{"id":"https://openalex.org/W4386689283","doi":"https://doi.org/10.1002/qre.3445","title":"A novel approach for remaining useful life prediction of high\u2010reliability equipment based on long short\u2010term memory and multi\u2010head self\u2010attention mechanism","display_name":"A novel approach for remaining useful life prediction of high\u2010reliability equipment based on long short\u2010term memory and multi\u2010head self\u2010attention mechanism","publication_year":2023,"publication_date":"2023-09-11","ids":{"openalex":"https://openalex.org/W4386689283","doi":"https://doi.org/10.1002/qre.3445"},"language":"en","primary_location":{"id":"doi:10.1002/qre.3445","is_oa":true,"landing_page_url":"https://doi.org/10.1002/qre.3445","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/qre.3445","source":{"id":"https://openalex.org/S165633816","display_name":"Quality and Reliability Engineering International","issn_l":"0748-8017","issn":["0748-8017","1099-1638"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quality and Reliability Engineering International","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/qre.3445","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068104049","display_name":"Sameer Al\u2010Dahidi","orcid":"https://orcid.org/0000-0002-7745-7784"},"institutions":[{"id":"https://openalex.org/I230091363","display_name":"German Jordanian University","ror":"https://ror.org/02jgpyd84","country_code":"JO","type":"education","lineage":["https://openalex.org/I230091363"]}],"countries":["JO"],"is_corresponding":true,"raw_author_name":"Sameer Al\u2010Dahidi","raw_affiliation_strings":["Department of Mechanical and Maintenance Engineering School of Applied Technical Sciences German Jordanian University  Amman Jordan","Department of Mechanical and Maintenance Engineering, School of Applied Technical Sciences, German Jordanian University, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical and Maintenance Engineering School of Applied Technical Sciences German Jordanian University  Amman Jordan","institution_ids":["https://openalex.org/I230091363"]},{"raw_affiliation_string":"Department of Mechanical and Maintenance Engineering, School of Applied Technical Sciences, German Jordanian University, Amman, Jordan","institution_ids":["https://openalex.org/I230091363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102748437","display_name":"Mohammad Rashed","orcid":"https://orcid.org/0000-0002-1652-1359"},"institutions":[{"id":"https://openalex.org/I4210097639","display_name":"Microwave Vision Group (United States)","ror":"https://ror.org/00y49kv97","country_code":"US","type":"company","lineage":["https://openalex.org/I4210097639"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE","US"],"is_corresponding":false,"raw_author_name":"Mohammad Rashed","raw_affiliation_strings":["ANavS Gmbh, Computer Vision Group  Munich Germany","Department of Informatics Technical University of Munich  Garching Germany","ANavS Gmbh, Computer Vision Group, Munich, Germany","Department of Informatics, Technical University of Munich, Garching, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ANavS Gmbh, Computer Vision Group  Munich Germany","institution_ids":["https://openalex.org/I4210097639"]},{"raw_affiliation_string":"Department of Informatics Technical University of Munich  Garching Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"ANavS Gmbh, Computer Vision Group, Munich, Germany","institution_ids":[]},{"raw_affiliation_string":"Department of Informatics, Technical University of Munich, Garching, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090403424","display_name":"Mohammad Abu\u2010Shams","orcid":"https://orcid.org/0000-0001-6683-9878"},"institutions":[{"id":"https://openalex.org/I230091363","display_name":"German Jordanian University","ror":"https://ror.org/02jgpyd84","country_code":"JO","type":"education","lineage":["https://openalex.org/I230091363"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Mohammad Abu\u2010Shams","raw_affiliation_strings":["Department of Industrial Engineering School of Applied Technical Sciences German Jordanian University  Amman Jordan","Department of Industrial Engineering, School of Applied Technical Sciences, German Jordanian University, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering School of Applied Technical Sciences German Jordanian University  Amman Jordan","institution_ids":["https://openalex.org/I230091363"]},{"raw_affiliation_string":"Department of Industrial Engineering, School of Applied Technical Sciences, German Jordanian University, Amman, Jordan","institution_ids":["https://openalex.org/I230091363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045745823","display_name":"Mohamed Arezki Mellal","orcid":"https://orcid.org/0000-0003-0667-8851"},"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":true,"raw_author_name":"Mohamed Arezki Mellal","raw_affiliation_strings":["Faculty of Technology M'Hamed Bougara University  Boumerdes Algeria","Faculty of Technology, M'Hamed Bougara University, Boumerdes, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technology M'Hamed Bougara University  Boumerdes Algeria","institution_ids":["https://openalex.org/I3121272148"]},{"raw_affiliation_string":"Faculty of Technology, M'Hamed Bougara University, Boumerdes, Algeria","institution_ids":["https://openalex.org/I3121272148"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074956236","display_name":"Mohammad Alrbai","orcid":"https://orcid.org/0000-0001-7038-3148"},"institutions":[{"id":"https://openalex.org/I114972647","display_name":"University of Jordan","ror":"https://ror.org/05k89ew48","country_code":"JO","type":"education","lineage":["https://openalex.org/I114972647"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Mohammad Alrbai","raw_affiliation_strings":["Department of Mechanical Engineering School of Engineering University of Jordan  Amman Jordan","Department of Mechanical Engineering, School of Engineering, University of Jordan, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering School of Engineering University of Jordan  Amman Jordan","institution_ids":["https://openalex.org/I114972647"]},{"raw_affiliation_string":"Department of Mechanical Engineering, School of Engineering, University of Jordan, Amman, Jordan","institution_ids":["https://openalex.org/I114972647"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081361082","display_name":"Saleem Z. Ramadan","orcid":"https://orcid.org/0000-0003-1241-0886"},"institutions":[{"id":"https://openalex.org/I2799468983","display_name":"King Hussein Cancer Center","ror":"https://ror.org/0564xsr50","country_code":"JO","type":"nonprofit","lineage":["https://openalex.org/I2799468983"]},{"id":"https://openalex.org/I4405260986","display_name":"Al Hussein Technical University","ror":"https://ror.org/04jvdr241","country_code":"JO","type":"education","lineage":["https://openalex.org/I4405260986"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Saleem Ramadan","raw_affiliation_strings":["Industrial Engineering Department School of Engineering Technology Al Hussein Technical University  Amman Jordan","Industrial Engineering Department, School of Engineering Technology, Al Hussein Technical University, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Industrial Engineering Department School of Engineering Technology Al Hussein Technical University  Amman Jordan","institution_ids":["https://openalex.org/I2799468983","https://openalex.org/I4405260986"]},{"raw_affiliation_string":"Industrial Engineering Department, School of Engineering Technology, Al Hussein Technical University, Amman, Jordan","institution_ids":["https://openalex.org/I4405260986"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012431211","display_name":"Enrico Zio","orcid":"https://orcid.org/0000-0002-7108-637X"},"institutions":[{"id":"https://openalex.org/I2746051580","display_name":"Universit\u00e9 Paris Sciences et Lettres","ror":"https://ror.org/013cjyk83","country_code":"FR","type":"education","lineage":["https://openalex.org/I2746051580"]},{"id":"https://openalex.org/I70768539","display_name":"\u00c9cole Nationale Sup\u00e9rieure des Mines de Paris","ror":"https://ror.org/04y8cs423","country_code":"FR","type":"education","lineage":["https://openalex.org/I190752583","https://openalex.org/I2746051580","https://openalex.org/I70768539"]},{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["FR","IT"],"is_corresponding":false,"raw_author_name":"Enrico Zio","raw_affiliation_strings":["Department of Energy Politecnico di Milano  Milan Italy","MINES\u2010Paris PSL Research University CRC  Sophia Antipolis France","Department of Energy, Politecnico di Milano, Milan, Italy","MINES-Paris, PSL Research University, CRC, Sophia Antipolis, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Energy Politecnico di Milano  Milan Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"MINES\u2010Paris PSL Research University CRC  Sophia Antipolis France","institution_ids":["https://openalex.org/I2746051580","https://openalex.org/I70768539"]},{"raw_affiliation_string":"Department of Energy, Politecnico di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"MINES-Paris, PSL Research University, CRC, Sophia Antipolis, France","institution_ids":["https://openalex.org/I2746051580"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5045745823","https://openalex.org/A5068104049"],"corresponding_institution_ids":["https://openalex.org/I230091363","https://openalex.org/I3121272148"],"apc_list":{"value":4330,"currency":"USD","value_usd":4330},"apc_paid":null,"fwci":0.8067,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.68286544,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"40","issue":"2","first_page":"948","last_page":"969"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9994000196456909,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9994000196456909,"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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T12169","display_name":"Non-Destructive Testing Techniques","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/prognostics","display_name":"Prognostics","score":0.7978163957595825},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.7668517827987671},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.6532003879547119},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.59231036901474},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5503706932067871},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.47024527192115784},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.45441943407058716},{"id":"https://openalex.org/keywords/automotive-industry","display_name":"Automotive industry","score":0.4397920072078705},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.4349304735660553},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37755435705184937},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.34360605478286743},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33665791153907776},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.08920606970787048}],"concepts":[{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.7978163957595825},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.7668517827987671},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.6532003879547119},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.59231036901474},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5503706932067871},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.47024527192115784},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.45441943407058716},{"id":"https://openalex.org/C526921623","wikidata":"https://www.wikidata.org/wiki/Q190117","display_name":"Automotive industry","level":2,"score":0.4397920072078705},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.4349304735660553},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37755435705184937},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.34360605478286743},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33665791153907776},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.08920606970787048},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1002/qre.3445","is_oa":true,"landing_page_url":"https://doi.org/10.1002/qre.3445","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/qre.3445","source":{"id":"https://openalex.org/S165633816","display_name":"Quality and Reliability Engineering International","issn_l":"0748-8017","issn":["0748-8017","1099-1638"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quality and Reliability Engineering International","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-04400967v1","is_oa":false,"landing_page_url":"https://minesparis-psl.hal.science/hal-04400967","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Quality and Reliability Engineering International, 2023, ⟨10.1002/qre.3445⟩","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:re.public.polimi.it:11311/1260323","is_oa":false,"landing_page_url":"https://hdl.handle.net/11311/1260323","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1002/qre.3445","is_oa":true,"landing_page_url":"https://doi.org/10.1002/qre.3445","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/qre.3445","source":{"id":"https://openalex.org/S165633816","display_name":"Quality and Reliability Engineering International","issn_l":"0748-8017","issn":["0748-8017","1099-1638"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quality and Reliability Engineering International","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4699999988079071}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386689283.pdf"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W1556459174","https://openalex.org/W2051196068","https://openalex.org/W2064323378","https://openalex.org/W2064675550","https://openalex.org/W2070791763","https://openalex.org/W2076539064","https://openalex.org/W2096947102","https://openalex.org/W2102751318","https://openalex.org/W2118282559","https://openalex.org/W2155848441","https://openalex.org/W2194775991","https://openalex.org/W2342958238","https://openalex.org/W2495649841","https://openalex.org/W2587997840","https://openalex.org/W2592836715","https://openalex.org/W2605413239","https://openalex.org/W2758139856","https://openalex.org/W2772084711","https://openalex.org/W2999432035","https://openalex.org/W3042726568","https://openalex.org/W3049411593","https://openalex.org/W3096646366","https://openalex.org/W3097170108","https://openalex.org/W3126685764","https://openalex.org/W3133798627","https://openalex.org/W3134412914","https://openalex.org/W3147229768","https://openalex.org/W3198909301","https://openalex.org/W3199215188","https://openalex.org/W3200063094","https://openalex.org/W3202361779","https://openalex.org/W3204044212","https://openalex.org/W3206123537","https://openalex.org/W3207642814","https://openalex.org/W3209662019","https://openalex.org/W4200394082","https://openalex.org/W4205522416","https://openalex.org/W4205891649","https://openalex.org/W4206481103","https://openalex.org/W4210562913","https://openalex.org/W4226368324","https://openalex.org/W4229080002","https://openalex.org/W4282942110","https://openalex.org/W4283074491","https://openalex.org/W4283379086"],"related_works":["https://openalex.org/W2310476526","https://openalex.org/W3213192587","https://openalex.org/W2144291498","https://openalex.org/W2535730979","https://openalex.org/W3193475673","https://openalex.org/W2370073012","https://openalex.org/W4386567722","https://openalex.org/W2168646784","https://openalex.org/W2965730886","https://openalex.org/W2057357300"],"abstract_inverted_index":{"Abstract":[0],"Accurate":[1],"prediction":[2],"of":[3,11,22,112,151,172,176],"the":[4,52,66,74,84,88,96,102,113,141,152,168,182,194,211],"Remaining":[5],"Useful":[6],"Life":[7],"(":[8],"RUL":[9,53,146,200],")":[10],"components":[12],"and":[13,136,188],"systems":[14],"is":[15,81,90,121,158],"crucial":[16],"for":[17,47,50,62,202],"avoiding":[18],"an":[19,161],"unscheduled":[20],"shutdown":[21],"production":[23],"by":[24,123],"planning":[25],"maintenance":[26],"interventions":[27],"effectively":[28],"in":[29,40,133,148,181],"advance.":[30],"For":[31],"high\u2010reliability":[32,203],"equipment,":[33],"few":[34],"complete\u2010run\u2010to\u2010failure":[35],"trajectories":[36],"may":[37],"be":[38],"available":[39],"practice.":[41],"This":[42,55,139],"constitutes":[43],"a":[44,58,173],"technical":[45],"challenge":[46],"data\u2010driven":[48,60],"techniques":[49],"estimating":[51],".":[54],"paper":[56],"proposes":[57],"novel":[59],"approach":[61,120,142,157,196],"fault":[63],"prognostics":[64],"using":[65],"Long\u2010Short":[67],"Term":[68],"Memory":[69],"(LSTM)":[70],"model":[71],"combined":[72],"with":[73],"Multi\u2010Head":[75],"Self\u2010Attention":[76],"(MHSA)":[77],"mechanism.":[78],"The":[79,118,155],"former":[80],"applied":[82,159],"to":[83,92,126,143,160,166,206],"input":[85],"signals,":[86],"whereas":[87],"latter":[89],"used":[91,180],"extract":[93],"features":[94,132],"from":[95,101,104,210],"LSTM":[97],"hidden":[98,106,115],"states,":[99],"benefiting":[100],"information":[103],"all":[105],"states":[107],"rather":[108],"than":[109],"utilizing":[110],"that":[111,193],"final":[114],"state":[116],"only.":[117],"proposed":[119,156,195],"characterized":[122],"its":[124],"capability":[125],"recognize":[127],"long\u2010term":[128],"dependencies":[129],"while":[130],"extracting":[131],"both":[134],"global":[135],"local":[137],"contexts.":[138],"enables":[140],"provide":[144,198],"accurate":[145,199],"estimates":[147,201],"various":[149],"stages":[150],"equipment's":[153],"life.":[154],"artificial":[162],"case":[163],"study":[164],"simulated":[165],"mimic":[167],"realistic":[169],"degradation":[170],"behaviour":[171],"heterogeneous":[174],"fleet":[175],"aluminium":[177],"electrolytic":[178],"capacitors":[179],"automotive":[183],"industry":[184],"(under":[185],"variable":[186],"operating":[187],"environmental":[189],"conditions).":[190],"Results":[191],"indicate":[192],"can":[197],"equipment":[204],"compared":[205],"four":[207],"benchmark":[208],"models":[209],"literature.":[212]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2023-09-13T00:00:00"}