{"id":"https://openalex.org/W4226106625","doi":"https://doi.org/10.1109/access.2022.3167759","title":"Remaining Useful Life Prediction for Lithium-Ion Batteries Based on CS-VMD and GRU","display_name":"Remaining Useful Life Prediction for Lithium-Ion Batteries Based on CS-VMD and GRU","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4226106625","doi":"https://doi.org/10.1109/access.2022.3167759"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3167759","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3167759","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09758685.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09758685.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038192666","display_name":"Guorong Ding","orcid":"https://orcid.org/0000-0001-9320-0084"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guorong Ding","raw_affiliation_strings":["College of Science, Wuhan University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-9320-0084","affiliations":[{"raw_affiliation_string":"College of Science, Wuhan University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100746929","display_name":"Wenbo Wang","orcid":"https://orcid.org/0000-0002-2130-7672"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbo Wang","raw_affiliation_strings":["College of Science, Wuhan University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-2130-7672","affiliations":[{"raw_affiliation_string":"College of Science, Wuhan University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I43922553"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101933571","display_name":"Ting Zhu","orcid":"https://orcid.org/0000-0002-7012-3909"},"institutions":[{"id":"https://openalex.org/I43922553","display_name":"Wuhan University of Science and Technology","ror":"https://ror.org/00e4hrk88","country_code":"CN","type":"education","lineage":["https://openalex.org/I43922553"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ting Zhu","raw_affiliation_strings":["College of Science, Wuhan University of Science and Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science, Wuhan University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I43922553"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5038192666"],"corresponding_institution_ids":["https://openalex.org/I43922553"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.0754,"has_fulltext":true,"cited_by_count":55,"citation_normalized_percentile":{"value":0.94503835,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"10","issue":null,"first_page":"89402","last_page":"89413"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10663","display_name":"Advanced Battery Technologies Research","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9904000163078308,"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":0.9715999960899353,"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/mean-squared-error","display_name":"Mean squared error","score":0.635658323764801},{"id":"https://openalex.org/keywords/battery","display_name":"Battery (electricity)","score":0.6110744476318359},{"id":"https://openalex.org/keywords/cuckoo-search","display_name":"Cuckoo search","score":0.5774904489517212},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.563093364238739},{"id":"https://openalex.org/keywords/lithium-ion-battery","display_name":"Lithium-ion battery","score":0.5450438261032104},{"id":"https://openalex.org/keywords/battery-capacity","display_name":"Battery capacity","score":0.5123959183692932},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.4872380793094635},{"id":"https://openalex.org/keywords/lithium","display_name":"Lithium (medication)","score":0.4715081751346588},{"id":"https://openalex.org/keywords/mean-squared-prediction-error","display_name":"Mean squared prediction error","score":0.4474317729473114},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.40289193391799927},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18948215246200562},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.15127509832382202},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.1291866898536682},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.09295544028282166}],"concepts":[{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.635658323764801},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.6110744476318359},{"id":"https://openalex.org/C117241572","wikidata":"https://www.wikidata.org/wiki/Q5192379","display_name":"Cuckoo search","level":3,"score":0.5774904489517212},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.563093364238739},{"id":"https://openalex.org/C2779197387","wikidata":"https://www.wikidata.org/wiki/Q2822895","display_name":"Lithium-ion battery","level":4,"score":0.5450438261032104},{"id":"https://openalex.org/C2989104859","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery capacity","level":4,"score":0.5123959183692932},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.4872380793094635},{"id":"https://openalex.org/C2778541603","wikidata":"https://www.wikidata.org/wiki/Q152763","display_name":"Lithium (medication)","level":2,"score":0.4715081751346588},{"id":"https://openalex.org/C167085575","wikidata":"https://www.wikidata.org/wiki/Q6803654","display_name":"Mean squared prediction error","level":2,"score":0.4474317729473114},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.40289193391799927},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18948215246200562},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.15127509832382202},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.1291866898536682},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.09295544028282166},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","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/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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3167759","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3167759","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09758685.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:07a3f9b3e31b47389e30c35d68b17f9f","is_oa":true,"landing_page_url":"https://doaj.org/article/07a3f9b3e31b47389e30c35d68b17f9f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 89402-89413 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3167759","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3167759","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09758685.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12","score":0.5299999713897705}],"awards":[{"id":"https://openalex.org/G4630166959","display_name":null,"funder_award_id":"51877161","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7227258735","display_name":null,"funder_award_id":"61671338","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":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4226106625.pdf","grobid_xml":"https://content.openalex.org/works/W4226106625.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W2000982976","https://openalex.org/W2333401465","https://openalex.org/W2417460170","https://openalex.org/W2624385633","https://openalex.org/W2792657775","https://openalex.org/W2896294159","https://openalex.org/W2907460853","https://openalex.org/W2965733862","https://openalex.org/W3001479960","https://openalex.org/W3012438850","https://openalex.org/W3164975616","https://openalex.org/W3171217283","https://openalex.org/W3187371827","https://openalex.org/W4230366556","https://openalex.org/W7005577784"],"related_works":["https://openalex.org/W4295442786","https://openalex.org/W2621951291","https://openalex.org/W4319441652","https://openalex.org/W2974739419","https://openalex.org/W3111761947","https://openalex.org/W1594956986","https://openalex.org/W2950735432","https://openalex.org/W3217199599","https://openalex.org/W2018080705","https://openalex.org/W2386060066"],"abstract_inverted_index":{"Accurate":[0],"prediction":[1,29,110,116,146,153],"the":[2,9,17,48,55,65,79,88,92,102,108,129,138,141,166],"remaining":[3],"useful":[4],"life":[5],"(RUL)":[6],"and":[7,40,70,78,106,143,165],"estimation":[8],"state":[10],"of":[11,19,67,75,83,111,140],"health":[12],"(SOH)":[13],"are":[14,85,118],"critical":[15],"to":[16,53,63,97],"management":[18],"lithium-ion":[20,126],"batteries.":[21],"In":[22],"this":[23,133],"paper,":[24],"a":[25],"lithium":[26],"battery":[27,127],"capacity":[28,56,68,103,109],"method":[30],"based":[31],"on":[32,122],"cuckoo":[33],"search":[34],"optimization":[35],"variational":[36],"mode":[37,60],"decomposition":[38,76],"(CS-VMD)":[39],"gated":[41],"recurrent":[42],"unit":[43],"(GRU)":[44],"is":[45,51,95,149,161],"proposed.":[46],"Firstly,":[47],"VMD":[49,84],"algorithm":[50],"used":[52],"divide":[54],"into":[57],"some":[58,115],"intrinsic":[59],"functions":[61],"(IMFs)":[62],"reduce":[64,137],"impact":[66],"regeneration":[69],"other":[71,152],"situations.":[72],"The":[73,155],"number":[74],"layers":[77],"quadratic":[80],"penalty":[81],"factor":[82],"optimized":[86],"by":[87],"CS":[89],"algorithm.":[90],"Then,":[91],"GRU":[93],"network":[94],"introduced":[96],"capture":[98],"small":[99],"changes":[100],"in":[101,132],"degradation":[104],"process":[105],"perform":[107],"decomposed":[112],"sequence.":[113],"Finally,":[114],"results":[117],"integrated":[119],"effectively.":[120],"Based":[121],"two":[123],"publicly":[124],"available":[125],"datasets,":[128],"model":[130],"proposed":[131],"paper":[134],"can":[135],"significantly":[136],"complexity":[139],"sequence":[142],"have":[144],"high":[145],"accuracy,":[147],"which":[148],"better":[150],"than":[151],"models.":[154],"root":[156],"mean":[157,168],"square":[158],"error":[159,170],"(RMSE)":[160],"controlled":[162],"within":[163],"2%,":[164],"maximum":[167],"absolute":[169],"(MAE)":[171],"does":[172],"not":[173],"exceed":[174],"2%.":[175]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":26},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":2}],"updated_date":"2026-05-23T08:51:43.019350","created_date":"2025-10-10T00:00:00"}