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Multivariate proces...
Multivariate process and quality monitoring applied to an electrolysis process. : Part I - Process supervision with multivariate control charts
- Article/chapterEnglish1998
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LIBRIS-ID:oai:DiVA.org:miun-4728
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https://urn.kb.se/resolve?urn=urn:nbn:se:miun:diva-4728URI
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https://doi.org/10.1016/S0169-7439(98)00014-8DOI
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https://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-142531URI
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Language:English
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Summary in:English
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Subject category:ref swepub-contenttype
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Subject category:art swepub-publicationtype
Notes
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Multivariate statistical process control MSPC.is applied to an electrolysis process. The process produces extremely pure copper, and to monitor its quality the levels of eight metal impurities were recorded twice a day. These quality data are analysed adopting an 1. ‘intuitive’ univariate approach, and 2. with multivariate techniques. It is demonstrated that the univariate analysis gives confusing results with regards to outlier detection, while the multivariate approach identifies two types of outliers. Moreover, it is shown how the results from the multivariate principal component analysis PCA.method can be displayed graphically in multivariate control charts. Multivariate Shewhart, cumulative sum CUSUM.and exponentially weighted moving average EWMA.control charts are used and compared. Also, an informationally powerful control chart, the simultaneous scores monitoring and residual tracking SMART.chart, is introduced and used.
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Albano, Christer
(author)
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Eriksson, Lennart
(author)
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Fridén, HåkanMittuniversitetet,Institutionen för teknik, fysik och matematik (-2008)(Swepub:miun)hakfri
(author)
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Johansson, Erik
(author)
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Nordahl, Åke
(author)
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Rännar, Stefan
(author)
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Sandberg, MariaUmeå universitet,Enheten för demografi och åldrandeforskning (CEDAR)
(author)
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Kettaneh-Wold, Nouna
(author)
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Wold, Svante
(author)
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MittuniversitetetInstitutionen för teknik, fysik och matematik (-2008)
(creator_code:org_t)
Related titles
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In:Chemometrics and Intelligent Laboratory Systems42, s. 221-2310169-7439
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In:Chemometrics and Intelligent Laboratory Systems42, s. 221-231
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- By the author/editor
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Wikström, Conny
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Albano, Christer
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Eriksson, Lennar ...
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Fridén, Håkan
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Johansson, Erik
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Nordahl, Åke
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show more...
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Rännar, Stefan
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Sandberg, Maria
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Kettaneh-Wold, N ...
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Wold, Svante
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- About the subject
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- NATURAL SCIENCES
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NATURAL SCIENCES
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and Mathematics
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- ENGINEERING AND TECHNOLOGY
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ENGINEERING AND ...
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and Industrial Biote ...
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Chemometrics and ...
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Mid Sweden University
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Umeå University