{"id":"https://openalex.org/W4385477879","doi":"https://doi.org/10.1109/icphm57936.2023.10194065","title":"Electrochemical Impedance Spectroscopy (EIS) and Machine Learning based Battery State of Health (SoH) Estimation","display_name":"Electrochemical Impedance Spectroscopy (EIS) and Machine Learning based Battery State of Health (SoH) Estimation","publication_year":2023,"publication_date":"2023-06-05","ids":{"openalex":"https://openalex.org/W4385477879","doi":"https://doi.org/10.1109/icphm57936.2023.10194065"},"language":"en","primary_location":{"id":"doi:10.1109/icphm57936.2023.10194065","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icphm57936.2023.10194065","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Prognostics and Health Management (ICPHM)","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/A5084950826","display_name":"Masuda Akter Tonima","orcid":"https://orcid.org/0000-0003-1150-4872"},"institutions":[{"id":"https://openalex.org/I4210099137","display_name":"Research Canada","ror":"https://ror.org/0103eqz62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210099137"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Masuda Akter Tonima","raw_affiliation_strings":["Research and Development, Cadex Electronics,Richmond,B.C.,Canada","Research and Development, Cadex Electronics, Richmond, B.C., Canada"],"affiliations":[{"raw_affiliation_string":"Research and Development, Cadex Electronics,Richmond,B.C.,Canada","institution_ids":["https://openalex.org/I4210099137"]},{"raw_affiliation_string":"Research and Development, Cadex Electronics, Richmond, B.C., Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029505318","display_name":"Austin DeHart","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099137","display_name":"Research Canada","ror":"https://ror.org/0103eqz62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210099137"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Austin DeHart","raw_affiliation_strings":["Research and Development, Cadex Electronics,Richmond,B.C.,Canada","Research and Development, Cadex Electronics, Richmond, B.C., Canada"],"affiliations":[{"raw_affiliation_string":"Research and Development, Cadex Electronics,Richmond,B.C.,Canada","institution_ids":["https://openalex.org/I4210099137"]},{"raw_affiliation_string":"Research and Development, Cadex Electronics, Richmond, B.C., Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092580406","display_name":"Deniz Tabakci","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099137","display_name":"Research Canada","ror":"https://ror.org/0103eqz62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210099137"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Deniz Tabakci","raw_affiliation_strings":["Research and Development, Cadex Electronics,Richmond,B.C.,Canada","Research and Development, Cadex Electronics, Richmond, B.C., Canada"],"affiliations":[{"raw_affiliation_string":"Research and Development, Cadex Electronics,Richmond,B.C.,Canada","institution_ids":["https://openalex.org/I4210099137"]},{"raw_affiliation_string":"Research and Development, Cadex Electronics, Richmond, B.C., Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092580407","display_name":"Piramon Tisapramotkul","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099137","display_name":"Research Canada","ror":"https://ror.org/0103eqz62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210099137"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Piramon Tisapramotkul","raw_affiliation_strings":["Research and Development, Cadex Electronics,Richmond,B.C.,Canada","Research and Development, Cadex Electronics, Richmond, B.C., Canada"],"affiliations":[{"raw_affiliation_string":"Research and Development, Cadex Electronics,Richmond,B.C.,Canada","institution_ids":["https://openalex.org/I4210099137"]},{"raw_affiliation_string":"Research and Development, Cadex Electronics, Richmond, B.C., Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092580408","display_name":"Andrew Munro-West","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099137","display_name":"Research Canada","ror":"https://ror.org/0103eqz62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210099137"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Andrew Munro-West","raw_affiliation_strings":["Research and Development, Cadex Electronics,Richmond,B.C.,Canada","Research and Development, Cadex Electronics, Richmond, B.C., Canada"],"affiliations":[{"raw_affiliation_string":"Research and Development, Cadex Electronics,Richmond,B.C.,Canada","institution_ids":["https://openalex.org/I4210099137"]},{"raw_affiliation_string":"Research and Development, Cadex Electronics, Richmond, B.C., Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112972338","display_name":"A. Mehra","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099137","display_name":"Research Canada","ror":"https://ror.org/0103eqz62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210099137"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Aarushi Mehra","raw_affiliation_strings":["Research and Development, Cadex Electronics,Richmond,B.C.,Canada","Research and Development, Cadex Electronics, Richmond, B.C., Canada"],"affiliations":[{"raw_affiliation_string":"Research and Development, Cadex Electronics,Richmond,B.C.,Canada","institution_ids":["https://openalex.org/I4210099137"]},{"raw_affiliation_string":"Research and Development, Cadex Electronics, Richmond, B.C., Canada","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088138632","display_name":"Tina Shoa","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099137","display_name":"Research Canada","ror":"https://ror.org/0103eqz62","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210099137"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tina Shoa","raw_affiliation_strings":["Research and Development, Cadex Electronics,Richmond,B.C.,Canada","Research and Development, Cadex Electronics, Richmond, B.C., Canada"],"affiliations":[{"raw_affiliation_string":"Research and Development, Cadex Electronics,Richmond,B.C.,Canada","institution_ids":["https://openalex.org/I4210099137"]},{"raw_affiliation_string":"Research and Development, Cadex Electronics, Richmond, B.C., Canada","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5084950826"],"corresponding_institution_ids":["https://openalex.org/I4210099137"],"apc_list":null,"apc_paid":null,"fwci":0.5742,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.65140058,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"212","last_page":"223"},"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":0.9970999956130981,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9785000085830688,"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/state-of-health","display_name":"State of health","score":0.7851953506469727},{"id":"https://openalex.org/keywords/battery","display_name":"Battery (electricity)","score":0.775553822517395},{"id":"https://openalex.org/keywords/dielectric-spectroscopy","display_name":"Dielectric spectroscopy","score":0.7159740924835205},{"id":"https://openalex.org/keywords/electrical-impedance","display_name":"Electrical impedance","score":0.5649014711380005},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.5599479079246521},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.5236872434616089},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5216670036315918},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.4031282663345337},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.34972143173217773},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3481612801551819},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.33125999569892883},{"id":"https://openalex.org/keywords/electrochemistry","display_name":"Electrochemistry","score":0.24612581729888916},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22750401496887207},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.1502482295036316},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.09643861651420593},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07057341933250427},{"id":"https://openalex.org/keywords/electrode","display_name":"Electrode","score":0.07016047835350037}],"concepts":[{"id":"https://openalex.org/C2777294910","wikidata":"https://www.wikidata.org/wiki/Q4050070","display_name":"State of health","level":4,"score":0.7851953506469727},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.775553822517395},{"id":"https://openalex.org/C7040849","wikidata":"https://www.wikidata.org/wiki/Q899580","display_name":"Dielectric spectroscopy","level":4,"score":0.7159740924835205},{"id":"https://openalex.org/C17829176","wikidata":"https://www.wikidata.org/wiki/Q179043","display_name":"Electrical impedance","level":2,"score":0.5649014711380005},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5599479079246521},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.5236872434616089},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5216670036315918},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.4031282663345337},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.34972143173217773},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3481612801551819},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.33125999569892883},{"id":"https://openalex.org/C52859227","wikidata":"https://www.wikidata.org/wiki/Q7877","display_name":"Electrochemistry","level":3,"score":0.24612581729888916},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22750401496887207},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.1502482295036316},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.09643861651420593},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07057341933250427},{"id":"https://openalex.org/C17525397","wikidata":"https://www.wikidata.org/wiki/Q176140","display_name":"Electrode","level":2,"score":0.07016047835350037},{"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/C147789679","wikidata":"https://www.wikidata.org/wiki/Q11372","display_name":"Physical chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icphm57936.2023.10194065","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icphm57936.2023.10194065","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Prognostics and Health Management (ICPHM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1592614751","https://openalex.org/W1728842521","https://openalex.org/W2044043537","https://openalex.org/W2050843465","https://openalex.org/W2062167409","https://openalex.org/W2066517380","https://openalex.org/W2100887379","https://openalex.org/W2162048331","https://openalex.org/W2294798173","https://openalex.org/W2295405103","https://openalex.org/W2351263822","https://openalex.org/W2363930778","https://openalex.org/W2587507211","https://openalex.org/W2624661965","https://openalex.org/W2796983044","https://openalex.org/W2909761447","https://openalex.org/W2919849216","https://openalex.org/W2942231644","https://openalex.org/W2948266581","https://openalex.org/W2963691557","https://openalex.org/W2968677983","https://openalex.org/W2968814900","https://openalex.org/W2969332118","https://openalex.org/W2982698401","https://openalex.org/W2987083308","https://openalex.org/W3005944535","https://openalex.org/W3008891024","https://openalex.org/W3010779281","https://openalex.org/W3092917246","https://openalex.org/W3126452185","https://openalex.org/W3182395383","https://openalex.org/W3207838049","https://openalex.org/W3216292476","https://openalex.org/W4200033327","https://openalex.org/W4200226125","https://openalex.org/W4200321320","https://openalex.org/W4210776654","https://openalex.org/W4248273320","https://openalex.org/W4256556474","https://openalex.org/W4287591554","https://openalex.org/W4293294511","https://openalex.org/W4295845661","https://openalex.org/W4303946461","https://openalex.org/W4395108399","https://openalex.org/W6637572315","https://openalex.org/W6767363598","https://openalex.org/W6786898723","https://openalex.org/W6803110306","https://openalex.org/W6864549258"],"related_works":["https://openalex.org/W2991588090","https://openalex.org/W2068623945","https://openalex.org/W3213052590","https://openalex.org/W2995074223","https://openalex.org/W4243773385","https://openalex.org/W176011693","https://openalex.org/W2050511751","https://openalex.org/W2068485218","https://openalex.org/W3209857138","https://openalex.org/W4376058722"],"abstract_inverted_index":{"While":[0],"Li-ion":[1],"batteries":[2,121],"have":[3],"proven":[4],"long":[5],"lifetimes,":[6],"an":[7],"accurate":[8],"assessment":[9],"of":[10,40,49,52,95,120,151],"the":[11,41,47,53,61,96,149,157],"battery":[12,97],"ca-pacity":[13],"and":[14,38,76,104,130,156],"its":[15],"remaining":[16,62],"life":[17],"cannot":[18],"yet":[19],"be":[20,123,140],"made":[21],"using":[22],"current":[23,37,75],"Battery":[24,29],"Management":[25],"Systems":[26],"(BMS)":[27],"devices.":[28],"sensors":[30],"used":[31],"in":[32,43],"BMS":[33],"typically":[34],"mon-itor":[35],"voltage,":[36,74],"temperature":[39,77],"battery,":[42],"order":[44],"to":[45,82,111,144],"predict":[46,83],"state":[48],"health":[50],"(SoH)":[51],"battery.":[54],"SoH":[55,119],"is":[56],"a":[57,106],"measure":[58],"that":[59,64,118,137],"indicates":[60],"capacity":[63],"had":[65],"been":[66],"affected":[67],"by":[68,72],"degradation.":[69],"Information":[70],"obtained":[71],"monitoring":[73],"are":[78],"often":[79],"not":[80],"sufficient":[81],"SoH.":[84],"In":[85],"this":[86,164],"study":[87],"we":[88],"captured":[89],"extra":[90],"information":[91],"from":[92],"interfacial":[93],"layers":[94],"through":[98],"applying":[99],"Electrochemical":[100],"Impedance":[101],"Spectroscopy":[102],"(EIS)":[103],"employed":[105],"XGBoost-based":[107],"machine":[108],"learning":[109],"approach":[110],"train":[112],"our":[113],"models.":[114],"The":[115],"results":[116],"show":[117],"can":[122],"predicted":[124],"with":[125,142],"90%":[126],"accuracy,":[127],"95%":[128],"confidence":[129],"82%":[131],"reliability.":[132],"Additionally,":[133],"it":[134],"was":[135,153,160],"shown":[136],"accuracy":[138],"could":[139],"maintained":[141],"little":[143],"no":[145],"change":[146],"even":[147],"when":[148],"number":[150],"features":[152],"dramatically":[154],"reduced":[155],"sample":[158],"size":[159],"minimal,":[161],"thus":[162],"making":[163],"method":[165],"very":[166],"practical":[167],"for":[168],"embedded":[169],"EIS/AI":[170],"based":[171],"solutions.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
