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Estimation of power output and efficiency of induction motors: a new non-intrusive approach

dc.contributor.authorParamo-Balsa, Paula
dc.contributor.authorRoldan-Fernandez, Juan Manuel
dc.contributor.authorSemião, Jorge
dc.contributor.authorBurgos-Payan, Manuel
dc.date.accessioned2025-02-26T10:15:41Z
dc.date.available2025-02-26T10:15:41Z
dc.date.issued2025-01-26
dc.description.abstractIndustry 4.0 (I4.0) represents a transformative approach, integrating technology, production methods, and information and communication technology to enhance industrial value creation. A central I4.0 goal in the energy domain is improving energy efficiency to boost industrial competitiveness and profitability. Given that induction motors account for nearly two-thirds of industrial electrical energy consumption, optimizing their efficiency is crucial. Energy management systems (EMSs) need real-time data to assess motor efficiency, enabling prompt identification and replacement of inefficient motors with alternatives that have optimal efficiency class and rated power for specific applications. This paper introduces a novel non-intrusive method for estimating the load and efficiency of induction motors without disrupting their operation. To reach that goal, the proposed method optimizes the parameters of a set of relationships between output power, input power, and losses with the motor speed, minimizing the error in the estimates. It requires only input electrical power and motor speed measurements to set the model parameters and estimates the load and efficiency using either speed or input power measurements. The experimental results demonstrate that the proposed method, with a mean overall error of less than 3.5% in estimating output power and efficiency, outperforms conventional methods.eng
dc.description.sponsorshipPROYEXCEL_00588
dc.identifier.doi10.3390/s25030754
dc.identifier.issn1424-8220
dc.identifier.urihttp://hdl.handle.net/10400.1/26812
dc.language.isoeng
dc.peerreviewedyes
dc.publisherMDPI
dc.relation.ispartofSensors
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.subjectInduction motors
dc.subjectNon-intrusive methods
dc.subjectPower estimation
dc.subjectEfficiency estimation
dc.subjectEnergy management systems
dc.subjectIndustry 4.0
dc.titleEstimation of power output and efficiency of induction motors: a new non-intrusive approacheng
dc.typejournal article
dspace.entity.typePublication
oaire.citation.issue3
oaire.citation.startPage754
oaire.citation.titleSensors
oaire.citation.volume25
oaire.versionhttp://purl.org/coar/version/c_970fb48d4fbd8a85
person.familyNameSemião
person.givenNameJorge
person.identifierR-001-F67
person.identifier.ciencia-idB616-9C41-C169
person.identifier.orcid0000-0002-7667-7910
person.identifier.ridL-6700-2015
person.identifier.scopus-author-id15924042200
relation.isAuthorOfPublication12454e89-e25e-4e96-8b64-39974f6fba07
relation.isAuthorOfPublication.latestForDiscovery12454e89-e25e-4e96-8b64-39974f6fba07

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