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Analytical techniques of quality and cost : robust design, design of experiments, and the prediction of mean shift

机译:质量和成本的分析技术:稳健的设计,实验设计和平均移位的预测

摘要

The quality of a product to a large extent determines the success of that product in competitive markets. Measuring and improving quality is thus a primary objective of the designer. The aim of the following work is to provide an introduction to the methods of quality optimization and to illustrate these techniques through examples. Quality is first defined and quantified. The robust design method, which is a technique that focuses on improving quality without adding cost, is then described. Particular attention is paid to experiment design, which is a major factor in the effectiveness and efficiency of the robust design process. The effect of product variability on the mean performance of a product is also explained along with the various ways that can be used to predict a shift in the mean value of the performance. Two examples are then developed. The first focuses on the application of the robust design method to illustrate the steps of the process. The second example primarily focuses on creating a comparison of the Monte Carlo, Latin Hypercube, and star pattern sampling methods on predicting mean shift. The benefits of the star pattern sampling method are apparent through the example. The error in the prediction of mean shift of the star pattern is less than 1%, and the execution time was less than one fifth the times of the Monte Carlo and Latin Hypercube methods.
机译:产品的质量在很大程度上决定了该产品在竞争市场中的成功。因此,衡量和提高质量是设计人员的主要目标。以下工作的目的是介绍质量优化方法,并通过示例说明这些技术。首先定义和量化质量。然后,描述了稳健的设计方法,该技术专注于在不增加成本的情况下提高质量。要特别注意实验设计,这是鲁棒设计过程的有效性和效率的主要因素。还解释了产品可变性对产品平均性能的影响,以及可以用来预测性能平均值变化的各种方法。然后开发了两个示例。第一部分着重于稳健设计方法的应用,以说明该过程的步骤。第二个示例主要侧重于比较Monte Carlo,Latin Hypercube和星形模式采样方法在预测均值漂移方面的优势。通过示例可以明显看出星形采样方法的好处。星型平均移动的预测误差小于1%,执行时间小于Monte Carlo和Latin Hypercube方法的五分之一。

著录项

  • 作者

    Ruflin Justin 1981-;

  • 作者单位
  • 年度 2004
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类

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