Experimentally vibration and noise analysis of two types of washing machines with a proposed neural network predictor

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dc.contributor.authorKalkat, Menderes
dc.date.accessioned2019-08-01T13:38:39Z
dc.date.available2019-08-01T13:38:39Z
dc.date.issued2014
dc.departmentNiğde ÖHÜ
dc.description.abstractDue to unpredictable noises, there are plenty of health problems on human. This paper is focused on neural networks (NNs) based prediction analyzer for two types drive schemes of washing machines that are direct drive and belt-pulley drive, for vibration and fault diagnosis of motors bearings. Furthermore, eight different cases including, during washing with direct drive and belt-pulley, squeezing during washing with direct drive and belt-pulley for noises and acceleration of the washing machines systems are investigated using the proposed algorithm of NNs. An Intelligent Data Acquisition (IDA), a microphone and PC are used to measure the system noise. For the case of different working conditions of the system, three types of NN are used to investigate the noise levels. The results show that NN with quick propagation algorithm gives superior performance for predicting and evaluating the noise of washing machine systems. (C) 2013 Elsevier Ltd. All rights reserved.
dc.identifier.doi10.1016/j.measurement.2013.08.039
dc.identifier.endpage192
dc.identifier.issn0263-2241
dc.identifier.issn1873-412X
dc.identifier.scopus2-s2.0-84884340698
dc.identifier.scopusqualityQ1
dc.identifier.startpage184
dc.identifier.urihttps://dx.doi.org/10.1016/j.measurement.2013.08.039
dc.identifier.urihttps://hdl.handle.net/11480/4296
dc.identifier.volume47
dc.identifier.wosWOS:000328196600023
dc.identifier.wosqualityQ2
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.institutionauthorKalkat, Menderes
dc.language.isoen
dc.publisherELSEVIER SCI LTD
dc.relation.ispartofMEASUREMENT
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.subjectDirect drive
dc.subjectBelt-pulley drive
dc.subjectNeural network predictor
dc.titleExperimentally vibration and noise analysis of two types of washing machines with a proposed neural network predictor
dc.typeArticle

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