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A conjugate bayesian approach for calculating process capability indices

Authors :
Miao, Rui
Zhang, Xinyi
Yang, Dong
Zhao, Yanzheng
Jiang, Zhibin
Source :
Expert Systems with Applications. Jul2011, Vol. 38 Issue 7, p8099-8104. 6p.
Publication Year :
2011

Abstract

Abstract: Process capability indices measure the ability of a production process to produce items within specification limits. The calculation of process capability indices has been focusing on using traditional frequency approach, which requires a large sample size for an accurate estimation. In order to eliminate this defect of traditional frequency approach on multi-batch and low volume production, Bayesian approach was used. The conjugate Bayesian approach is chosen to estimate the process distribution parameters. The algorithm with these conjugate Bayes estimators is proposed for measuring the process capability for multi-batch and low volume production. A case study is presented to demonstrate how the approach can be applied to actual data collected in practice. [Copyright &y& Elsevier]

Details

Language :
English
ISSN :
09574174
Volume :
38
Issue :
7
Database :
Academic Search Index
Journal :
Expert Systems with Applications
Publication Type :
Academic Journal
Accession number :
58746386
Full Text :
https://doi.org/10.1016/j.eswa.2010.12.151