{"id":"https://openalex.org/W4206620159","doi":"https://doi.org/10.1109/smc52423.2021.9658576","title":"An Ensemble Method for the Heterogeneous Neural Network to Predict the Remaining Useful Life of Lithium-ion Battery","display_name":"An Ensemble Method for the Heterogeneous Neural Network to Predict the Remaining Useful Life of Lithium-ion Battery","publication_year":2021,"publication_date":"2021-10-17","ids":{"openalex":"https://openalex.org/W4206620159","doi":"https://doi.org/10.1109/smc52423.2021.9658576"},"language":"en","primary_location":{"id":"doi:10.1109/smc52423.2021.9658576","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc52423.2021.9658576","pdf_url":null,"source":{"id":"https://openalex.org/S4363607761","display_name":"2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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/A5103278510","display_name":"Hengshan Zhang","orcid":"https://orcid.org/0000-0003-0364-463X"},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hengshan Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an University of Posts and Telecommunications, Xi\u2019an, China","Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi\u2019an, China","School of Computer Science and Technology, Xi'an University of Posts and Telecommunications, Xi'an, China","Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an University of Posts and Telecommunications, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210136859"]},{"raw_affiliation_string":"Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi\u2019an, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Xi'an University of Posts and Telecommunications, Xi'an, China","institution_ids":["https://openalex.org/I4210136859"]},{"raw_affiliation_string":"Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi'an, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088629135","display_name":"Di Wu","orcid":"https://orcid.org/0000-0001-6879-321X"},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Wu","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an University of Posts and Telecommunications, Xi\u2019an, China","Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi\u2019an, China","School of Computer Science and Technology, Xi'an University of Posts and Telecommunications, Xi'an, China","Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an University of Posts and Telecommunications, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210136859"]},{"raw_affiliation_string":"Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi\u2019an, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Xi'an University of Posts and Telecommunications, Xi'an, China","institution_ids":["https://openalex.org/I4210136859"]},{"raw_affiliation_string":"Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi'an, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100751424","display_name":"Zhongmin Wang","orcid":"https://orcid.org/0000-0003-0870-454X"},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongmin Wang","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an University of Posts and Telecommunications, Xi\u2019an, China","Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi\u2019an, China","School of Computer Science and Technology, Xi'an University of Posts and Telecommunications, Xi'an, China","Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an University of Posts and Telecommunications, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210136859"]},{"raw_affiliation_string":"Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi\u2019an, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Xi'an University of Posts and Telecommunications, Xi'an, China","institution_ids":["https://openalex.org/I4210136859"]},{"raw_affiliation_string":"Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi'an, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100419627","display_name":"Yanping Chen","orcid":"https://orcid.org/0000-0001-6548-6070"},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanping Chen","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an University of Posts and Telecommunications, Xi\u2019an, China","Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi\u2019an, China","School of Computer Science and Technology, Xi'an University of Posts and Telecommunications, Xi'an, China","Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an University of Posts and Telecommunications, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210136859"]},{"raw_affiliation_string":"Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi\u2019an, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science and Technology, Xi'an University of Posts and Telecommunications, Xi'an, China","institution_ids":["https://openalex.org/I4210136859"]},{"raw_affiliation_string":"Shaanxi Key Laboratory of Network Data Analysis and Intelligent Processing, Xi'an, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210136859"],"apc_list":null,"apc_paid":null,"fwci":0.6158,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.66769894,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"2433","last_page":"2438"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10663","display_name":"Advanced Battery Technologies Research","score":1.0,"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":1.0,"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/T10018","display_name":"Advancements in Battery Materials","score":0.9976999759674072,"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"}},{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9717000126838684,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.8655256032943726},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7084641456604004},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5534418821334839},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.444979727268219},{"id":"https://openalex.org/keywords/probabilistic-neural-network","display_name":"Probabilistic neural network","score":0.4195188283920288},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40494146943092346},{"id":"https://openalex.org/keywords/time-delay-neural-network","display_name":"Time delay neural network","score":0.3970873951911926}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.8655256032943726},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7084641456604004},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5534418821334839},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.444979727268219},{"id":"https://openalex.org/C134342201","wikidata":"https://www.wikidata.org/wiki/Q7246859","display_name":"Probabilistic neural network","level":4,"score":0.4195188283920288},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40494146943092346},{"id":"https://openalex.org/C175202392","wikidata":"https://www.wikidata.org/wiki/Q2434543","display_name":"Time delay neural network","level":3,"score":0.3970873951911926}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc52423.2021.9658576","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc52423.2021.9658576","pdf_url":null,"source":{"id":"https://openalex.org/S4363607761","display_name":"2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/1","score":0.5600000023841858,"display_name":"No poverty"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1978242774","https://openalex.org/W2007272376","https://openalex.org/W2039665331","https://openalex.org/W2088265251","https://openalex.org/W2100128988","https://openalex.org/W2135293965","https://openalex.org/W2140285303","https://openalex.org/W2340971382","https://openalex.org/W2423382883","https://openalex.org/W2746913295","https://openalex.org/W2796854462","https://openalex.org/W2912346386","https://openalex.org/W2924382816","https://openalex.org/W2957056027","https://openalex.org/W2975620261","https://openalex.org/W3011952957","https://openalex.org/W3023882618","https://openalex.org/W3040694753","https://openalex.org/W3047827241","https://openalex.org/W3049495830","https://openalex.org/W3137035455","https://openalex.org/W6791975812"],"related_works":["https://openalex.org/W2354938404","https://openalex.org/W2149846955","https://openalex.org/W1584270863","https://openalex.org/W2603525251","https://openalex.org/W2085961337","https://openalex.org/W1595652908","https://openalex.org/W2375446027","https://openalex.org/W2357447513","https://openalex.org/W127966330","https://openalex.org/W2369662652"],"abstract_inverted_index":{"With":[0],"the":[1,14,45,54,71,79,88,94,100,104,111,114,120,127,132,136,142,146,162,173,177,184],"large-scale":[2],"application":[3],"of":[4,19,82,93,113,135,148,151,161],"lithium-ion":[5],"batteries":[6],"(LIB),":[7],"using":[8],"deep":[9,34],"neural":[10,35,51,73,85,95,115,124,137,153,189],"networks":[11,86,154],"to":[12,103,141],"predict":[13],"remaining":[15],"useful":[16],"life":[17],"(RUL)":[18],"LIB":[20,169],"has":[21,53,180],"gradually":[22],"become":[23],"a":[24],"hotshot":[25],"in":[26,47],"recent":[27],"years.":[28],"RUL":[29],"prediction":[30,56,80,106],"method":[31,69,164,179],"based":[32],"on":[33,61,126,167],"network":[36,52,74,96,116,125,138],"can":[37,155],"avoid":[38],"studying":[39],"electrochemical":[40],"phenomena":[41],"and":[42,58,145,172],"manual":[43],"extracting":[44],"features":[46,59],"battery.":[48],"But":[49],"single":[50],"different":[55,62,128],"accuracy":[57,182],"extraction":[60],"dataset.":[63],"In":[64],"this":[65],"study,":[66],"an":[67],"ensemble":[68,163,186],"for":[70,123,188],"heterogeneous":[72,84],"is":[75,97,117,139,165],"proposed,":[76],"which":[77],"integrates":[78],"results":[81,122,174],"multiple":[83],"with":[87,99],"adaptive":[89],"weight.":[90],"The":[91,159],"weight":[92,112,134],"higher":[98,181],"closer":[101],"correlation":[102],"majority":[105],"results,":[107],"vice":[108],"versa.":[109],"Furthermore,":[110],"adjusted":[118],"via":[119],"predicting":[121],"dataset,":[129,144,171],"so":[130],"that":[131,176],"computed":[133],"adapted":[140],"various":[143],"effects":[147],"poor":[149],"predictions":[150],"certain":[152],"be":[156],"reduced":[157],"sufficiently.":[158],"effectiveness":[160],"verified":[166],"MIT-Stanford":[168],"degradation":[170],"show":[175],"proposed":[178],"than":[183],"existing":[185],"methods":[187],"network.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}