{"id":"https://openalex.org/W4401568734","doi":"https://doi.org/10.23919/date58400.2024.10546702","title":"Model-Driven Feature Engineering for Data-Driven Battery SOH Model","display_name":"Model-Driven Feature Engineering for Data-Driven Battery SOH Model","publication_year":2024,"publication_date":"2024-03-25","ids":{"openalex":"https://openalex.org/W4401568734","doi":"https://doi.org/10.23919/date58400.2024.10546702"},"language":"en","primary_location":{"id":"doi:10.23919/date58400.2024.10546702","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date58400.2024.10546702","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Design, Automation &amp;amp; Test in Europe Conference &amp;amp; Exhibition (DATE)","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/A5047392151","display_name":"Khaled Sidahmed Sidahmed Alamin","orcid":"https://orcid.org/0000-0003-4276-3842"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Khaled Alamin","raw_affiliation_strings":["Politecnico di Torino,Department of Control and Computer Engineering,Turin,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Control and Computer Engineering,Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080843266","display_name":"Daniele Jahier Pagliari","orcid":"https://orcid.org/0000-0002-2872-7071"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Daniele Jahier Pagliari","raw_affiliation_strings":["Politecnico di Torino,Department of Control and Computer Engineering,Turin,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Control and Computer Engineering,Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100664841","display_name":"Yukai Chen","orcid":"https://orcid.org/0000-0003-3378-887X"},"institutions":[{"id":"https://openalex.org/I4210114974","display_name":"IMEC","ror":"https://ror.org/02kcbn207","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I4210114974"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Yukai Chen","raw_affiliation_strings":["IMEC,Leuven,Belgium"],"affiliations":[{"raw_affiliation_string":"IMEC,Leuven,Belgium","institution_ids":["https://openalex.org/I4210114974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005432629","display_name":"Enrico Macii","orcid":"https://orcid.org/0000-0001-9046-5618"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Enrico Macii","raw_affiliation_strings":["Politecnico di Torino,Department of Control and Computer Engineering,Turin,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Control and Computer Engineering,Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070652829","display_name":"Sara Vinco","orcid":"https://orcid.org/0000-0001-9666-5194"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sara Vinco","raw_affiliation_strings":["Politecnico di Torino,Department of Control and Computer Engineering,Turin,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Control and Computer Engineering,Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024891882","display_name":"Massimo Poncino","orcid":"https://orcid.org/0000-0002-1369-9688"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimo Poncino","raw_affiliation_strings":["Politecnico di Torino,Department of Control and Computer Engineering,Turin,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Control and Computer Engineering,Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5047392151"],"corresponding_institution_ids":["https://openalex.org/I177477856"],"apc_list":null,"apc_paid":null,"fwci":1.5594,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.83492915,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9733999967575073,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9733999967575073,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12810","display_name":"Real-time simulation and control systems","score":0.9733999967575073,"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/T10933","display_name":"Real-Time Systems Scheduling","score":0.9732999801635742,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.709514856338501},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.5588734745979309},{"id":"https://openalex.org/keywords/battery","display_name":"Battery (electricity)","score":0.5224213600158691},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"Feature engineering","score":0.5015268325805664},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4965377449989319},{"id":"https://openalex.org/keywords/feature-model","display_name":"Feature model","score":0.4138854146003723},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34733712673187256},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3336516320705414},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.12903141975402832},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.12522917985916138}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.709514856338501},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.5588734745979309},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.5224213600158691},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.5015268325805664},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4965377449989319},{"id":"https://openalex.org/C101814296","wikidata":"https://www.wikidata.org/wiki/Q5439685","display_name":"Feature model","level":3,"score":0.4138854146003723},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34733712673187256},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3336516320705414},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.12903141975402832},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.12522917985916138},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date58400.2024.10546702","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date58400.2024.10546702","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Design, Automation &amp;amp; Test in Europe Conference &amp;amp; Exhibition (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.7900000214576721,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2014228749","https://openalex.org/W2064675550","https://openalex.org/W2077937117","https://openalex.org/W2206031031","https://openalex.org/W2417460170","https://openalex.org/W2573443283","https://openalex.org/W2949676527","https://openalex.org/W3010779281","https://openalex.org/W3033088344","https://openalex.org/W3048596141","https://openalex.org/W3130059885","https://openalex.org/W3169854270","https://openalex.org/W3196898688","https://openalex.org/W3199419970","https://openalex.org/W4238510560","https://openalex.org/W4280575326","https://openalex.org/W4292387555","https://openalex.org/W4381059967","https://openalex.org/W6856636916"],"related_works":["https://openalex.org/W4249408043","https://openalex.org/W2286471624","https://openalex.org/W2755621609","https://openalex.org/W2089600798","https://openalex.org/W2114784261","https://openalex.org/W2121833634","https://openalex.org/W2231895843","https://openalex.org/W2798490393","https://openalex.org/W2128745541","https://openalex.org/W2253623556"],"abstract_inverted_index":{"Accurate":[0],"State":[1],"of":[2,22,47,53,61,120,130],"Health":[3],"(SoH)":[4],"estimation":[5,155,175],"is":[6],"indispensable":[7],"for":[8,33],"ensuring":[9],"battery":[10,88,148,165],"system":[11],"safety,":[12],"reliability,":[13],"and":[14,147],"run-time":[15],"monitoring.":[16],"However,":[17,50],"as":[18],"instantaneous":[19],"runtime":[20],"measurement":[21],"SoH":[23,154,174],"remains":[24],"impractical":[25],"when":[26],"not":[27,118],"unfeasible,":[28],"appropriate":[29],"models":[30,39,55,146],"are":[31,70,76],"required":[32],"its":[34],"estimation.":[35],"Recently,":[36],"various":[37,45,144],"data-driven":[38,54],"have":[40],"been":[41],"proposed,":[42],"which":[43,65,100],"solve":[44],"weaknesses":[46],"traditional":[48],"models.":[49],"the":[51,59,62,83,103,112,128],"accuracy":[52,142,156],"heavily":[56],"depends":[57],"on":[58],"quality":[60],"training":[63],"datasets,":[64],"usually":[66],"contain":[67],"data":[68],"that":[69,75,86,109],"easy":[71],"to":[72,82,133,171],"measure":[73],"but":[74,125],"only":[77],"partially":[78],"or":[79],"weakly":[80],"related":[81],"physical/chemical":[84],"mechanisms":[85],"determine":[87],"aging.":[89],"In":[90],"this":[91],"study,":[92],"we":[93],"propose":[94],"a":[95,121,161,168],"novel":[96],"feature":[97,178],"engineering":[98],"approach,":[99],"involves":[101],"augmenting":[102],"original":[104],"dataset":[105],"with":[106],"purpose-designed":[107],"features":[108,132],"better":[110],"represent":[111],"aging":[113],"phenomena.":[114],"Our":[115,158],"contribution":[116],"does":[117],"consist":[119],"new":[122],"machine-learning":[123,145],"model":[124],"rather":[126],"in":[127,164],"addition":[129],"selected":[131],"an":[134,151],"existing":[135],"model.":[136],"This":[137],"methodology":[138],"consistently":[139],"demonstrates":[140],"enhanced":[141],"across":[143],"chemistries,":[149],"yielding":[150],"approximate":[152],"25%":[153],"improve-ment.":[157],"work":[159],"bridges":[160],"critical":[162],"gap":[163],"research,":[166],"offering":[167],"promising":[169],"strategy":[170],"significantly":[172],"enhance":[173],"by":[176],"optimizing":[177],"selection.":[179]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
