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Development of a time-efficient heuristic method for production scheduling with resource constraints and changeover considerations.

机译:开发具有资源约束和转换注意事项的生产调度的省时启发式方法。

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摘要

The use of the correct tool in the resource production planning process is absolutely necessary in order for industries to compete effectively and be successful in the actual global economy. The heuristic method developed as part of this research is computationally time efficient and allows solving production planning problems with restrictions of resources and considering product or parts changeover times. The proximity of the results obtained by the heuristic method was compared against a mix integer linear programming model developed by Stefan Voss. This model consideres the setup times and the capacity available for production.; Both the optimization model and the heuristic method where programmed and executed in "Visual BASIC". A statistical experiment was designed and executed to determine how close the solution of the heuristic method was from the optimal value and the computational time savings when the heuristic method is used. Having this information analyzed, a case study that provides the necessary complexity to evaluate both models was developed using an experimental design. Using regression analysis and normality tests for the residuals, the difference between objective function value and computational time from both methods demonstrates that the heuristic method provides a solution near the optimum value using always minimal computational time.
机译:为了使行业有效竞争并在实际的全球经济中取得成功,在资源生产计划过程中使用正确的工具是绝对必要的。作为本研究的一部分开发的启发式方法在计算上是高效的,并且可以解决资源受限的生产计划问题并考虑产品或零件的更换时间。通过启发式方法获得的结果的接近度与由Stefan Voss开发的混合整数线性规划模型进行了比较。该模型考虑了建立时间和可用于生产的容量。优化模型和启发式方法都在“ Visual BASIC”中编程和执行。设计并执行统计实验,以确定启发式方法的解与最优值的接近程度以及使用启发式方法时节省的计算时间。分析了这些信息后,使用实验设计开发了一个案例研究,该案例研究提供了评估两个模型所需的复杂性。通过对残差进行回归分析和正态检验,两种方法的目标函数值和计算时间之间的差异表明,启发式方法始终使用最少的计算时间提供了接近最佳值的解决方案。

著录项

  • 作者

    Munoz Blas, Jennifer.;

  • 作者单位

    University of Puerto Rico, Mayaguez (Puerto Rico).;

  • 授予单位 University of Puerto Rico, Mayaguez (Puerto Rico).;
  • 学科 Business Administration General.; Engineering Industrial.
  • 学位 M.S.
  • 年度 2008
  • 页码 115 p.
  • 总页数 115
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 贸易经济;一般工业技术;
  • 关键词

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