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Algorithmic Analysis of the Unrelated Parallel Machines Scheduling Problem to Minimize Mean Weighted Flowtime

机译:最小均流时间的无关并行机调度问题的算法分析

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This paper provides algorithmic analysis for the scheduling of nonpreemptive independent jobs on unrelated parallel machines to minimize the mean weighted flowtime from two competing aspects: Constructive and improvement algorithms. A general heuristic approach for developing the constructive algorithms is proposed. Based on this, two types of constructive algorithms are developed: ratio-of-flowtime-to-weight based algorithms and product-of-flowtime-and-weight based algorithms. An improvement procedure that uses the combined reassigning and pairwise interchanging to improve the initial solution is also presented. The performances of the algorithms are evaluated via statistical optimization technique and simulation studies. The experimental results show that the improvement procedure can always yield very elaborate near optimum solutions at small computational expense. For constructive algorithms, one product-based algorithm outperforms the others. The results also indicate that the product-based approach proposed in this paper is a new and promising way for obtaining good constructive algorithms.
机译:本文提供了算法分析,用于在不相关的并行计算机上调度非抢先的独立作业,以从两个相互竞争的方面来最小化平均加权流时:建设性算法和改进算法。提出了一种开发构造算法的通用启发式方法。基于此,开发了两种类型的构造算法:基于流量时间重量比的算法和基于流量时间重量比的算法。还提出了一种改进的程序,该程序使用组合的重新分配和成对互换来改进初始解。通过统计优化技术和仿真研究评估算法的性能。实验结果表明,该改进程序可以始终以很小的计算量产生非常精细的近似最优解。对于构造算法,一种基于产品的算法要优于其他算法。结果还表明,本文提出的基于产品的方法是一种获得良好构造算法的新方法。

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