skip to content
Advanced neural network-based computational schemes for robust fault diagnosis Preview this item
ClosePreview this item
Checking...

Advanced neural network-based computational schemes for robust fault diagnosis

Author: Marcin Mrugalski
Publisher: Cham : Springer, [2013] ©2014
Series: Studies in computational intelligence, v.510
Edition/Format:   eBook : Document : EnglishView all editions and formats
Database:WorldCat
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  Read more...
Rating:

(not yet rated) 0 with reviews - Be the first.

Subjects
More like this

 

Find a copy online

Links to this item

Find a copy in the library

&AllPage.SpinnerRetrieving; Finding libraries that hold this item...

Details

Genre/Form: Electronic books
Additional Physical Format: Printed edition:
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Marcin Mrugalski
ISBN: 9783319015477 3319015478
OCLC Number: 857140142
Description: 1 online resource (xii, 168 pages).
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.
Series Title: Studies in computational intelligence, v.510
Responsibility: Marcin Mrugalski.
More information:

Abstract:

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.

Reviews

Editorial reviews

Publisher Synopsis

From the reviews: "The book deals with the use of artificial neural networks in robust fault diagnosis ... . The ideas presented throughout the book are accompanied by examples and concrete Read more...

 
User-contributed reviews
Retrieving GoodReads reviews...
Retrieving DOGObooks reviews...

Tags

Be the first.
Confirm this request

You may have already requested this item. Please select Ok if you would like to proceed with this request anyway.

Linked Data


Primary Entity

<http://www.worldcat.org/oclc/857140142> # Advanced neural network-based computational schemes for robust fault diagnosis
    a schema:Book, schema:MediaObject, schema:CreativeWork ;
    library:oclcnum "857140142" ;
    library:placeOfPublication <http://id.loc.gov/vocabulary/countries/sz> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/1654671960#Topic/control> ; # Control
    schema:about <http://experiment.worldcat.org/entity/work/data/1654671960#Topic/artificial_intelligence_incl_robotics> ; # Artificial Intelligence (incl. Robotics)
    schema:about <http://experiment.worldcat.org/entity/work/data/1654671960#Topic/computational_intelligence> ; # Computational Intelligence
    schema:about <http://experiment.worldcat.org/entity/work/data/1654671960#Topic/ingenierie> ; # Ingénierie
    schema:about <http://dewey.info/class/006.32/e23/> ;
    schema:about <http://id.worldcat.org/fast/1036260> ; # Neural networks (Computer science)
    schema:about <http://id.worldcat.org/fast/1099109> ; # Robust control
    schema:about <http://id.worldcat.org/fast/921982> ; # Fault location (Engineering)
    schema:about <http://experiment.worldcat.org/entity/work/data/1654671960#Topic/engineering> ; # Engineering
    schema:about <http://experiment.worldcat.org/entity/work/data/1654671960#Topic/complexity> ; # Complexity
    schema:author <http://viaf.org/viaf/305253233> ; # Marcin Mrugalski
    schema:bookFormat schema:EBook ;
    schema:copyrightYear "2014" ;
    schema:datePublished "2013" ;
    schema:description "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." ;
    schema:exampleOfWork <http://worldcat.org/entity/work/id/1654671960> ;
    schema:genre "Electronic books" ;
    schema:inLanguage "en" ;
    schema:isPartOf <http://worldcat.org/issn/1860-949X> ; # Studies in computational intelligence ;
    schema:isSimilarTo <http://worldcat.org/entity/work/data/1654671960#CreativeWork/> ;
    schema:name "Advanced neural network-based computational schemes for robust fault diagnosis" ;
    schema:productID "857140142" ;
    schema:url <http://dx.doi.org/10.1007/978-3-319-01547-7> ;
    schema:workExample <http://worldcat.org/isbn/9783319015477> ;
    schema:workExample <http://dx.doi.org/10.1007/978-3-319-01547-7> ;
    wdrs:describedby <http://www.worldcat.org/title/-/oclc/857140142> ;
    .


Related Entities

<http://experiment.worldcat.org/entity/work/data/1654671960#Topic/artificial_intelligence_incl_robotics> # Artificial Intelligence (incl. Robotics)
    a schema:Intangible ;
    schema:name "Artificial Intelligence (incl. Robotics)" ;
    .

<http://experiment.worldcat.org/entity/work/data/1654671960#Topic/computational_intelligence> # Computational Intelligence
    a schema:Intangible ;
    schema:name "Computational Intelligence" ;
    .

<http://id.worldcat.org/fast/1036260> # Neural networks (Computer science)
    a schema:Intangible ;
    schema:name "Neural networks (Computer science)" ;
    .

<http://id.worldcat.org/fast/1099109> # Robust control
    a schema:Intangible ;
    schema:name "Robust control" ;
    .

<http://id.worldcat.org/fast/921982> # Fault location (Engineering)
    a schema:Intangible ;
    schema:name "Fault location (Engineering)" ;
    .

<http://viaf.org/viaf/305253233> # Marcin Mrugalski
    a schema:Person ;
    schema:familyName "Mrugalski" ;
    schema:givenName "Marcin" ;
    schema:name "Marcin Mrugalski" ;
    .

<http://worldcat.org/entity/work/data/1654671960#CreativeWork/>
    a schema:CreativeWork ;
    schema:description "Printed edition:" ;
    schema:isSimilarTo <http://www.worldcat.org/oclc/857140142> ; # Advanced neural network-based computational schemes for robust fault diagnosis
    .

<http://worldcat.org/isbn/9783319015477>
    a schema:ProductModel ;
    schema:description "electronic bk." ;
    schema:isbn "3319015478" ;
    schema:isbn "9783319015477" ;
    .

<http://worldcat.org/issn/1860-949X> # Studies in computational intelligence ;
    a bgn:PublicationSeries ;
    schema:hasPart <http://www.worldcat.org/oclc/857140142> ; # Advanced neural network-based computational schemes for robust fault diagnosis
    schema:issn "1860-949X" ;
    schema:name "Studies in computational intelligence ;" ;
    schema:name "Studies in Computational Intelligence," ;
    .

<http://www.worldcat.org/title/-/oclc/857140142>
    a genont:InformationResource, genont:ContentTypeGenericResource ;
    schema:about <http://www.worldcat.org/oclc/857140142> ; # Advanced neural network-based computational schemes for robust fault diagnosis
    schema:dateModified "2015-06-01" ;
    void:inDataset <http://purl.oclc.org/dataset/WorldCat> ;
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

Don't have an account? You can easily create a free account.