{"id":"https://openalex.org/W4313244916","doi":"https://doi.org/10.3390/s23010166","title":"A Hybrid Prognostic Method for Proton-Exchange-Membrane Fuel Cell with Decomposition Forecasting Framework Based on AEKF and LSTM","display_name":"A Hybrid Prognostic Method for Proton-Exchange-Membrane Fuel Cell with Decomposition Forecasting Framework Based on AEKF and LSTM","publication_year":2022,"publication_date":"2022-12-24","ids":{"openalex":"https://openalex.org/W4313244916","doi":"https://doi.org/10.3390/s23010166","pmid":"https://pubmed.ncbi.nlm.nih.gov/36616764"},"language":"en","primary_location":{"id":"doi:10.3390/s23010166","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23010166","pdf_url":"https://www.mdpi.com/1424-8220/23/1/166/pdf?version=1672887412","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/1/166/pdf?version=1672887412","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011606960","display_name":"Zetao Xia","orcid":"https://orcid.org/0000-0002-4851-0224"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zetao Xia","raw_affiliation_strings":["Ningbo Innovation Center, Zhejiang University, Ningbo 315000, China"],"raw_orcid":"https://orcid.org/0000-0002-4851-0224","affiliations":[{"raw_affiliation_string":"Ningbo Innovation Center, Zhejiang University, Ningbo 315000, China","institution_ids":["https://openalex.org/I109935558","https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100424577","display_name":"Yining Wang","orcid":"https://orcid.org/0000-0001-9410-0392"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yining Wang","raw_affiliation_strings":["Ningbo Innovation Center, Zhejiang University, Ningbo 315000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ningbo Innovation Center, Zhejiang University, Ningbo 315000, China","institution_ids":["https://openalex.org/I109935558","https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101699384","display_name":"Longhua Ma","orcid":"https://orcid.org/0000-0001-7802-0675"},"institutions":[{"id":"https://openalex.org/I159389169","display_name":"Ningbo University of Technology","ror":"https://ror.org/037dym702","country_code":"CN","type":"education","lineage":["https://openalex.org/I159389169"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Longhua Ma","raw_affiliation_strings":["School of Information Science and Engineering, NingboTech University, Ningbo 315000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, NingboTech University, Ningbo 315000, China","institution_ids":["https://openalex.org/I159389169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102005314","display_name":"Yang Zhu","orcid":"https://orcid.org/0000-0002-7384-607X"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Zhu","raw_affiliation_strings":["College of Control Science and Engineering, Zhejiang University, Hangzhou 310027, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Control Science and Engineering, Zhejiang University, Hangzhou 310027, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100668790","display_name":"Yongjie Li","orcid":"https://orcid.org/0000-0002-1958-0311"},"institutions":[{"id":"https://openalex.org/I159389169","display_name":"Ningbo University of Technology","ror":"https://ror.org/037dym702","country_code":"CN","type":"education","lineage":["https://openalex.org/I159389169"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongjie Li","raw_affiliation_strings":["School of Information Science and Engineering, NingboTech University, Ningbo 315000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, NingboTech University, Ningbo 315000, China","institution_ids":["https://openalex.org/I159389169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073239212","display_name":"Jili Tao","orcid":"https://orcid.org/0000-0001-7095-8968"},"institutions":[{"id":"https://openalex.org/I159389169","display_name":"Ningbo University of Technology","ror":"https://ror.org/037dym702","country_code":"CN","type":"education","lineage":["https://openalex.org/I159389169"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jili Tao","raw_affiliation_strings":["School of Information Science and Engineering, NingboTech University, Ningbo 315000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, NingboTech University, Ningbo 315000, China","institution_ids":["https://openalex.org/I159389169"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014432572","display_name":"Guanzhong Tian","orcid":"https://orcid.org/0000-0002-7292-4056"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guanzhong Tian","raw_affiliation_strings":["Ningbo Innovation Center, Zhejiang University, Ningbo 315000, China"],"raw_orcid":"https://orcid.org/0000-0002-7292-4056","affiliations":[{"raw_affiliation_string":"Ningbo Innovation Center, Zhejiang University, Ningbo 315000, China","institution_ids":["https://openalex.org/I109935558","https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5014432572"],"corresponding_institution_ids":["https://openalex.org/I109935558","https://openalex.org/I76130692"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":1.4878,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.81545704,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"23","issue":"1","first_page":"166","last_page":"166"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10409","display_name":"Fuel Cells and Related Materials","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10409","display_name":"Fuel Cells and Related Materials","score":1.0,"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/T10663","display_name":"Advanced Battery Technologies Research","score":0.9968000054359436,"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/T10030","display_name":"Electrocatalysts for Energy Conversion","score":0.9883999824523926,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6510154008865356},{"id":"https://openalex.org/keywords/proton-exchange-membrane-fuel-cell","display_name":"Proton exchange membrane fuel cell","score":0.6327328085899353},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6127537488937378},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.49709561467170715},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4939900040626526},{"id":"https://openalex.org/keywords/accelerated-aging","display_name":"Accelerated aging","score":0.49130764603614807},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.48815542459487915},{"id":"https://openalex.org/keywords/extended-kalman-filter","display_name":"Extended Kalman filter","score":0.45586657524108887},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4413035809993744},{"id":"https://openalex.org/keywords/kalman-filter","display_name":"Kalman filter","score":0.43779322504997253},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.4262523353099823},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42150789499282837},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3820119798183441},{"id":"https://openalex.org/keywords/fuel-cells","display_name":"Fuel cells","score":0.35270196199417114},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.32947346568107605},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22401201725006104},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.10352978110313416}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6510154008865356},{"id":"https://openalex.org/C132319479","wikidata":"https://www.wikidata.org/wiki/Q899619","display_name":"Proton exchange membrane fuel cell","level":3,"score":0.6327328085899353},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6127537488937378},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.49709561467170715},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4939900040626526},{"id":"https://openalex.org/C118820876","wikidata":"https://www.wikidata.org/wiki/Q4672283","display_name":"Accelerated aging","level":2,"score":0.49130764603614807},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.48815542459487915},{"id":"https://openalex.org/C206833254","wikidata":"https://www.wikidata.org/wiki/Q5421817","display_name":"Extended Kalman filter","level":3,"score":0.45586657524108887},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4413035809993744},{"id":"https://openalex.org/C157286648","wikidata":"https://www.wikidata.org/wiki/Q846780","display_name":"Kalman filter","level":2,"score":0.43779322504997253},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4262523353099823},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42150789499282837},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3820119798183441},{"id":"https://openalex.org/C2987658370","wikidata":"https://www.wikidata.org/wiki/Q180253","display_name":"Fuel cells","level":2,"score":0.35270196199417114},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.32947346568107605},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22401201725006104},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.10352978110313416},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.0},{"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/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s23010166","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23010166","pdf_url":"https://www.mdpi.com/1424-8220/23/1/166/pdf?version=1672887412","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:36616764","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36616764","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:0e27017be9e34c6a86829f55611fda0b","is_oa":false,"landing_page_url":"https://doaj.org/article/0e27017be9e34c6a86829f55611fda0b","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 23, Iss 1, p 166 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/1/166/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23010166","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 23; Issue 1; Pages: 166","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9824588","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9824588","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23010166","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23010166","pdf_url":"https://www.mdpi.com/1424-8220/23/1/166/pdf?version=1672887412","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4313244916.pdf","grobid_xml":"https://content.openalex.org/works/W4313244916.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1974763478","https://openalex.org/W1974961318","https://openalex.org/W1978950079","https://openalex.org/W2014499606","https://openalex.org/W2014928429","https://openalex.org/W2017487138","https://openalex.org/W2062630100","https://openalex.org/W2065595923","https://openalex.org/W2073958743","https://openalex.org/W2158196600","https://openalex.org/W2187958412","https://openalex.org/W2204993982","https://openalex.org/W2221633010","https://openalex.org/W2295424966","https://openalex.org/W2337274278","https://openalex.org/W2402268235","https://openalex.org/W2530278562","https://openalex.org/W2555186125","https://openalex.org/W2556354392","https://openalex.org/W2606865441","https://openalex.org/W2887547408","https://openalex.org/W2888493100","https://openalex.org/W2892180865","https://openalex.org/W2895435114","https://openalex.org/W2897560824","https://openalex.org/W2899336917","https://openalex.org/W2902112136","https://openalex.org/W2904578457","https://openalex.org/W2909815042","https://openalex.org/W2934590265","https://openalex.org/W2962109766","https://openalex.org/W3004500150","https://openalex.org/W3007075806","https://openalex.org/W3036954106","https://openalex.org/W3082012736","https://openalex.org/W3120284962","https://openalex.org/W3128504039","https://openalex.org/W3157130518","https://openalex.org/W3159284026","https://openalex.org/W3194702383","https://openalex.org/W4281609135","https://openalex.org/W4283169343","https://openalex.org/W4294719703","https://openalex.org/W6962619853"],"related_works":["https://openalex.org/W2103062922","https://openalex.org/W2162299404","https://openalex.org/W4233683207","https://openalex.org/W4376506374","https://openalex.org/W3163182738","https://openalex.org/W2060932451","https://openalex.org/W2566120354","https://openalex.org/W2359594532","https://openalex.org/W2237020462","https://openalex.org/W1988177323"],"abstract_inverted_index":{"Durability":[0],"and":[1,29,60,80,128,146,172],"reliability":[2],"are":[3,96],"the":[4,8,18,49,56,61,99,105,112,118,123,138,141,151,160,174],"major":[5],"bottlenecks":[6],"of":[7,20,140],"proton-exchange-membrane":[9],"fuel":[10],"cell":[11],"(PEMFC)":[12],"for":[13,40],"large-scale":[14],"commercial":[15],"deployment.":[16],"With":[17],"help":[19],"prognostic":[21,38,163],"approaches,":[22],"we":[23,72,147],"can":[24,148,165],"reduce":[25],"its":[26,31],"maintenance":[27],"cost":[28],"maximize":[30],"lifetime.":[32],"This":[33],"paper":[34],"proposes":[35],"a":[36,44],"hybrid":[37,162],"method":[39,115,164,177],"PEMFCs":[41],"based":[42,65,116],"on":[43,66,117],"decomposition":[45],"forecasting":[46],"framework.":[47],"Firstly,":[48],"original":[50],"voltage":[51,134,144],"data":[52],"is":[53,135],"decomposed":[54],"into":[55],"calendar":[57],"aging":[58,63,94,101,107,133],"part":[59,64],"reversible":[62],"locally":[67],"weighted":[68],"regression":[69],"(LOESS).":[70],"Then,":[71],"apply":[73],"an":[74,167],"adaptive":[75],"extended":[76],"Kalman":[77],"filter":[78],"(AEKF)":[79],"long":[81],"short-term":[82],"memory":[83],"(LSTM)":[84],"neural":[85],"network":[86],"to":[87,103,121],"predict":[88],"those":[89],"two":[90,142],"components,":[91,145],"respectively.":[92],"Three-dimensional":[93],"factors":[95],"introduced":[97],"in":[98],"physical":[100],"model":[102,125],"capture":[104],"overall":[106],"trend":[108],"better.":[109],"We":[110],"utilize":[111],"automatic":[113],"machine-learning":[114],"genetic":[119],"algorithm":[120],"train":[122],"LSTM":[124],"more":[126],"efficiently":[127],"improve":[129],"prediction":[130,171],"accuracy.":[131],"The":[132],"derived":[136],"from":[137],"sum":[139],"predicted":[143],"further":[149],"realize":[150,166],"remaining":[152],"useful":[153],"life":[154],"estimation.":[155],"Experimental":[156],"results":[157],"show":[158],"that":[159],"proposed":[161],"accurate":[168],"long-term":[169],"voltage-degradation":[170],"outperform":[173],"single":[175],"model-based":[176],"or":[178],"data-based":[179],"method.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":6}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}