model by taking “Method” (Heuristic and Model) as the first factor and “Problem Size” (No. of machines X No. of Jobs: 2X5, 2X6, ……, 2X9, 3X5, 3X6, ……, 3X9, ……., 5X5, 5X6, …5X9) as the second factor. It is found that there is no significant difference between the results of the proposed heuristic and that of the mathematical model. Further, the mean percent error of the results obtained by the heuristic from the optimal results obtained by the model is 2.336 %. The heuristic gives optimal solution for 76.67 % of the problems.
机译:本文讨论了一种有效的启发式方法,可最大程度地减少在m个无关的并行机上调度n个独立作业的时间。在无关的并行计算机上调度作业的问题本质上是组合的。因此,启发式方法不可避免地需要更快的解决方案。本文设计了一种简单有效的启发式方法,以最大程度地减少在m个无关的并行机上调度n个独立作业的时间。还提供了针对该问题的数学模型。通过使用阶乘实验,以“方法”(启发式和模型)为首要因素,并以“问题规模”(机器数量X作业数量:2X5)将提议的启发式方法的结果与数学模型的结果进行比较。 ,2X6,……,2X9、3X5、3X6,……,3X9,……。,5X5、5X6,……5X9)作为第二因素。发现所提出的启发式方法的结果与数学模型的结果之间没有显着差异。此外,由启发式方法获得的结果与模型获得的最佳结果的平均百分比误差为2.336%。启发式算法可为76.67%的问题提供最佳解决方案。

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