存在测量误差的高技术制造过程多变量不能力指数:以电子工业为例

D. Shishebori, Hossein Shirani Bidabadi, A. A. Yazdi
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引用次数: 1

摘要

过程能力指标是评价过程性能是否符合要求规范的重要指标。通过对过程能力指标进行转换,建立过程不能力指标,导致过程准确度和精度相关信息分离。这种信息分离对于指定工艺是否有能力以及检测生产高科技产品(如电子工业)的生产过程中的偏差非常有益。本研究的主要目的是针对具有多变量质量特征的过程,提出一种考虑测量误差的过程不能力指标。利用蒙特卡罗模拟方法,通过数值算例验证了该指标的有效性。并将该方法与无测量误差情况下的性能进行了比较。此外,作为实例,将该指标与近期文献中提出的多个指标进行了比较,并进行了敏感性分析。仿真结果表明,测量误差对加工能力和非加工能力指标有显著影响。因此,我们强烈建议在过程分析中必须考虑测量误差。
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Multivariate incapability index for high technology manufacturing processes in presence of the measurement errors: A case study in electronic industry
Process capability indices play a vital role in evaluating the conformity of the process properties to the required specifications. Process incapability indices are created by transformation in the process capability indices, leading to the separation of information related to the process accuracy and precision. This separation of information can be very beneficial to specify whether the process is capable or not and to detect deviations in the production processes that produce high-tech products, such as the electronics industry. The main goal of this study is to propose a process incapability index by considering the measurement error for processes with multivariate quality characteristics. The efficiency of this index is then examined by a numerical example using Monte Carlo simulation method. Moreover, the performance of proposed approach is compared with the case where there is no measurement error. In addition, as a practical example, this index is compared with a number of recently proposed indices in the literature, and sensitivity analysis is conducted, as well. The simulation results showed that the measurement error has a significant effect on process capability and incapability indices. Therefore, we strongly suggest that the measurement error has to be considered in the process analysis.
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来源期刊
Journal of Industrial Engineering International
Journal of Industrial Engineering International Engineering-Industrial and Manufacturing Engineering
CiteScore
4.20
自引率
0.00%
发文量
0
审稿时长
12 weeks
期刊介绍: Journal of Industrial Engineering International is an international journal dedicated to the latest advancement of industrial engineering. The goal of this journal is to provide a platform for engineers and academicians all over the world to promote, share, and discuss various new issues and developments in different areas of industrial engineering. All manuscripts must be prepared in English and are subject to a rigorous and fair peer-review process. Accepted articles will immediately appear online. The journal publishes original research articles, review articles, technical notes, case studies and letters to the Editor, including but not limited to the following fields: Operations Research and Decision-Making Models, Production Planning and Inventory Control, Supply Chain Management, Quality Engineering, Applications of Fuzzy Theory in Industrial Engineering, Applications of Stochastic Models in Industrial Engineering, Applications of Metaheuristic Methods in Industrial Engineering.
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