Title: Statistical Process Monitoring using Advanced Data-Driven and Deep Learning Approaches: Theory and Practical Applications
Publisher: Elsevier
Publication Date: 2020
Language: English
ISBN 10: 0128193654
ISBN 13: 9780128193655
Binding: Soft cover
Condition: New

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Synopsis

Statistical Process Monitoring Using Advanced Data-Driven and Deep Learning Approaches tackles multivariate challenges in process monitoring by merging the advantages of univariate and traditional multivariate techniques to enhance their performance and widen their practical applicability. The book proceeds with merging the desirable properties of shallow learning approaches – such as a one-class support vector machine and k-nearest neighbours and unsupervised deep learning approaches – to develop more sophisticated and efficient...

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