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Automated input data management: evaluation of a concept for reduced time consumption in discrete event simulation

机译:自动输入数据管理:评估概念以减少离散事件仿真中的时间消耗

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摘要

Input data management is a crucial and time-consuming part of a simulation project. Consequently, improvement of this process has substantial potential to increase the rapidity of simulation projects, thus enabling more detailed analyses in design and development of production systems. This paper presents the development of a concept and an associated software demonstrator called the Generic Data Management Tool (GDM-Tool), which automates several critical and time-consuming data input activities. More specifically, raw data are extracted from multiple sources, with different data structures, and transformed to simulation input through data cleaning, calculations and distribution fitting, all done in one automated process. Finally, the simulation input is presented in the Core Manufacturing Simulation Data format, for further use in simulation applications. As a first step towards validation, the GDM-Tool was evaluated during a case study in the automotive industry. The results show that the time needed for input data management was reduced by 78%, as relative to a traditional manual approach.
机译:输入数据管理是模拟项目中至关重要且耗时的部分。因此,改进此过程具有极大的潜力来提高模拟项目的速度,从而可以在生产系统的设计和开发中进行更详细的分析。本文介绍了概念的发展以及称为通用数据管理工具(GDM-Tool)的相关软件演示程序,该工具可自动执行一些关键且耗时的数据输入活动。更具体地说,原始数据是从具有不同数据结构的多个源中提取的,并通过数据清理,计算和分布拟合将其转换为模拟输入,所有这些都在一个自动化过程中完成。最后,仿真输入以“核心制造仿真数据”格式显示,以供在仿真应用中进一步使用。作为验证的第一步,在汽车行业的案例研究中对GDM-Tool进行了评估。结果表明,与传统的手动方法相比,输入数据管理所需的时间减少了78%。

著录项

  • 来源
    《Simulation》 |2012年第11期|p.1279-1293|共15页
  • 作者单位

    Department of Product and Production Development, Chalmers University of Technology, Horsalsvagen 7A, Gothenburg, SE- 412 96, Sweden;

    Department of Product and Production Development, Chalmers University of Technology, Sweden;

    Department of Product and Production Development, Chalmers University of Technology, Sweden;

  • 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

    input data management; data collection; core manufacturing simulation data; discrete event simulation;

    机译:输入数据管理;数据采集​​;核心制造仿真数据;离散事件模拟;
  • 入库时间 2022-08-18 02:50:33

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