Speed neuro-fuzzy estimator applied to sensorless induction motor control

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dc.contributor.authorFabio Lima
dc.contributor.authorKAISER, W.
dc.contributor.authorSILVA, I. N.
dc.contributor.authorOLIVEIRA, A. A.
dc.contributor.authorOrcidhttps://orcid.org/0000-0002-5500-3191
dc.date.accessioned2022-01-12T22:02:06Z
dc.date.available2022-01-12T22:02:06Z
dc.date.issued2012
dc.description.abstractThis work proposes the development of an Adaptive Neuro-fuzzy Inference System (ANFIS) estimator applied to speed control in a three-phase induction motor sensorless drive. Usually, ANFIS is used to replace the traditional PI controller in induction motor drives. The evaluation of the estimation capability of the ANFIS in a sensorless drive is one of the contributions of this work. The ANFIS speed estimator is validated in a magnetizing flux oriented control scheme, consisting in one more contribution. As an open-loop estimator, it is applied to moderate performance drives and it is not the proposal of this work to solve the low and zero speed estimation problems. Simulations to evaluate the performance of the estimator considering the vector drive system were done from the Matlab/Simulink software. To determine the benefits of the proposed model, a practical system was implemented using a voltage source inverter (VSI) to drive the motor and the vector control including the ANFIS estimator, which is carried out by the Real Time Toolbox from Matlab/Simulink software and a data acquisition card from National Instruments. © 2012 IEEE.
dc.description.firstpage2065
dc.description.issuenumber5
dc.description.lastpage2073
dc.description.volume10
dc.identifier.citationLIMA, F. KAISE, W.; SILVA, I. N.; OLIVEIRA, A. A. Speed neuro-fuzzy estimator applied to sensorless induction motor control. IEEE Latin America Transactions, v. 10, n. 5, p. 2065-2073, 2012.
dc.identifier.doi10.1109/TLA.2012.6362350
dc.identifier.issn1548-0992
dc.identifier.urihttps://repositorio.fei.edu.br/handle/FEI/4112
dc.relation.ispartofIEEE Latin America Transactions
dc.rightsAcesso Restrito
dc.subject.otherlanguageANFIS
dc.subject.otherlanguageartificial neural networks
dc.subject.otherlanguagefuzzy logic
dc.subject.otherlanguageinduction motors
dc.subject.otherlanguagesensorless drives
dc.titleSpeed neuro-fuzzy estimator applied to sensorless induction motor control
dc.typeArtigo
fei.scopus.citations27
fei.scopus.eid2-s2.0-84870506609
fei.scopus.subjectAdaptive neuro-fuzzy inference system
fei.scopus.subjectANFIS
fei.scopus.subjectData acquisition cards
fei.scopus.subjectFlux oriented control
fei.scopus.subjectInduction motor drive
fei.scopus.subjectMatlab/Simulink software
fei.scopus.subjectNational Instruments
fei.scopus.subjectNeuro-Fuzzy
fei.scopus.subjectOpen-loop estimators
fei.scopus.subjectPI Controller
fei.scopus.subjectPractical systems
fei.scopus.subjectReal time
fei.scopus.subjectSensorless drive
fei.scopus.subjectSensorless induction motors
fei.scopus.subjectSpeed estimator
fei.scopus.subjectThree phase induction motor
fei.scopus.subjectVector controls
fei.scopus.subjectVector drives
fei.scopus.subjectVoltage source inverter
fei.scopus.subjectZero speed
fei.scopus.updated2024-07-01
fei.scopus.urlhttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84870506609&origin=inward
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