{"id":"https://openalex.org/W2155832827","doi":"https://doi.org/10.1109/tr.2014.2299152","title":"Review of Hybrid Prognostics Approaches for Remaining Useful Life Prediction of Engineered Systems, and an Application to Battery Life Prediction","display_name":"Review of Hybrid Prognostics Approaches for Remaining Useful Life Prediction of Engineered Systems, and an Application to Battery Life Prediction","publication_year":2014,"publication_date":"2014-01-31","ids":{"openalex":"https://openalex.org/W2155832827","doi":"https://doi.org/10.1109/tr.2014.2299152","mag":"2155832827"},"language":"en","primary_location":{"id":"doi:10.1109/tr.2014.2299152","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tr.2014.2299152","pdf_url":null,"source":{"id":"https://openalex.org/S87725633","display_name":"IEEE Transactions on Reliability","issn_l":"0018-9529","issn":["0018-9529","1558-1721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Reliability","raw_type":"journal-article"},"type":"article","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/A5066232880","display_name":"Linxia Liao","orcid":null},"institutions":[{"id":"https://openalex.org/I173498003","display_name":"Palo Alto Research Center","ror":"https://ror.org/0529fxt39","country_code":"US","type":"facility","lineage":["https://openalex.org/I173498003","https://openalex.org/I4210132870"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Linxia Liao","raw_affiliation_strings":["Palo Alto Research Center, Xerox"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Palo Alto Research Center, Xerox","institution_ids":["https://openalex.org/I173498003"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057260084","display_name":"Felix K\u00f6ttig","orcid":null},"institutions":[{"id":"https://openalex.org/I1325886976","display_name":"Siemens (Germany)","ror":"https://ror.org/059mq0909","country_code":"DE","type":"company","lineage":["https://openalex.org/I1325886976"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Felix Kottig","raw_affiliation_strings":["Siemens Corporation, Corporate Technology, US"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Siemens Corporation, Corporate Technology, US","institution_ids":["https://openalex.org/I1325886976"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5066232880"],"corresponding_institution_ids":["https://openalex.org/I173498003"],"apc_list":null,"apc_paid":null,"fwci":46.8593,"has_fulltext":false,"cited_by_count":537,"citation_normalized_percentile":{"value":0.99946635,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"63","issue":"1","first_page":"191","last_page":"207"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9991999864578247,"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"}},"topics":[{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9991999864578247,"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/T10663","display_name":"Advanced Battery Technologies Research","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9930999875068665,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/prognostics","display_name":"Prognostics","score":0.996737003326416},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.6319295167922974},{"id":"https://openalex.org/keywords/usable","display_name":"USable","score":0.534217894077301},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.48593655228614807},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.4488787353038788},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3601173758506775},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.23664215207099915}],"concepts":[{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.996737003326416},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.6319295167922974},{"id":"https://openalex.org/C2780615836","wikidata":"https://www.wikidata.org/wiki/Q2471869","display_name":"USable","level":2,"score":0.534217894077301},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.48593655228614807},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.4488787353038788},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3601173758506775},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.23664215207099915},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tr.2014.2299152","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tr.2014.2299152","pdf_url":null,"source":{"id":"https://openalex.org/S87725633","display_name":"IEEE Transactions on Reliability","issn_l":"0018-9529","issn":["0018-9529","1558-1721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Reliability","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":83,"referenced_works":["https://openalex.org/W120852146","https://openalex.org/W187272356","https://openalex.org/W258770583","https://openalex.org/W1501062552","https://openalex.org/W1534477342","https://openalex.org/W1539592559","https://openalex.org/W1851423869","https://openalex.org/W1974561605","https://openalex.org/W1988318032","https://openalex.org/W1990187300","https://openalex.org/W1993220529","https://openalex.org/W2005305357","https://openalex.org/W2005485844","https://openalex.org/W2009641913","https://openalex.org/W2014524946","https://openalex.org/W2017476877","https://openalex.org/W2019732711","https://openalex.org/W2020776245","https://openalex.org/W2033430622","https://openalex.org/W2041598584","https://openalex.org/W2042311265","https://openalex.org/W2044309218","https://openalex.org/W2045186954","https://openalex.org/W2055873761","https://openalex.org/W2057018442","https://openalex.org/W2064323378","https://openalex.org/W2067678449","https://openalex.org/W2076704263","https://openalex.org/W2077934202","https://openalex.org/W2085305868","https://openalex.org/W2094067163","https://openalex.org/W2096340301","https://openalex.org/W2098729161","https://openalex.org/W2099635347","https://openalex.org/W2100887379","https://openalex.org/W2102738861","https://openalex.org/W2104714142","https://openalex.org/W2107274185","https://openalex.org/W2110221383","https://openalex.org/W2110787940","https://openalex.org/W2113340321","https://openalex.org/W2114106396","https://openalex.org/W2115233498","https://openalex.org/W2116167177","https://openalex.org/W2119436251","https://openalex.org/W2123146227","https://openalex.org/W2124874413","https://openalex.org/W2127342270","https://openalex.org/W2130363011","https://openalex.org/W2134456669","https://openalex.org/W2141065555","https://openalex.org/W2144788118","https://openalex.org/W2144835948","https://openalex.org/W2149809968","https://openalex.org/W2149956719","https://openalex.org/W2153314708","https://openalex.org/W2155848441","https://openalex.org/W2161960293","https://openalex.org/W2166693371","https://openalex.org/W2182073621","https://openalex.org/W2183679049","https://openalex.org/W2514683513","https://openalex.org/W2619995014","https://openalex.org/W2902776470","https://openalex.org/W2996059456","https://openalex.org/W3149410659","https://openalex.org/W3158388778","https://openalex.org/W3161268756","https://openalex.org/W3171818087","https://openalex.org/W4249490807","https://openalex.org/W6604956503","https://openalex.org/W6607557020","https://openalex.org/W6609626633","https://openalex.org/W6674276811","https://openalex.org/W6675626057","https://openalex.org/W6686009101","https://openalex.org/W6686150766","https://openalex.org/W6738858803","https://openalex.org/W6756159065","https://openalex.org/W6794003803","https://openalex.org/W6795338905","https://openalex.org/W6795397701","https://openalex.org/W6796674036"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2557573737","https://openalex.org/W2383842997","https://openalex.org/W2143585755","https://openalex.org/W2100845289","https://openalex.org/W2171989795","https://openalex.org/W2086816605","https://openalex.org/W2914073730","https://openalex.org/W2397606660","https://openalex.org/W2160990251"],"abstract_inverted_index":{"Prognostics":[0],"focuses":[1],"on":[2,121],"predicting":[3],"the":[4,11,15,39,65,122,131,135,139,151,157,168,187,191],"future":[5],"performance":[6],"of":[7,31,43,59,116,124,133,161,164,190],"a":[8,44,76,172,181],"system,":[9,45],"specifically":[10,119],"time":[12,24],"at":[13],"which":[14,46],"system":[16,96],"no":[17,105],"long":[18],"performs":[19],"its":[20,23],"desired":[21],"functionality,":[22],"to":[25,67,74,95,110,129,180,185],"failure.":[26],"As":[27],"an":[28],"important":[29],"aspect":[30],"prognostics,":[32],"remaining":[33,40],"useful":[34],"life":[35,42],"(RUL)":[36],"prediction":[37],"estimates":[38],"usable":[41],"is":[47,104],"essential":[48],"for":[49,143],"maintenance":[50],"decision":[51],"making":[52],"and":[53,90,100,159,178],"contingency":[54],"mitigation.":[55],"A":[56],"significant":[57],"amount":[58],"research":[60],"has":[61],"been":[62],"reported":[63,149],"in":[64,138,150],"literature":[66,152],"develop":[68],"prognostics":[69,126,136,165,174,193],"models":[70,80,137],"that":[71],"are":[72],"able":[73],"predict":[75],"system's":[77],"RUL.":[78,112],"These":[79],"can":[81],"be":[82],"broadly":[83],"categorized":[84],"into":[85],"experience-based":[86],"models,":[87,89],"date-driven":[88],"physics-based":[91],"models.":[92,166],"However,":[93],"due":[94],"complexity,":[97],"data":[98],"availability,":[99],"application":[101],"constraints,":[102],"there":[103],"universally":[106],"accepted":[107],"best":[108],"model":[109],"estimate":[111],"The":[113,146],"review":[114],"part":[115],"this":[117],"paper":[118],"focused":[120],"development":[123],"hybrid":[125,147,173,192],"approaches,":[127],"attempting":[128],"leverage":[130],"advantages":[132],"combining":[134],"aforementioned":[140],"different":[141],"categories":[142],"RUL":[144],"prediction.":[145],"approaches":[148],"were":[153],"systematically":[154],"classified":[155],"by":[156],"combination":[158],"interfaces":[160],"various":[162],"types":[163],"In":[167],"case":[169,184],"study":[170],"part,":[171],"method":[175],"was":[176],"proposed":[177],"applied":[179],"battery":[182],"degradation":[183],"show":[186],"potential":[188],"benefit":[189],"approach.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":46},{"year":2024,"cited_by_count":56},{"year":2023,"cited_by_count":58},{"year":2022,"cited_by_count":73},{"year":2021,"cited_by_count":80},{"year":2020,"cited_by_count":69},{"year":2019,"cited_by_count":58},{"year":2018,"cited_by_count":27},{"year":2017,"cited_by_count":24},{"year":2016,"cited_by_count":18},{"year":2015,"cited_by_count":14},{"year":2014,"cited_by_count":7}],"updated_date":"2026-05-12T08:28:47.272897","created_date":"2025-10-10T00:00:00"}