This study aims to detect various small changes in multivariate control charts. In previous studies, the MEWMA control chart was proposed as a detection of mean vector change, the MEWMC control chart was proposed as a detection of variance covariance matrix change, and the ELR control chart was proposed as a detection of the change of the mean vector and the variance covariance matrix. This study proposes two method using log-likelihood. The first method (MEWML control chart) uses the statistic obtained by directly weighting the log-likelihood. The second method (MEWMML control chart) uses obtained maximum likelihood estimate from log-likelihood using the maximum likelihood method. As a result of Monte Carlo simulations using the ARL evaluation index, the study shows that the MEWML control chart is useful for variance covariance matrix change, and the MEWMML control chart is the most useful for various patterns.
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27 July 2018
MATHEMATICAL METHODS AND COMPUTATIONAL TECHNIQUES IN SCIENCE AND ENGINEERING II
16–18 February 2018
Cambridge, UK
Research Article|
July 27 2018
Proposal of multivariate control chart using exponentially log-likelihood for detection of change in mean and variability
Yuma Ueno;
Yuma Ueno
a)
1
Graduate Student, Waseda University (Japan)
. 3-4-1 Okubo, Shinjuku-ku Tokyo, 169-8555, Japan
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Yasushi Nagata
Yasushi Nagata
b)
2
Professor, Waseda University (Japan)
. 3-4-1 Okubo, Shinjuku-ku Tokyo, 169-8555, Japan
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Yuma Ueno
1,a)
Yasushi Nagata
2,b)
1
Graduate Student, Waseda University (Japan)
. 3-4-1 Okubo, Shinjuku-ku Tokyo, 169-8555, Japan
2
Professor, Waseda University (Japan)
. 3-4-1 Okubo, Shinjuku-ku Tokyo, 169-8555, Japan
AIP Conf. Proc. 1982, 020016 (2018)
Citation
Yuma Ueno, Yasushi Nagata; Proposal of multivariate control chart using exponentially log-likelihood for detection of change in mean and variability. AIP Conf. Proc. 27 July 2018; 1982 (1): 020016. https://doi.org/10.1063/1.5045422
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