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Potentials for Error Detection and Process Visualization in Assembly Lines Using a Parallel Coordinates Plot

机译:使用平行坐标图的流水线中错误检测和过程可视化的潜力

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摘要

Abstract. Assembly lines consist of chained or unchained stations, yet usually only single stations are regarded individually for process and quality analytics. Since the quality of the final product depends on interactions of process parameters along the assembly flow, it is insufficient to analyze process parameters of each station separately. Therefore, data of every single assembly station along the assembly line has to be collected and stored. To explore such a big amount of multidimensional data and their correlations, different techniques are established. In this paper, assembly flows and their respective data are visualized using a parallel coordinates plot (PCP). Here, this technique visualizes process parameter combinations along the whole assembly chain. The contribution of this paper is to prove that the presented approach enables a fast detection of stations with malicious impacts on the product quality, when it comes to complex assembly lines. The goal is to help users to detect global problems in those lines, not only single station problems. Furthermore, the relevance of various processes to the quality (good or defective) of the final good shall be revealed.
机译:抽象。装配线由链式或非链式工作站组成,但是通常只将单个工作站视为过程和质量分析对象。由于最终产品的质量取决于装配流程中工艺参数的相互作用,因此单独分析每个工位的工艺参数是不够的。因此,必须收集和存储沿装配线的每个装配站的数据。为了探索如此大量的多维数据及其相关性,建立了不同的技术。在本文中,使用平行坐标图(PCP)可视化装配流程及其各自的数据。在这里,该技术可视化了整个装配链上的过程参数组合。本文的目的是证明,当涉及复杂的装配线时,该方法可以快速检测对产品质量有恶意影响的工作站。目的是帮助用户发现这些线路中的全局问题,而不仅仅是单站问题。此外,应揭示各种过程与最终产品质量(好坏)的相关性。

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  • 来源
    《Applied Mechanics and Materials》 |2018年第2018期|10-16|共7页
  • 作者单位

    Institute for Factory Automation and Production Systems Friedrich-Alexander-Universitaet Egerlandstraße 7-9, Erlangen-Nurnberg, Germany;

    Institute for Factory Automation and Production Systems Friedrich-Alexander-Universitaet Egerlandstraße 7-9, Erlangen-Nurnberg, Germany;

    Institute for Factory Automation and Production Systems Friedrich-Alexander-Universitaet Egerlandstraße 7-9, Erlangen-Nurnberg, Germany;

    Institute for Factory Automation and Production Systems Friedrich-Alexander-Universitaet Egerlandstraße 7-9, Erlangen-Nurnberg, Germany;

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

    data mining; parallel coordinates; error detection; clustering; assembly lines;

    机译:数据挖掘;平行坐标错误检测;集群组装线;

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