{"id":"https://openalex.org/W4401880018","doi":"https://doi.org/10.1109/tim.2024.3450095","title":"A Novel Transfer Learning Approach for State-of-Health Prediction of Lithium-Ion Batteries in the Absence of Run-to-Failure Data","display_name":"A Novel Transfer Learning Approach for State-of-Health Prediction of Lithium-Ion Batteries in the Absence of Run-to-Failure Data","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401880018","doi":"https://doi.org/10.1109/tim.2024.3450095"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3450095","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3450095","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","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/A5067915043","display_name":"Lei Song","orcid":"https://orcid.org/0000-0003-1609-2192"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210086028","display_name":"Technology and Engineering Center for Space Utilization","ror":"https://ror.org/00cn03n83","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210086028"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Song","raw_affiliation_strings":["Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1609-2192","affiliations":[{"raw_affiliation_string":"Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210086028","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012354418","display_name":"Xuanang Gui","orcid":"https://orcid.org/0000-0002-5666-0417"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210086028","display_name":"Technology and Engineering Center for Space Utilization","ror":"https://ror.org/00cn03n83","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210086028"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuanang Gui","raw_affiliation_strings":["Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5666-0417","affiliations":[{"raw_affiliation_string":"Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210086028","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052484642","display_name":"Junrong Du","orcid":"https://orcid.org/0000-0003-3320-5785"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210086028","display_name":"Technology and Engineering Center for Space Utilization","ror":"https://ror.org/00cn03n83","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210086028"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junrong Du","raw_affiliation_strings":["Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3320-5785","affiliations":[{"raw_affiliation_string":"Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210086028","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100599106","display_name":"Zimeng Fan","orcid":"https://orcid.org/0000-0001-8821-2443"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210086028","display_name":"Technology and Engineering Center for Space Utilization","ror":"https://ror.org/00cn03n83","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210086028"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zimeng Fan","raw_affiliation_strings":["Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8821-2443","affiliations":[{"raw_affiliation_string":"Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210086028","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069968004","display_name":"Mingwei Li","orcid":"https://orcid.org/0009-0001-3673-5530"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210086028","display_name":"Technology and Engineering Center for Space Utilization","ror":"https://ror.org/00cn03n83","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210086028"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingwei Li","raw_affiliation_strings":["Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0001-3673-5530","affiliations":[{"raw_affiliation_string":"Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210086028","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111323412","display_name":"Lili Guo","orcid":"https://orcid.org/0000-0001-7948-7883"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210086028","display_name":"Technology and Engineering Center for Space Utilization","ror":"https://ror.org/00cn03n83","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210086028"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lili Guo","raw_affiliation_strings":["Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7948-7883","affiliations":[{"raw_affiliation_string":"Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210086028","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7751,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.84099016,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10663","display_name":"Advanced Battery Technologies Research","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10663","display_name":"Advanced Battery Technologies Research","score":0.9998000264167786,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9674000144004822,"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/T10018","display_name":"Advancements in Battery Materials","score":0.9609000086784363,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/lithium","display_name":"Lithium (medication)","score":0.5972126722335815},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.520345151424408},{"id":"https://openalex.org/keywords/ion","display_name":"Ion","score":0.4971826374530792},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.43795567750930786},{"id":"https://openalex.org/keywords/state-of-health","display_name":"State of health","score":0.41464677453041077},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4068831503391266},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.3926270008087158},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2925260365009308},{"id":"https://openalex.org/keywords/battery","display_name":"Battery (electricity)","score":0.28541088104248047},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.172274649143219},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.14881432056427002},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.14278718829154968},{"id":"https://openalex.org/keywords/thermodynamics","display_name":"Thermodynamics","score":0.13913211226463318},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.13469886779785156}],"concepts":[{"id":"https://openalex.org/C2778541603","wikidata":"https://www.wikidata.org/wiki/Q152763","display_name":"Lithium (medication)","level":2,"score":0.5972126722335815},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.520345151424408},{"id":"https://openalex.org/C145148216","wikidata":"https://www.wikidata.org/wiki/Q36496","display_name":"Ion","level":2,"score":0.4971826374530792},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.43795567750930786},{"id":"https://openalex.org/C2777294910","wikidata":"https://www.wikidata.org/wiki/Q4050070","display_name":"State of health","level":4,"score":0.41464677453041077},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4068831503391266},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3926270008087158},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2925260365009308},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.28541088104248047},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.172274649143219},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.14881432056427002},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14278718829154968},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.13913211226463318},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.13469886779785156},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3450095","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3450095","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1940801630","display_name":null,"funder_award_id":"T303271","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"}],"funders":[{"id":"https://openalex.org/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W2037537012","https://openalex.org/W2096943734","https://openalex.org/W2115403315","https://openalex.org/W2144352195","https://openalex.org/W2150117014","https://openalex.org/W2883515020","https://openalex.org/W2945571737","https://openalex.org/W2954335786","https://openalex.org/W2975620261","https://openalex.org/W2975761873","https://openalex.org/W2980420373","https://openalex.org/W2984100107","https://openalex.org/W2996610370","https://openalex.org/W3010268307","https://openalex.org/W3037659411","https://openalex.org/W3102947106","https://openalex.org/W3119025527","https://openalex.org/W3120288397","https://openalex.org/W3123146821","https://openalex.org/W3132028723","https://openalex.org/W3138116568","https://openalex.org/W3146398376","https://openalex.org/W3148608221","https://openalex.org/W3166547714","https://openalex.org/W3206703725","https://openalex.org/W3211333123","https://openalex.org/W4284886155","https://openalex.org/W4285496627","https://openalex.org/W4295886387","https://openalex.org/W4312220502","https://openalex.org/W4360596056","https://openalex.org/W4367598021","https://openalex.org/W4379206867","https://openalex.org/W4385245566","https://openalex.org/W4390837182","https://openalex.org/W4391589339","https://openalex.org/W6683633756","https://openalex.org/W6688325169","https://openalex.org/W6737976933","https://openalex.org/W6757029700"],"related_works":["https://openalex.org/W3201126466","https://openalex.org/W4282827391","https://openalex.org/W121572956","https://openalex.org/W2001153889","https://openalex.org/W1971183125","https://openalex.org/W2043420727","https://openalex.org/W2029553865","https://openalex.org/W2047941755","https://openalex.org/W2047086907","https://openalex.org/W2379793255"],"abstract_inverted_index":{"Accurate":[0],"and":[1,13,45,54,67,87,112,162],"reliable":[2,14],"state-of-health":[3],"(SOH)":[4],"prediction":[5,27,118,146,208],"becomes":[6],"increasingly":[7],"vital":[8],"to":[9,50,74,170,186,204],"ensure":[10],"the":[11,68,107,144,188,207,221,224],"safe":[12],"operation":[15],"of":[16,43,147,159,223],"lithium-ion":[17],"batteries":[18,63],"(LIBs).":[19],"The":[20],"existing":[21],"data-driven":[22],"methods":[23],"for":[24,143,233],"LIBs\u2019":[25],"SOH":[26,145],"are":[28,72],"developed":[29],"with":[30,39,97,110],"an":[31],"ideal":[32],"database,":[33],"i.e.,":[34],"a":[35,40,82,128,150,176,193,230],"huge":[36],"run-to-failure":[37],"data":[38,58,172,189],"consistent":[41],"distribution":[42,59,83,92,173,183],"training":[44],"testing":[46],"sets.":[47],"However,":[48],"due":[49],"individual":[51],"quality":[52],"differences":[53],"complex":[55],"operating":[56],"conditions,":[57],"shifts":[60],"among":[61],"different":[62],"may":[64,94],"be":[65],"obvious,":[66],"entire":[69,237],"life-cycle":[70,238],"samples":[71],"difficult":[73],"collect":[75],"in":[76,120],"real":[77],"world.":[78],"Therefore,":[79],"there":[80],"exists":[81],"discrepancy":[84,166],"between":[85],"source":[86,111],"target":[88,99,114,122],"domains.":[89],"Besides,":[90],"temporal":[91],"shift":[93,104,194],"also":[95],"exist":[96],"incomplete":[98,113],"domain,":[100],"called":[101],"time":[102],"covariate":[103],"(TCS).":[105],"Thus,":[106],"model":[108,140],"trained":[109],"domains":[115],"will":[116],"cause":[117],"bias":[119,209],"unseen":[121],"data.":[123,239],"To":[124],"address":[125],"such":[126],"issues,":[127],"novel":[129],"transfer":[130],"learning":[131],"(TL)":[132],"approach":[133],"using":[134,197],"multiple":[135],"feature":[136,152],"alignment":[137,153,190],"transformer":[138,160],"(MFA-Transformer)":[139],"is":[141,154,168,184,202],"conducted":[142],"LIBs.":[148],"First,":[149],"multilayer":[151],"performed":[155],"via":[156],"encoder-decoder":[157],"structure":[158],"framework,":[161],"multikernel":[163],"maximum":[164],"mean":[165],"(MK-MMD)":[167],"adopted":[169],"tackle":[171],"discrepancy.":[174],"Then,":[175],"new":[177],"loss":[178],"item":[179],"based":[180],"on":[181,215],"Weibull":[182],"utilized":[185],"enhance":[187],"effect.":[191],"Moreover,":[192],"compensation":[195],"strategy":[196],"shape-based":[198],"distance":[199],"(SBD)":[200],"estimation":[201],"designed":[203],"dynamically":[205],"eliminate":[206],"resulting":[210],"from":[211],"TCS.":[212],"Finally,":[213],"experiments":[214],"two":[216],"public":[217],"LIBs":[218],"datasets":[219],"validate":[220],"effectiveness":[222],"proposed":[225],"method,":[226],"which":[227],"can":[228],"offer":[229],"promising":[231],"solution":[232],"industrial":[234],"prognostic":[235],"without":[236]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}