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Application of A Multi-Criteria Simulation Optimization Based DSS

机译:基于DSS的多准则仿真优化的应用

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摘要

In this study we propose a decision support system for a textile dyeing, printing and finishing workshop. The proposed simulation model itself enables managers to find a schedule of jobs on machines (given a defined combination of decision parameters) which provides the smallest completion time of jobs. We integrate the simulation model, design of experiment and a Goal Programming model in which the significance is to optimize two main objectives of managers: minimizing Makespan and Total tardiness of jobs. Furthermore In this optimization process we develop a regression metamodel including qualitative factors as well as quantitative decision variables. Although we illustrate the performance of the proposed DSS by its application in a small case, this general procedure has this advantage to be applicable in large scale problems.
机译:在这项研究中,我们提出了用于纺织染整车间的决策支持系统。拟议的仿真模型本身使管理人员能够找到机器上的作业计划表(给定定义的决策参数组合),从而提供最短的作业完成时间。我们将模拟模型,实验设计和目标规划模型进行了集成,其目的是优化管理者的两个主要目标:最小化制造时间和总工作时间。此外,在此优化过程中,我们开发了一个包含定性因素和定量决策变量的回归元模型。尽管我们在很小的情况下通过其应用说明了所提出的DSS的性能,但是这种通用过程具有可用于大规模问题的优点。

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  • 来源
  • 会议地点 Norfolk VA(US);Norfolk VA(US);Norfolk VA(US);Norfolk VA(US);Norfolk VA(US);Norfolk VA(US);Norfolk VA(US)
  • 作者单位

    Department of Industrial Engineering and Research Institute of Energy Management and Planning, Faculty of Engineering, University of Tehran, Iran;

    Department of Industrial Engineering and Research Institute of Energy Management and Planning, Faculty of Engineering, University of Tehran, Iran;

    Department of Industrial Engineering and Research Institute of Energy Management and Planning, Faculty of Engineering, University of Tehran, Iran;

    Department of Industrial Engineering and Research Institute of Energy Management and Planning, Faculty of Engineering, University of Tehran, Iran;

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

    goal programming; multi-criteria decision making; optimization; qualitative and quantitative factors; metamodel;

    机译:目标规划;多标准决策;优化;定性和定量因素;元模型;

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