{"id":"https://openalex.org/W4387678053","doi":"https://doi.org/10.1109/icac57885.2023.10275170","title":"A MLP-Based Transfer Learning Model Using EIS Health Features for State of Health Estimation of Lithium-Ion Battery","display_name":"A MLP-Based Transfer Learning Model Using EIS Health Features for State of Health Estimation of Lithium-Ion Battery","publication_year":2023,"publication_date":"2023-08-30","ids":{"openalex":"https://openalex.org/W4387678053","doi":"https://doi.org/10.1109/icac57885.2023.10275170"},"language":"en","primary_location":{"id":"doi:10.1109/icac57885.2023.10275170","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icac57885.2023.10275170","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 28th International Conference on Automation and Computing (ICAC)","raw_type":"proceedings-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/A5070409552","display_name":"Xiaoyu Zhao","orcid":"https://orcid.org/0000-0003-2574-2791"},"institutions":[{"id":"https://openalex.org/I133837150","display_name":"University of Huddersfield","ror":"https://ror.org/05t1h8f27","country_code":"GB","type":"education","lineage":["https://openalex.org/I133837150"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Xiaoyu Zhao","raw_affiliation_strings":["School of Computing and Engineering, University of Huddersfield,Huddersfield,West Yorkshire","School of Computing and Engineering, University of Huddersfield, Huddersfield, West Yorkshire"],"affiliations":[{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield,Huddersfield,West Yorkshire","institution_ids":["https://openalex.org/I133837150"]},{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield, Huddersfield, West Yorkshire","institution_ids":["https://openalex.org/I133837150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074094980","display_name":"Zuolu Wang","orcid":"https://orcid.org/0000-0003-0076-613X"},"institutions":[{"id":"https://openalex.org/I133837150","display_name":"University of Huddersfield","ror":"https://ror.org/05t1h8f27","country_code":"GB","type":"education","lineage":["https://openalex.org/I133837150"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zuolu Wang","raw_affiliation_strings":["School of Computing and Engineering, University of Huddersfield,Huddersfield,West Yorkshire","School of Computing and Engineering, University of Huddersfield, Huddersfield, West Yorkshire"],"affiliations":[{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield,Huddersfield,West Yorkshire","institution_ids":["https://openalex.org/I133837150"]},{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield, Huddersfield, West Yorkshire","institution_ids":["https://openalex.org/I133837150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100355128","display_name":"Shiyu Liu","orcid":"https://orcid.org/0000-0003-0208-8635"},"institutions":[{"id":"https://openalex.org/I39333907","display_name":"Yanshan University","ror":"https://ror.org/02txfnf15","country_code":"CN","type":"education","lineage":["https://openalex.org/I39333907"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiyu Liu","raw_affiliation_strings":["School of Electrical Engineering, Yanshan University,Qinhuangdao,Hebei","School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Yanshan University,Qinhuangdao,Hebei","institution_ids":["https://openalex.org/I39333907"]},{"raw_affiliation_string":"School of Electrical Engineering, Yanshan University, Qinhuangdao, Hebei","institution_ids":["https://openalex.org/I39333907"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Helen Miao","orcid":null},"institutions":[{"id":"https://openalex.org/I133837150","display_name":"University of Huddersfield","ror":"https://ror.org/05t1h8f27","country_code":"GB","type":"education","lineage":["https://openalex.org/I133837150"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Helen Miao","raw_affiliation_strings":["School of Computing and Engineering, University of Huddersfield,Huddersfield,West Yorkshire","School of Computing and Engineering, University of Huddersfield, Huddersfield, West Yorkshire"],"affiliations":[{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield,Huddersfield,West Yorkshire","institution_ids":["https://openalex.org/I133837150"]},{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield, Huddersfield, West Yorkshire","institution_ids":["https://openalex.org/I133837150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007413995","display_name":"Eric Li","orcid":null},"institutions":[{"id":"https://openalex.org/I874055015","display_name":"Teesside University","ror":"https://ror.org/03z28gk75","country_code":"GB","type":"education","lineage":["https://openalex.org/I874055015"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Eric Li","raw_affiliation_strings":["School of Computing, Engineering & Digital Technologies, Teesside University,Tesside,Middlesbrough"],"affiliations":[{"raw_affiliation_string":"School of Computing, Engineering & Digital Technologies, Teesside University,Tesside,Middlesbrough","institution_ids":["https://openalex.org/I874055015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077515483","display_name":"Fengshou Gu","orcid":"https://orcid.org/0000-0003-4907-525X"},"institutions":[{"id":"https://openalex.org/I133837150","display_name":"University of Huddersfield","ror":"https://ror.org/05t1h8f27","country_code":"GB","type":"education","lineage":["https://openalex.org/I133837150"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Fengshou Gu","raw_affiliation_strings":["School of Computing and Engineering, University of Huddersfield,Huddersfield,West Yorkshire","School of Computing and Engineering, University of Huddersfield, Huddersfield, West Yorkshire"],"affiliations":[{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield,Huddersfield,West Yorkshire","institution_ids":["https://openalex.org/I133837150"]},{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield, Huddersfield, West Yorkshire","institution_ids":["https://openalex.org/I133837150"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107050705","display_name":"Andrew D. Ball","orcid":"https://orcid.org/0000-0002-8593-6830"},"institutions":[{"id":"https://openalex.org/I133837150","display_name":"University of Huddersfield","ror":"https://ror.org/05t1h8f27","country_code":"GB","type":"education","lineage":["https://openalex.org/I133837150"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Andrew Ball","raw_affiliation_strings":["School of Computing and Engineering, University of Huddersfield,Huddersfield,West Yorkshire","School of Computing and Engineering, University of Huddersfield, Huddersfield, West Yorkshire"],"affiliations":[{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield,Huddersfield,West Yorkshire","institution_ids":["https://openalex.org/I133837150"]},{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield, Huddersfield, West Yorkshire","institution_ids":["https://openalex.org/I133837150"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5070409552"],"corresponding_institution_ids":["https://openalex.org/I133837150"],"apc_list":null,"apc_paid":null,"fwci":0.5449,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.65147671,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"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":0.9955000281333923,"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":0.9495000243186951,"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/state-of-health","display_name":"State of health","score":0.7290993928909302},{"id":"https://openalex.org/keywords/battery","display_name":"Battery (electricity)","score":0.720054030418396},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5992962121963501},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.532484233379364},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4495186507701874},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.43383270502090454},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.4160974323749542},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3412490785121918},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.10940256714820862}],"concepts":[{"id":"https://openalex.org/C2777294910","wikidata":"https://www.wikidata.org/wiki/Q4050070","display_name":"State of health","level":4,"score":0.7290993928909302},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.720054030418396},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5992962121963501},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.532484233379364},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4495186507701874},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.43383270502090454},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.4160974323749542},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3412490785121918},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.10940256714820862},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icac57885.2023.10275170","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icac57885.2023.10275170","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 28th International Conference on Automation and Computing (ICAC)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/1ad2108c-ae30-48e3-9338-eed04a38f404","is_oa":false,"landing_page_url":"https://pure.hud.ac.uk/en/publications/1ad2108c-ae30-48e3-9338-eed04a38f404","pdf_url":null,"source":{"id":"https://openalex.org/S4306402508","display_name":"Huddersfield Research Portal (University of Huddersfield)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I133837150","host_organization_name":"University of Huddersfield","host_organization_lineage":["https://openalex.org/I133837150"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Zhao, X, Wang, Z, Liu, S, Miao, H, Li, E, Gu, F & Ball, A 2023, A MLP-based transfer learning model using EIS health features for state of health estimation of lithium-ion battery. in 2023 28th International Conference on Automation and Computing (ICAC)., 10275170, IEEE, 28th International Conference on Automation and Computing, Birmingham, United Kingdom, 30/08/23. https://doi.org/10.1109/ICAC57885.2023.10275170","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2054956868","https://openalex.org/W2886368623","https://openalex.org/W2918364185","https://openalex.org/W3010408268","https://openalex.org/W3026951609","https://openalex.org/W3097239540","https://openalex.org/W3097439325","https://openalex.org/W3119025527","https://openalex.org/W3187938683","https://openalex.org/W3194632397","https://openalex.org/W3203071122","https://openalex.org/W3207325848","https://openalex.org/W4200197532","https://openalex.org/W4200558068","https://openalex.org/W4205976837","https://openalex.org/W4210824432","https://openalex.org/W4210887799","https://openalex.org/W4224947065","https://openalex.org/W4280586369","https://openalex.org/W4283449925","https://openalex.org/W4284989580","https://openalex.org/W4289934094","https://openalex.org/W4292551129","https://openalex.org/W4293051411","https://openalex.org/W4296892995","https://openalex.org/W4318712851","https://openalex.org/W4320731541","https://openalex.org/W4324019004","https://openalex.org/W6839592680"],"related_works":["https://openalex.org/W2991588090","https://openalex.org/W3213052590","https://openalex.org/W2995074223","https://openalex.org/W176011693","https://openalex.org/W2068485218","https://openalex.org/W4376058722","https://openalex.org/W3034877844","https://openalex.org/W4225996487","https://openalex.org/W4200404188","https://openalex.org/W3091635603"],"abstract_inverted_index":{"Lithium-ion":[0],"battery":[1,12,35,57,82,141,163,185],"state":[2],"of":[3,97,146,157,169,174,184],"health":[4,88],"(SOH)":[5],"estimation":[6,54,165,187],"remains":[7],"a":[8,25,44,66,178],"significant":[9],"challenge":[10],"in":[11,34,52,143,161,177],"management":[13],"systems":[14],"due":[15],"to":[16,80,138],"the":[17,22,39,61,73,98,103,109,113,120,125,129,133,140,144,147,153,158,162,182,189],"sophisticated":[18],"electrochemical":[19],"processes":[20],"within":[21],"battery.":[23,99,131],"As":[24],"model-free":[26],"method,":[27],"data-driven-based":[28],"method":[29,160],"has":[30],"shown":[31],"great":[32],"potential":[33],"SOH":[36,53,83,142,164,186],"estimation.":[37,84],"However,":[38],"existing":[40],"data-driven":[41],"approach":[42],"requires":[43],"large":[45],"dataset":[46],"and":[47,77,171],"shows":[48],"low":[49],"model":[50,106,115,122,135],"adaptability":[51],"among":[55],"different":[56],"samples.":[58],"To":[59],"address":[60],"issues,":[62],"this":[63],"paper":[64],"proposes":[65],"transfer":[67],"learning":[68],"(TL)-based":[69],"technique":[70],"coupled":[71],"with":[72,166],"multi-layer":[74],"perceptron":[75],"(MLP)":[76],"Spearman":[78,91],"analysis":[79,92],"realise":[81],"Firstly,":[85],"it":[86,101],"extracts":[87],"features":[89],"using":[90,188],"based":[93,123],"on":[94,108,124],"early-age":[95],"data":[96,127],"Next,":[100],"builds":[102],"basic":[104],"MLP":[105,121],"relying":[107],"extracted":[110],"features.":[111],"Then,":[112],"TL":[114,190],"is":[116,136],"developed":[117],"by":[118],"retraining":[119],"partial":[126],"from":[128],"target":[130],"Finally,":[132],"retrained":[134],"used":[137],"estimate":[139],"rest":[145],"aging":[148],"cycles.":[149],"The":[150],"results":[151],"demonstrate":[152],"high":[154],"accuracy":[155],"performance":[156],"proposed":[159],"an":[167],"R_score":[168],"0.9733":[170],"RMSE":[172],"value":[173],"0.53":[175],"%":[176],"full-charge":[179],"stage,":[180],"implying":[181],"prospect":[183],"technique.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}