{"id":"https://openalex.org/W4407937930","doi":"https://doi.org/10.1109/tim.2025.3545510","title":"Early Prediction of Lithium Battery Cycle Life With Variable Sequence Feature Extraction Based on Recursive Kernel Canonical Correlation Analysis","display_name":"Early Prediction of Lithium Battery Cycle Life With Variable Sequence Feature Extraction Based on Recursive Kernel Canonical Correlation Analysis","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4407937930","doi":"https://doi.org/10.1109/tim.2025.3545510"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3545510","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3545510","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/A5102975529","display_name":"Shipeng Li","orcid":"https://orcid.org/0000-0002-1833-2252"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shipeng Li","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China","School of Control Science and Engincering, Shandong University, Jingshi Road, 17923, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-1833-2252","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Control Science and Engincering, Shandong University, Jingshi Road, 17923, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100641479","display_name":"Chenghui Zhang","orcid":"https://orcid.org/0000-0003-2317-5930"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenghui Zhang","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China","School of Control Science and Engincering, Shandong University, Jingshi Road, 17923, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-2317-5930","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Control Science and Engincering, Shandong University, Jingshi Road, 17923, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029531312","display_name":"Yunlong Shang","orcid":"https://orcid.org/0000-0002-4467-0677"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunlong Shang","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China","School of Control Science and Engincering, Shandong University, Jingshi Road, 17923, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-4467-0677","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Control Science and Engincering, Shandong University, Jingshi Road, 17923, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060117769","display_name":"Bin Duan","orcid":"https://orcid.org/0000-0003-3302-1900"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Duan","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China","School of Control Science and Engincering, Shandong University, Jingshi Road, 17923, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-3302-1900","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Control Science and Engincering, Shandong University, Jingshi Road, 17923, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026264853","display_name":"Guangcai Zhao","orcid":"https://orcid.org/0000-0002-7760-1184"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangcai Zhao","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China","School of Control Science and Engincering, Shandong University, Jingshi Road, 17923, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-7760-1184","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Control Science and Engincering, Shandong University, Jingshi Road, 17923, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100616450","display_name":"Changlong Li","orcid":"https://orcid.org/0000-0002-5234-1777"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changlong Li","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China","School of Control Science and Engincering, Shandong University, Jingshi Road, 17923, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-5234-1777","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Control Science and Engincering, Shandong University, Jingshi Road, 17923, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.02338225,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10663","display_name":"Advanced Battery Technologies Research","score":0.972599983215332,"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":0.972599983215332,"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":0.9203000068664551,"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/canonical-correlation","display_name":"Canonical correlation","score":0.6915249824523926},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6177241206169128},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.5220375061035156},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.4913116991519928},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4889275133609772},{"id":"https://openalex.org/keywords/battery","display_name":"Battery (electricity)","score":0.4401973485946655},{"id":"https://openalex.org/keywords/lithium","display_name":"Lithium (medication)","score":0.42804381251335144},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41825783252716064},{"id":"https://openalex.org/keywords/canonical-analysis","display_name":"Canonical analysis","score":0.41248857975006104},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.40091657638549805},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.37079906463623047},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.33752334117889404},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3334004282951355},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3032413423061371},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.23367083072662354},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.19224461913108826},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.14982753992080688},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.14234697818756104}],"concepts":[{"id":"https://openalex.org/C153874254","wikidata":"https://www.wikidata.org/wiki/Q115542","display_name":"Canonical correlation","level":2,"score":0.6915249824523926},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6177241206169128},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.5220375061035156},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.4913116991519928},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4889275133609772},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.4401973485946655},{"id":"https://openalex.org/C2778541603","wikidata":"https://www.wikidata.org/wiki/Q152763","display_name":"Lithium (medication)","level":2,"score":0.42804381251335144},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41825783252716064},{"id":"https://openalex.org/C75806538","wikidata":"https://www.wikidata.org/wiki/Q5033360","display_name":"Canonical analysis","level":2,"score":0.41248857975006104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.40091657638549805},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.37079906463623047},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.33752334117889404},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3334004282951355},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3032413423061371},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.23367083072662354},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.19224461913108826},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.14982753992080688},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.14234697818756104},{"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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3545510","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3545510","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/G5408015442","display_name":null,"funder_award_id":"62122041","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6546791414","display_name":null,"funder_award_id":"62203265","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6556837647","display_name":null,"funder_award_id":"62133007","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7970063228","display_name":null,"funder_award_id":"62173211","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8974403552","display_name":null,"funder_award_id":"62333013","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W930082539","https://openalex.org/W1628954589","https://openalex.org/W2017221396","https://openalex.org/W2027136049","https://openalex.org/W2032952916","https://openalex.org/W2056207828","https://openalex.org/W2077937117","https://openalex.org/W2122825543","https://openalex.org/W2126770114","https://openalex.org/W2223947405","https://openalex.org/W2541118606","https://openalex.org/W2586311465","https://openalex.org/W2612210564","https://openalex.org/W2747594982","https://openalex.org/W2759525351","https://openalex.org/W2781930323","https://openalex.org/W2791632718","https://openalex.org/W2802606020","https://openalex.org/W2804446681","https://openalex.org/W2924382816","https://openalex.org/W2963691557","https://openalex.org/W2999951339","https://openalex.org/W3012264837","https://openalex.org/W3014591950","https://openalex.org/W3125035928","https://openalex.org/W3125460992","https://openalex.org/W3131411182","https://openalex.org/W3135514141","https://openalex.org/W3154061193","https://openalex.org/W3205017803","https://openalex.org/W4223901999","https://openalex.org/W4226105234","https://openalex.org/W4293051411","https://openalex.org/W4365129631","https://openalex.org/W4392612909","https://openalex.org/W4400762160","https://openalex.org/W6860305808"],"related_works":["https://openalex.org/W2121524531","https://openalex.org/W302711736","https://openalex.org/W1565185441","https://openalex.org/W2174400750","https://openalex.org/W1710312081","https://openalex.org/W2104224834","https://openalex.org/W2356968104","https://openalex.org/W2041741442","https://openalex.org/W1991315556","https://openalex.org/W1973734368"],"abstract_inverted_index":{"Different":[0],"machine":[1],"learning":[2],"(ML)":[3],"models":[4],"are":[5,66,75,92,171],"widely":[6],"applied":[7,162],"to":[8,77,98,108,126,143,163],"predict":[9],"battery":[10,70,79],"cycle":[11,15,80],"life":[12,81],"using":[13,82,173],"early":[14],"data.":[16],"However,":[17],"they":[18],"often":[19],"only":[20],"utilize":[21],"a":[22,55,103,149,155],"few":[23],"key":[24],"features":[25,97,170],"extracted":[26],"from":[27,68],"the":[28,31,36,44,49,78,89,95,99,110,114,130,140,146,165,184],"data":[29],"as":[30,94],"model":[32],"inputs,":[33],"which":[34,138,179],"reduces":[35,139],"efficiency":[37],"of":[38,48,116,145,152,187],"information":[39],"utilization":[40],"and":[41,46,62,88,125],"subsequently":[42],"lowers":[43],"accuracy":[45,186],"stability":[47],"estimation":[50],"results.":[51],"This":[52],"article":[53],"proposes":[54],"novel":[56],"feature":[57,123],"extraction":[58,124],"approach.":[59],"First,":[60],"horizontal":[61],"vertical":[63],"sequence":[64],"sets":[65],"derived":[67],"different":[69,175],"variables.":[71],"Then,":[72],"these":[73],"sequences":[74],"fit":[76],"kernel":[83,132],"canonical":[84],"correlation":[85,159],"analysis":[86],"(CCA),":[87],"resulting":[90],"fits":[91],"used":[93],"input":[96],"ML":[100,176],"models.":[101],"Subsequently,":[102],"validation":[104],"group":[105],"is":[106,136,161],"employed":[107],"optimize":[109],"hyperparameters.":[111],"To":[112],"address":[113],"issue":[115],"long":[117],"training":[118],"time":[119,142],"caused":[120],"by":[121],"extensive":[122],"accommodate":[127],"larger":[128],"datasets,":[129],"recursive":[131],"CCA":[133],"(RKCCA)":[134],"method":[135],"introduced,":[137],"solving":[141],"1/267":[144],"original":[147],"at":[148],"minor":[150],"cost":[151],"precision.":[153],"Finally,":[154],"specified":[156],"threshold":[157],"for":[158],"coefficients":[160],"select":[164],"high-quality":[166],"features.":[167],"The":[168],"retained":[169],"tested":[172],"four":[174],"models,":[177],"among":[178],"random":[180],"forest":[181],"(RF)":[182],"achieves":[183],"highest":[185],"8.2%":[188],"mean":[189],"absolute":[190],"percentage":[191],"error":[192],"(MAPE).":[193]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}