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Optimisation of flow-shop scheduling with batch processor and limited buffer

机译:使用批处理机和有限缓冲区优化流水车间调度

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摘要

This paper deals with a flow-shop scheduling problem with limited intermediate buffer. Jobs are grouped in incompatible job families. Each job has to be processed by a batch processor followed by a discrete processor in the same order. The batch processor can process several jobs simultaneously so that all jobs of the same batch start and complete together. We assume that the capacity of batch processor is bounded. The batch processing time is identical for batches of the same family. A batch which has completed processing on the batch processor may block the processor until there is a free unit in the buffer. The objective is to determine a batching and scheduling for all jobs so as to minimise mean completion time. A lower bound and two heuristics algorithm are developed. Moreover, a two-stage method embedded with a Differential Evolution (DE) algorithm is also developed. DE is one of the latest evolutionary computation algorithms, which implements mutation, crossover, and selection operators to improve the candidate solutions iteratively. Three variants of DE are first compared with a continuous Genetic Algorithm employing the random key representation. Then, one variant of the DE with the best convergence speed is selected. Numerical experiments are conducted to evaluate the performances of the selected two-stage meta-heuristic and two heuristics.
机译:本文讨论了中间缓冲区有限的流水车间调度问题。工作按不兼容的工作族分组。每个作业必须由批处理处理器处理,然后由离散处理器按相同顺序处理。批处理程序可以同时处理多个作业,以便同一批的所有作业一起开始和完成。我们假设批处理处理器的容量是有界的。同一家族的批处理时间相同。在批处理机上完成处理的批处理可能会阻塞处理器,直到缓冲区中没有可用单元为止。目的是确定所有作业的批处理和计划,以最大程度地减少平均完成时间。提出了下界和两种启发式算法。此外,还开发了一种嵌入差分演化(DE)算法的两阶段方法。 DE是最新的进化计算算法之一,它实现了变异,交叉和选择运算符来迭代地改善候选解决方案。首先将DE的三个变体与采用随机密钥表示的连续遗传算法进行比较。然后,选择具有最佳收敛速度的DE的一种变体。进行了数值实验,以评估所选的两阶段元启发式方法和两种启发式方法的性能。

著录项

  • 来源
    《International Journal of Production Research》 |2012年第8期|p.2267-2285|共19页
  • 作者单位

    School of Mechanical and Aerospace Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore;

    School of Mechanical and Aerospace Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore,Singapore-MIT Alliance, 50 Nanyang Avenue, Singapore;

    Singapore-MIT Alliance, 50 Nanyang Avenue, Singapore,School of Management, Huazhong University of Science and Technology, Wuhan, Hubei 430074, PR China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    flow-shop scheduling; batch processor; limited buffer; differential evolution;

    机译:流水车间调度;批处理机有限的缓冲区;差异进化;

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