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dc.contributor.authorLlanes Santiago, Orestes
dc.contributor.authorBernal de Lázaro, José M.
dc.contributor.authorSilva Neto, Antônio J.
dc.contributor.authorCruz Corona, Carlos Alberto 
dc.date.accessioned2024-02-09T07:40:40Z
dc.date.available2024-02-09T07:40:40Z
dc.date.issued2022
dc.identifier.citationJosé M. Bernal-de-Lázaro, Carlos Cruz Corona, Antônio J. Silva-Neto, Orestes Llanes-Santiago, Criteria for optimizing kernel methods in fault monitoring process: A survey, ISA Transactions, Volume 127, 2022, Pages 259-272es_ES
dc.identifier.urihttps://hdl.handle.net/10481/88761
dc.description.abstractNowadays, how to select the kernel function and their parameters for ensuring high-performance indicators in fault diagnosis applications remains as two open research issues. This paper provides a comprehensive literature survey of kernel-preprocessing methods in condition monitoring tasks, with emphasis on the procedures for selecting their parameters. Accordingly, twenty kernel optimization criteria and sixteen kernel functions are analyzed. A kernel evaluation framework is further provided for helping in the selection and adjustment of kernel functions. The proposal is validated via a KPCA-based monitoring scheme and two well-known benchmark processes.es_ES
dc.description.sponsorshipCoordenação de Aperfeiçoamento de Pessoal de Nível Superior, Brazil (Finance Code 001 and CAPES-PRINT Process No. 88881.311758/2018-01)es_ES
dc.description.sponsorshipARIA- National Program of Research and Innovation, Project No. 27, CITMA, Cubaes_ES
dc.description.sponsorshipAsociación Universitaria Iberoamericana de Postgrado (AUIP)es_ES
dc.description.sponsorshipFundação Carlos Chagas Filho de Amparo a Pesquísa do Estado do Rio de Janeiro (FAPERJ), Braziles_ES
dc.description.sponsorshipConselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq), Braziles_ES
dc.description.sponsorshipUniversidad Tecnológica de La Habana José Antonio Echeverría (CUJAE), Cubaes_ES
dc.language.isoenges_ES
dc.publisherElsevieres_ES
dc.rightsAttribution-NonCommercial-NoDerivatives 4.0 Internacional*
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/4.0/*
dc.titleCriteria for optimizing kernel methods in fault monitoring process: A surveyes_ES
dc.typejournal articlees_ES
dc.rights.accessRightsopen accesses_ES
dc.identifier.doi10.1016/j.isatra.2021.08.040
dc.type.hasVersionAOes_ES


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Attribution-NonCommercial-NoDerivatives 4.0 Internacional
Except where otherwise noted, this item's license is described as Attribution-NonCommercial-NoDerivatives 4.0 Internacional