The application of neural systems in vibrodiagnosis

2009
journal article
article
dc.abstract.enVibrodiagnosis helps in detecting incipient faults in rotating machines like pumps and generators. Early detection prevents from undesired breakdown of the machine and allows to schedule maintenance times. The application of neural networks in classification of the rotating machine condition has been described in this work. Different types of networks and methods on feature extraction was described and compared. Additionally it was proposed a novelty feature set consisted of harmonics from vibration spectrum. The set were combined with using of probabilistic neural networks which has been modified that it could recognize defects that did not occur in the training set. Such architecture was tested in detection of two defects, shaft misalignment and mass unbalance. It was found that such network works better than a multi layered perceptron with statistical features.pl
dc.affiliationWydział Matematyki i Informatykipl
dc.contributor.authorRomaniuk, Tomaszpl
dc.date.accessioned2019-06-27T11:14:32Z
dc.date.available2019-06-27T11:14:32Z
dc.date.issued2009pl
dc.date.openaccess120
dc.description.accesstimepo opublikowaniu
dc.description.physical21-44pl
dc.description.versionostateczna wersja wydawcy
dc.description.volume17-18pl
dc.identifier.eissn2083-8476pl
dc.identifier.issn0860-0295pl
dc.identifier.projectROD UJ / OPpl
dc.identifier.urihttps://ruj.uj.edu.pl/xmlui/handle/item/78142
dc.languageengpl
dc.language.containerengpl
dc.rightsDozwolony użytek utworów chronionych*
dc.rights.licenceInna otwarta licencja
dc.rights.urihttp://ruj.uj.edu.pl/4dspace/License/copyright/licencja_copyright.pdf*
dc.share.typeotwarte repozytorium
dc.subject.enneural networkspl
dc.subject.enprobabilistic neural networkspl
dc.subject.envibration monitoringpl
dc.subject.endiagnostic systemspl
dc.subtypeArticlepl
dc.titleThe application of neural systems in vibrodiagnosispl
dc.title.journalSchedae Informaticaepl
dc.typeJournalArticlepl
dspace.entity.typePublication
dc.abstract.enpl
Vibrodiagnosis helps in detecting incipient faults in rotating machines like pumps and generators. Early detection prevents from undesired breakdown of the machine and allows to schedule maintenance times. The application of neural networks in classification of the rotating machine condition has been described in this work. Different types of networks and methods on feature extraction was described and compared. Additionally it was proposed a novelty feature set consisted of harmonics from vibration spectrum. The set were combined with using of probabilistic neural networks which has been modified that it could recognize defects that did not occur in the training set. Such architecture was tested in detection of two defects, shaft misalignment and mass unbalance. It was found that such network works better than a multi layered perceptron with statistical features.
dc.affiliationpl
Wydział Matematyki i Informatyki
dc.contributor.authorpl
Romaniuk, Tomasz
dc.date.accessioned
2019-06-27T11:14:32Z
dc.date.available
2019-06-27T11:14:32Z
dc.date.issuedpl
2009
dc.date.openaccess
120
dc.description.accesstime
po opublikowaniu
dc.description.physicalpl
21-44
dc.description.version
ostateczna wersja wydawcy
dc.description.volumepl
17-18
dc.identifier.eissnpl
2083-8476
dc.identifier.issnpl
0860-0295
dc.identifier.projectpl
ROD UJ / OP
dc.identifier.uri
https://ruj.uj.edu.pl/xmlui/handle/item/78142
dc.languagepl
eng
dc.language.containerpl
eng
dc.rights*
Dozwolony użytek utworów chronionych
dc.rights.licence
Inna otwarta licencja
dc.rights.uri*
http://ruj.uj.edu.pl/4dspace/License/copyright/licencja_copyright.pdf
dc.share.type
otwarte repozytorium
dc.subject.enpl
neural networks
dc.subject.enpl
probabilistic neural networks
dc.subject.enpl
vibration monitoring
dc.subject.enpl
diagnostic systems
dc.subtypepl
Article
dc.titlepl
The application of neural systems in vibrodiagnosis
dc.title.journalpl
Schedae Informaticae
dc.typepl
JournalArticle
dspace.entity.type
Publication
Affiliations

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