Artificial immune systems applied to fault detection and isolation: a brief review of immune response-based approaches and a case study

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dc.creatorGuilherme Costa Silva
dc.creatorWalmir Matos Caminhas
dc.creatorReinaldo Martinez Palhares
dc.date.accessioned2025-04-03T14:39:29Z
dc.date.accessioned2025-09-09T00:22:15Z
dc.date.available2025-04-03T14:39:29Z
dc.date.issued2017
dc.identifier.doihttps://doi.org/10.1016/j.asoc.2017.03.031
dc.identifier.issn1568-4946
dc.identifier.urihttps://hdl.handle.net/1843/81260
dc.languageeng
dc.publisherUniversidade Federal de Minas Gerais
dc.relation.ispartofApplied soft computing
dc.rightsAcesso Restrito
dc.subjectCiência da Computação
dc.subjectAlgoritmos
dc.subject.otherDetecção de Falhas
dc.subject.otherDiagnóstico de Falhas
dc.subject.otherTeoria do Perigo
dc.subject.otherSistema Imune Artificial
dc.subject.otherAbordagem Imunoinspirada
dc.subject.otherInteligência Computacional
dc.subject.otherReviewed approaches can be applied to a fault detection benchmark
dc.subject.otherfault detection with no false alarms
dc.subject.otherA fault isolation mechanism can be provided from class ambiguity measurements
dc.titleArtificial immune systems applied to fault detection and isolation: a brief review of immune response-based approaches and a case study
dc.typeArtigo de periódico
local.citation.epage131
local.citation.spage118
local.citation.volume57
local.description.resumoThis paper aims to document the application of a new generation of artificial immune systems (AIS) in fault detection and isolation problems. These kind of algorithms are able to explore normal and anomalous behavior evidences, however, they may often require a more explicit prior knowledge provided by experts, usually difficult to obtain in some practical cases. Thus, many immune inspired approaches applied to fault detection and isolation (FDI) in the literature are based on negative selection algorithms. Considering these points, this work presents a review on three AIS approaches. Once reviewed and contextualized, the evaluated techniques are properly adjusted considering their main parameters and ways of processing data, and then, applied to a case study of fault detection and isolation in order to provide a performance analysis of these techniques, according to their applicability to these problems.
local.publisher.countryBrasil
local.publisher.departmentENG - DEPARTAMENTO DE ENGENHARIA ELETRÔNICA
local.publisher.initialsUFMG
local.url.externahttps://www.sciencedirect.com/science/article/pii/S1568494617301552

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