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Mathematical modeling and evolutionary algorithm-based approach for integrated process planning and scheduling

机译:基于数学建模和基于进化算法的集成过程计划和调度方法

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摘要

Traditionally, process planning and scheduling were performed sequentially, where scheduling was implemented after process plans had been generated. Considering their complementarity, it is necessary to integrate these two functions more tightly to improve the performance of a manufacturing system greatly. In this paper, a mathematical model of integrated process planning and scheduling has been formulated. And, an evolutionary algorithm-based approach has been developed to facilitate the integration and optimization of these two functions. To improve the optimized performance of the approach, efficient genetic representation and operator schemes have been developed. To verify the feasibility and performance of the proposed approach, experimental studies have been conducted and comparisons have been made between this approach and some previous works. The experimental results show that the integrated process planning and scheduling is necessary and the proposed approach has achieved significant improvement.
机译:传统上,过程计划和计划是按顺序执行的,其中计划是在生成过程计划之后执行的。考虑到它们的互补性,有必要更紧密地集成这两个功能,以大大提高制造系统的性能。在本文中,已经建立了集成过程计划和调度的数学模型。并且,已经开发了基于进化算法的方法来促进这两个功能的集成和优化。为了提高方法的优化性能,已经开发了有效的遗传表示和操作员方案。为了验证所提出方法的可行性和性能,已经进行了实验研究,并且已经对该方法与一些先前的工作进行了比较。实验结果表明,集成的过程计划和调度是必要的,并且所提出的方法已经取得了明显的改进。

著录项

  • 来源
    《Computers & operations research》 |2010年第4期|656-667|共12页
  • 作者单位

    The State Key Laboratory of Digital Manufacturing Equipment and Technology. Huazhong University of Science and Technology. Wuhan. Hubei, China;

    The State Key Laboratory of Digital Manufacturing Equipment and Technology. Huazhong University of Science and Technology. Wuhan. Hubei, China;

    The State Key Laboratory of Digital Manufacturing Equipment and Technology. Huazhong University of Science and Technology. Wuhan. Hubei, China;

    The State Key Laboratory of Digital Manufacturing Equipment and Technology. Huazhong University of Science and Technology. Wuhan. Hubei, China;

    The State Key Laboratory of Digital Manufacturing Equipment and Technology. Huazhong University of Science and Technology. Wuhan. Hubei, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    integrated process planning and scheduling; scheduling; mathematical model; evolutionary algorithm;

    机译:集成的流程计划和调度;排程数学模型;进化算法;

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