{"id":"https://openalex.org/W4403535377","doi":"https://doi.org/10.1109/codit62066.2024.10708257","title":"Uncertainty Quantification Kernel PCA: Enhancing Fault Detection in Interval-Valued Data","display_name":"Uncertainty Quantification Kernel PCA: Enhancing Fault Detection in Interval-Valued Data","publication_year":2024,"publication_date":"2024-07-01","ids":{"openalex":"https://openalex.org/W4403535377","doi":"https://doi.org/10.1109/codit62066.2024.10708257"},"language":"en","primary_location":{"id":"doi:10.1109/codit62066.2024.10708257","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit62066.2024.10708257","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 10th International Conference on Control, Decision and Information Technologies (CoDIT)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033143540","display_name":"Abdelhalim Louifi","orcid":null},"institutions":[{"id":"https://openalex.org/I3121272148","display_name":"University of Boumerdes","ror":"https://ror.org/02dveg925","country_code":"DZ","type":"education","lineage":["https://openalex.org/I3121272148"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Abdelhalim Louifi","raw_affiliation_strings":["University M’Hamed Bougara of Boumerdes,Signals and Systems Laboratory, Institute of Electrical and Electronics Engineering,Boumerdes,Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University M’Hamed Bougara of Boumerdes,Signals and Systems Laboratory, Institute of Electrical and Electronics Engineering,Boumerdes,Algeria","institution_ids":["https://openalex.org/I3121272148"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057372051","display_name":"Abdelmalek Kouadri","orcid":"https://orcid.org/0000-0003-3201-2500"},"institutions":[{"id":"https://openalex.org/I3121272148","display_name":"University of Boumerdes","ror":"https://ror.org/02dveg925","country_code":"DZ","type":"education","lineage":["https://openalex.org/I3121272148"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Abdelmalek Kouadri","raw_affiliation_strings":["University M’Hamed Bougara of Boumerdes,Signals and Systems Laboratory, Institute of Electrical and Electronics Engineering,Boumerdes,Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University M’Hamed Bougara of Boumerdes,Signals and Systems Laboratory, Institute of Electrical and Electronics Engineering,Boumerdes,Algeria","institution_ids":["https://openalex.org/I3121272148"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059062747","display_name":"Mohamed Faouzi Harkat","orcid":"https://orcid.org/0000-0003-2093-0902"},"institutions":[{"id":"https://openalex.org/I108754898","display_name":"Badji Mokhtar-Annaba University","ror":"https://ror.org/03sf55932","country_code":"DZ","type":"education","lineage":["https://openalex.org/I108754898"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Mohamed Faouzi Harkat","raw_affiliation_strings":["Badji Mokhtar - Annaba University,Systems and Advanced Material Laboratory,Annaba,Algeria,23000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Badji Mokhtar - Annaba University,Systems and Advanced Material Laboratory,Annaba,Algeria,23000","institution_ids":["https://openalex.org/I108754898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112547754","display_name":"Abderazak Bensmail","orcid":null},"institutions":[{"id":"https://openalex.org/I3121272148","display_name":"University of Boumerdes","ror":"https://ror.org/02dveg925","country_code":"DZ","type":"education","lineage":["https://openalex.org/I3121272148"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Abderazak Bensmail","raw_affiliation_strings":["University M’Hamed Bougara of Boumerdes,Signals and Systems Laboratory, Institute of Electrical and Electronics Engineering,Boumerdes,Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University M’Hamed Bougara of Boumerdes,Signals and Systems Laboratory, Institute of Electrical and Electronics Engineering,Boumerdes,Algeria","institution_ids":["https://openalex.org/I3121272148"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043479229","display_name":"Majdi Mansouri","orcid":"https://orcid.org/0000-0001-6390-4304"},"institutions":[{"id":"https://openalex.org/I58152225","display_name":"Texas A&M University at Qatar","ror":"https://ror.org/03vb4dm14","country_code":"QA","type":"education","lineage":["https://openalex.org/I58152225","https://openalex.org/I91045830"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Majdi Mansouri","raw_affiliation_strings":["Texas A&M University at Qatar,Electrical and Computer Engineering Program,Doha,Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Texas A&M University at Qatar,Electrical and Computer Engineering Program,Doha,Qatar","institution_ids":["https://openalex.org/I58152225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025512804","display_name":"Hazem Nounou","orcid":"https://orcid.org/0000-0001-8075-1581"},"institutions":[{"id":"https://openalex.org/I58152225","display_name":"Texas A&M University at Qatar","ror":"https://ror.org/03vb4dm14","country_code":"QA","type":"education","lineage":["https://openalex.org/I58152225","https://openalex.org/I91045830"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Hazem Nounou","raw_affiliation_strings":["Texas A&M University at Qatar,Electrical and Computer Engineering Program,Doha,Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Texas A&M University at Qatar,Electrical and Computer Engineering Program,Doha,Qatar","institution_ids":["https://openalex.org/I58152225"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3021","last_page":"3026"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11357","display_name":"Risk and Safety Analysis","score":0.9293000102043152,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.6741296648979187},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6415989398956299},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.57345050573349},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.47867876291275024},{"id":"https://openalex.org/keywords/kernel-principal-component-analysis","display_name":"Kernel principal component analysis","score":0.47678497433662415},{"id":"https://openalex.org/keywords/interval","display_name":"Interval (graph theory)","score":0.4341351389884949},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4323842525482178},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39867138862609863},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.34067219495773315},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3054945766925812},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.29513949155807495},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.17867720127105713},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.06920334696769714}],"concepts":[{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.6741296648979187},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6415989398956299},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.57345050573349},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47867876291275024},{"id":"https://openalex.org/C182335926","wikidata":"https://www.wikidata.org/wiki/Q17093020","display_name":"Kernel principal component analysis","level":4,"score":0.47678497433662415},{"id":"https://openalex.org/C2778067643","wikidata":"https://www.wikidata.org/wiki/Q166507","display_name":"Interval (graph theory)","level":2,"score":0.4341351389884949},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4323842525482178},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39867138862609863},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.34067219495773315},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3054945766925812},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.29513949155807495},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.17867720127105713},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.06920334696769714},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/codit62066.2024.10708257","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit62066.2024.10708257","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 10th International Conference on Control, Decision and Information Technologies (CoDIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.6700000166893005}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1987542093","https://openalex.org/W1994505190","https://openalex.org/W2057130336","https://openalex.org/W2068193536","https://openalex.org/W2074058676","https://openalex.org/W2087346698","https://openalex.org/W2140095548","https://openalex.org/W2267188141","https://openalex.org/W2763608933","https://openalex.org/W2765626037","https://openalex.org/W2793832636","https://openalex.org/W2936886497","https://openalex.org/W3023317981","https://openalex.org/W3041535968","https://openalex.org/W3097381228","https://openalex.org/W3107625646","https://openalex.org/W4210717193","https://openalex.org/W4226069371","https://openalex.org/W4312623612","https://openalex.org/W4390933786"],"related_works":["https://openalex.org/W2543923804","https://openalex.org/W2398887903","https://openalex.org/W2222829538","https://openalex.org/W2118232727","https://openalex.org/W2127229869","https://openalex.org/W1552109592","https://openalex.org/W4256035990","https://openalex.org/W2073682124","https://openalex.org/W2391961537","https://openalex.org/W2106786767"],"abstract_inverted_index":{"The":[0,67,96],"interval-valued":[1,15,58],"kernel":[2,10,28],"PCA":[3,11],"(UQ-KPCA)":[4,39],"is":[5,72,99],"a":[6,41,123],"variation":[7],"of":[8,86,104],"the":[9,51,79,84,102,105,113],"(KPCA)":[12],"designed":[13,17],"for":[14,30,61],"data,":[16],"to":[18,44,57],"handle":[19],"data":[20,76],"uncertainty":[21,65],"by":[22,83],"defining":[23],"specific":[24],"similarity":[25],"measures":[26],"and":[27,64,94,110],"functions":[29],"interval":[31,80],"data.":[32,48],"This":[33],"paper":[34],"introduces":[35],"Uncertainty":[36],"Quantification":[37],"KPCA":[38,53,71,114],"as":[40,91],"novel":[42],"method":[43],"address":[45],"uncertainties":[46],"in":[47,101,118],"UQ-KPCA":[49],"converts":[50],"traditional":[52],"model":[54],"from":[55],"single-valued":[56],"representations,":[59],"allowing":[60],"accurate":[62],"error":[63],"quantification.":[66],"process":[68],"modeling":[69],"using":[70],"then":[73],"performed":[74],"on":[75,78],"based":[77],"model,":[81],"followed":[82],"computation":[85],"fault":[87],"detection":[88],"statistics":[89],"such":[90],"T2,":[92],"Q,":[93],"\u03a6.":[95],"method\u2019s":[97],"effectiveness":[98],"evaluated":[100],"context":[103],"cement":[106],"rotary":[107],"kiln":[108],"process,":[109],"compared":[111],"with":[112,126],"demonstrating":[115],"superior":[116],"performance":[117],"accurately":[119],"identifying":[120],"faults":[121],"within":[122],"stochastic":[124],"setting":[125],"unknown":[127],"uncertainties.":[128]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}