Monitoring multimode continuous processes

Monitoring multimode continuous processes: a data-driven approach

by Quiñones-Grueiro, Marcos

Type Book
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This book examines recent methods for data-driven fault diagnosis of multimode continuous processes. It formalizes, generalizes, and systematically presents the main concepts, and approaches required to design fault diagnosis methods for multimode continuous processes. The book provides both theoretical and practical tools to help readers address the fault diagnosis problem by drawing data-driven methods from at least three different areas: statistics, unsupervised, and supervised learning.

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Title Statements

  • Full title :Monitoring multimode continuous processes : a data-driven approach / Marcos Quiñones-Grueiro, Orestes Llanes-Santiago, Antônio José Silva Neto.

Summary

This book examines recent methods for data-driven fault diagnosis of multimode continuous processes. It formalizes, generalizes, and systematically presents the main concepts, and approaches required to design fault diagnosis methods for multimode continuous processes. The book provides both theoretical and practical tools to help readers address the fault diagnosis problem by drawing data-driven methods from at least three different areas: statistics, unsupervised, and supervised learning.

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Edition Statements

  • Publication Date:2021.

Publication Statements

  • Publisher(s):Springer
  • Place of Publication:Cham, Switzerland
  • Language:eng
  • Publication Date:2021.

The Physical Object

  • Description:1 online resource

Edition Identifiers

  • ISBN:9783030547387, 3030547388, 9783030547394, 3030547396, 9783030547400, 303054740X
  • DOI:10.1007/978-3-030-54738-7
  • oclc:on1182839920
  • LC Classification:TA169.6
  • Dewey Decimal:620/.0044

Table of Contents

Data-driven Fault Diagnosis -- Multimode Continuous Processes -- Multimode Continuous Processes Clustering -- Multimode Continuous Processes Monitoring.

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