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The Resource Advanced neural network-based computational schemes for robust fault diagnosis, Marcin Mrugalski, (electronic book)

Advanced neural network-based computational schemes for robust fault diagnosis, Marcin Mrugalski, (electronic book)

Label
Advanced neural network-based computational schemes for robust fault diagnosis
Title
Advanced neural network-based computational schemes for robust fault diagnosis
Statement of responsibility
Marcin Mrugalski
Creator
Author
Subject
Language
eng
Summary
The present book is devoted to problems of adaptation of artificial neural networks to robust fault diagnosis schemes. It presents neural networks-based modelling and estimation techniques used for designing robust fault diagnosis schemes for non-linear dynamic systems. A part of the book focuses on fundamental issues such as architectures of dynamic neural networks, methods for designing of neural networks and fault diagnosis schemes as well as the importance of robustness. The book is of a tutorial value and can be perceived as a good starting point for the new-comers to this field. The book is also devoted to advanced schemes of description of neural model uncertainty. In particular, the methods of computation of neural networks uncertainty with robust parameter estimation are presented. Moreover, a novel approach for system identification with the state-space GMDH neural network is delivered. All the concepts described in this book are illustrated by both simple academic illustrative examples and practical applications
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Mrugalski, Marcin
Dewey number
006.3/2
Index
index present
LC call number
QA76.87
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Series statement
Studies in Computational Intelligence,
Series volume
v.510
http://library.link/vocab/subjectName
  • Neural networks (Computer science)
  • Fault location (Engineering)
  • Robust control
Label
Advanced neural network-based computational schemes for robust fault diagnosis, Marcin Mrugalski, (electronic book)
Instantiates
Publication
Copyright
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
  • Designing of dynamic neural networks
  • Estimation methods in training of ANNs for robust fault diagnosis
  • MLP in robust fault detection of static non-linear systems
  • GMDH networks in robust fault detection of dynamic non-linear systems
  • State-space GMDH networks for actuator robust FDI
Control code
SPR857140142
Dimensions
unknown
Extent
1 online resource (xii, 168 pages).
File format
unknown
Form of item
online
Isbn
9783319015477
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-01547-7
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote
Label
Advanced neural network-based computational schemes for robust fault diagnosis, Marcin Mrugalski, (electronic book)
Publication
Copyright
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
  • Designing of dynamic neural networks
  • Estimation methods in training of ANNs for robust fault diagnosis
  • MLP in robust fault detection of static non-linear systems
  • GMDH networks in robust fault detection of dynamic non-linear systems
  • State-space GMDH networks for actuator robust FDI
Control code
SPR857140142
Dimensions
unknown
Extent
1 online resource (xii, 168 pages).
File format
unknown
Form of item
online
Isbn
9783319015477
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-01547-7
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote

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