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An Iterative Heuristic Algorithm for Minimizing Total Weighted Tardiness of Unrelated Parallel Batch Processing Machines with Unequal Ready Times

机译:一种迭代启发式算法,可利用不等式成熟时间最大限度地减少无关平行批处理机的总加权迟到

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Unrelated Batch Processing Machines (BPM) can simultaneously process several jobs as a batch, as long as the machine capacity is not exceeded. This type of machine is found in diverse manufacturing and service environments in which machines may have different speeds for different jobs. Specifically, this work was motivated by a practical application observed at an electronics manufacturing and testing facility. The objective is to schedule the batches formed on the machines such that the total weighted tardiness is minimized. Since the problem under study is NP-hard, an iterative heuristic algorithm, based on some dispatching rules, is proposed. This heuristic considers the batching and scheduling problems simultaneously by iteratively assigning jobs to batches and machines that provides the smallest increment in the total weighted tardiness. To verify the effectiveness of the heuristic a set of problem instances were generated combining the number of jobs, job size, spread of the release dates, and tightness of the due dates. Results were compared to a heuristic to form batches using five different dispatching rules to sequence the job. Experimental results indicate that the proposed heuristic is an effective rule for this scheduling problem and outperforms on average the other heuristic.
机译:不相关的批处理机(BPM)可以同时处理几个作业作为批次,只要不超过机器容量即可。这种类型的机器是在多样化的制造和服务环境中找到的,机器可能具有不同的作业的不同速度。具体而言,这项工作是通过在电子制造和测试设施观察到的实际应用。目的是安排在机器上形成的批次,使得总加权迟到是最小化的。由于研究的问题是NP-Hard,提出了一种基于一些调度规则的迭代启发式算法。这种启发式通过迭代地将作业分配给批量和计算机来同时考虑批处理和调度问题,该机器在总加权迟到的总增加速度中提供最小的增量。为了验证启发式的有效性,生成了一组问题实例,组合了作业数量,作业大小,发布日期的传播以及到期日的紧密性。将结果与使用五种不同的调度规则进行批量进行批次进行批次进行比较。实验结果表明,拟议的启发式是该调度问题的有效规则,平均另一个启发式的表现优异。

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