Title :
Combination of two Shewhart-type control charts to detect small as well as large shifts in multivariate process variability
Author :
Djauhari, Maman Abdurachman
Author_Institution :
Dept. of Math., Univ. Teknol. Malaysia, Skudai, Malaysia
Abstract :
This paper proposes a procedure based on two Shewhart-type control charts for monitoring the stability of multivariate process variability. That procedure will be able to detect small shift as well as large shift in covariance structure. For that purpose, generalized variance and vector variance will be used as multivariate variability measures. If generalized variance chart is sensitive to the large shift, we show that vector variance chart is sensitive to the small shift. A real industrial example will be presented to illustrate the advantage of the proposed procedure.
Keywords :
control charts; multivariable systems; stability; Shewhart-type control charts; covariance structure; multivariate process variability; shift detection; vector variance; Control charts; Covariance matrix; Eigenvalues and eigenfunctions; Flanges; Gaussian distribution; Monitoring; Process control; generalized variance; multivariate normal distribution; multivariate variability; vector variance;
Conference_Titel :
Quality and Reliability (ICQR), 2011 IEEE International Conference on
Conference_Location :
Bangkok
Print_ISBN :
978-1-4577-0626-4
DOI :
10.1109/ICQR.2011.6031615