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A critical chains based distributed multi-project scheduling approach

机译:基于关键链的分布式多项目调度方法

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摘要

In this paper, we discuss the distributed resource constrained multi-project scheduling problem (DRCMPSP) and focus on handling resource conflicts. The resource conflicts among projects are originally caused by precedence constraints and resource constraints. To reflect the influences of both constraints, this paper incorporates the critical chain concept into the distributed problem and introduces a corresponding heuristic strategy. Besides, to deal with large scale instances, an elimination mechanism is proposed, which identifies a few conflict time slots in advance and allocates global resources in those time slots only. Depending upon the heuristics and elimination mechanism, we develop a distributed multi-agent system based algorithm called DMAS/EM. Experiments show that DMAS/EM algorithm can generate satisfactory solutions with low average project delay and significant time savings. Furthermore, we observe that our algorithm provides great scalability with respect to variations in the size of instances processed and the degree of conflicts.
机译:在本文中,我们讨论了分布式资源受限的多项目调度问题(DRCMPSP),并将重点放在处理资源冲突上。项目之间的资源冲突最初是由优先约束和资源约束引起的。为了反映这两个约束的影响,本文将关键链概念纳入分布式问题,并介绍了相应的启发式策略。此外,为了应对大规模实例,提出了一种消除机制,该机制可以提前识别一些冲突时隙,并仅在这些时隙中分配全局资源。根据启发式和消除机制,我们开发了一种基于分布式多代理系统的算法,称为DMAS / EM。实验表明,DMAS / EM算法可以产生令人满意的解决方案,并且平均项目延迟低,并且可以节省大量时间。此外,我们观察到我们的算法在处理实例大小和冲突程度方面具有很大的可伸缩性。

著录项

  • 来源
    《Neurocomputing》 |2014年第2期|282-293|共12页
  • 作者单位

    School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China,Science and Technology on Aircraft Control Laboratory, Beihang University, Beijing 100191, China;

    School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China;

    School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China;

    School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, 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

    Distributed multi-project scheduling; Critical chain; Multi-agent system; Elimination mechanism;

    机译:分布式多项目调度;关键链;多代理系统;消除机制;

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