dc.contributor.author | Llanes Santiago, Orestes | |
dc.contributor.author | Bernal de Lázaro, José M. | |
dc.contributor.author | Silva Neto, Antônio J. | |
dc.contributor.author | Cruz Corona, Carlos Alberto | |
dc.date.accessioned | 2024-02-09T07:40:40Z | |
dc.date.available | 2024-02-09T07:40:40Z | |
dc.date.issued | 2022 | |
dc.identifier.citation | José 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 259-272 | es_ES |
dc.identifier.uri | https://hdl.handle.net/10481/88761 | |
dc.description.abstract | Nowadays, 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.sponsorship | Coordenação de Aperfeiçoamento de Pessoal de Nível Superior, Brazil (Finance Code 001 and CAPES-PRINT Process No. 88881.311758/2018-01) | es_ES |
dc.description.sponsorship | ARIA- National Program of Research and Innovation, Project No. 27, CITMA, Cuba | es_ES |
dc.description.sponsorship | Asociación Universitaria Iberoamericana de Postgrado (AUIP) | es_ES |
dc.description.sponsorship | Fundação Carlos Chagas Filho de Amparo a Pesquísa do Estado do Rio de Janeiro (FAPERJ), Brazil | es_ES |
dc.description.sponsorship | Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq), Brazil | es_ES |
dc.description.sponsorship | Universidad Tecnológica de La Habana José Antonio Echeverría (CUJAE), Cuba | es_ES |
dc.language.iso | eng | es_ES |
dc.publisher | Elsevier | es_ES |
dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 Internacional | * |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
dc.title | Criteria for optimizing kernel methods in fault monitoring process: A survey | es_ES |
dc.type | journal article | es_ES |
dc.rights.accessRights | open access | es_ES |
dc.identifier.doi | 10.1016/j.isatra.2021.08.040 | |
dc.type.hasVersion | AO | es_ES |