Generalized contribution plots in multivariate statistical process monitoring

Citation
Ja. Westerhuis et al., Generalized contribution plots in multivariate statistical process monitoring, CHEM INTELL, 51(1), 2000, pp. 95-114
Citations number
31
Categorie Soggetti
Spectroscopy /Instrumentation/Analytical Sciences
Journal title
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
ISSN journal
01697439 → ACNP
Volume
51
Issue
1
Year of publication
2000
Pages
95 - 114
Database
ISI
SICI code
0169-7439(20000508)51:1<95:GCPIMS>2.0.ZU;2-K
Abstract
This paper discusses contribution plots for both the D-statistic and the Q- statistic in multivariate statistical process control of batch processes. C ontributions of process variables to the D-statistic are generalized to any type of latent variable model with or without orthogonality constraints. T he calculation of contributions to the Q-statistic is discussed. Control li mits for both types of contributions are introduced to show the relative im portance of a contribution compared to the contributions of the correspondi ng process variables in the batches obtained under normal operating conditi ons. The contributions are introduced for off-line monitoring of batch proc esses, but can easily be extended to on-line monitoring and to continuous p rocesses, as is shown in this paper. (C) 2000 Elsevier Science B.V. All rig hts reserved.