{"id":"https://openalex.org/W4398777254","doi":"https://doi.org/10.3390/s24113382","title":"A Review of Degradation Models and Remaining Useful Life Prediction for Testing Design and Predictive Maintenance of Lithium-Ion Batteries","display_name":"A Review of Degradation Models and Remaining Useful Life Prediction for Testing Design and Predictive Maintenance of Lithium-Ion Batteries","publication_year":2024,"publication_date":"2024-05-24","ids":{"openalex":"https://openalex.org/W4398777254","doi":"https://doi.org/10.3390/s24113382","pmid":"https://pubmed.ncbi.nlm.nih.gov/38894170"},"language":"en","primary_location":{"id":"doi:10.3390/s24113382","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24113382","pdf_url":"https://www.mdpi.com/1424-8220/24/11/3382/pdf?version=1716552744","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":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/11/3382/pdf?version=1716552744","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052137039","display_name":"Gabriele Patrizi","orcid":"https://orcid.org/0000-0001-6661-6754"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Gabriele Patrizi","raw_affiliation_strings":["Department of Information Engineering, University of Florence, 50139 Florence, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Florence, 50139 Florence, Italy","institution_ids":["https://openalex.org/I45084792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093836856","display_name":"Luca Martiri","orcid":"https://orcid.org/0009-0006-1659-8483"},"institutions":[{"id":"https://openalex.org/I4210132307","display_name":"Bioengineering Technology and Systems (Italy)","ror":"https://ror.org/046qxc353","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210132307"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Martiri","raw_affiliation_strings":["Department of Electronics, Information and Bioengineering, Polytechnic of Milan, 20133 Milan, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering, Polytechnic of Milan, 20133 Milan, Italy","institution_ids":["https://openalex.org/I4210132307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035160608","display_name":"Antonio Pievatolo","orcid":"https://orcid.org/0000-0001-5696-1271"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonio Pievatolo","raw_affiliation_strings":["Institute for Applied Mathematics and Information Technologies \u201cE. Magenes\u201d, National Research Council, 20133 Milan, Italy","Institute for Applied Mathematics and Information Technologies \"E. Magenes\", National Research Council, 20133 Milan, Italy"],"affiliations":[{"raw_affiliation_string":"Institute for Applied Mathematics and Information Technologies \u201cE. Magenes\u201d, National Research Council, 20133 Milan, Italy","institution_ids":["https://openalex.org/I4210155236"]},{"raw_affiliation_string":"Institute for Applied Mathematics and Information Technologies \"E. Magenes\", National Research Council, 20133 Milan, Italy","institution_ids":["https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012556437","display_name":"Alessandro Magrini","orcid":"https://orcid.org/0000-0002-7278-5332"},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Magrini","raw_affiliation_strings":["Department of Statistics, Computer Science, Applications \u201cG. Parenti\u201d, University of Florence, 50134 Florence, Italy","Department of Statistics, Computer Science, Applications \"G. Parenti\", University of Florence, 50134 Florence, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Statistics, Computer Science, Applications \u201cG. Parenti\u201d, University of Florence, 50134 Florence, Italy","institution_ids":["https://openalex.org/I45084792"]},{"raw_affiliation_string":"Department of Statistics, Computer Science, Applications \"G. Parenti\", University of Florence, 50134 Florence, Italy","institution_ids":["https://openalex.org/I45084792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083501499","display_name":"Giovanni Meccariello","orcid":"https://orcid.org/0000-0002-6530-5644"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Meccariello","raw_affiliation_strings":["Institute of Sciences and Technologies for Energy and Sustainable Mobility, National Research Council, 80125 Naples, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Sciences and Technologies for Energy and Sustainable Mobility, National Research Council, 80125 Naples, Italy","institution_ids":["https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084326215","display_name":"Loredana Cristaldi","orcid":"https://orcid.org/0000-0002-8446-8203"},"institutions":[{"id":"https://openalex.org/I4210132307","display_name":"Bioengineering Technology and Systems (Italy)","ror":"https://ror.org/046qxc353","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210132307"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Loredana Cristaldi","raw_affiliation_strings":["Department of Electronics, Information and Bioengineering, Polytechnic of Milan, 20133 Milan, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering, Polytechnic of Milan, 20133 Milan, Italy","institution_ids":["https://openalex.org/I4210132307"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069978440","display_name":"Nedka Dechkova Nikiforova","orcid":null},"institutions":[{"id":"https://openalex.org/I45084792","display_name":"University of Florence","ror":"https://ror.org/04jr1s763","country_code":"IT","type":"education","lineage":["https://openalex.org/I45084792"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nedka Dechkova Nikiforova","raw_affiliation_strings":["Department of Statistics, Computer Science, Applications \u201cG. Parenti\u201d, University of Florence, 50134 Florence, Italy","Department of Statistics, Computer Science, Applications \"G. Parenti\", University of Florence, 50134 Florence, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Statistics, Computer Science, Applications \u201cG. Parenti\u201d, University of Florence, 50134 Florence, Italy","institution_ids":["https://openalex.org/I45084792"]},{"raw_affiliation_string":"Department of Statistics, Computer Science, Applications \"G. Parenti\", University of Florence, 50134 Florence, Italy","institution_ids":["https://openalex.org/I45084792"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5052137039"],"corresponding_institution_ids":["https://openalex.org/I45084792"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":4.9046,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.95775367,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"24","issue":"11","first_page":"3382","last_page":"3382"},"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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/degradation","display_name":"Degradation (telecommunications)","score":0.7026896476745605},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6271498799324036},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5196948647499084},{"id":"https://openalex.org/keywords/lithium","display_name":"Lithium (medication)","score":0.5140851140022278},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5136048793792725},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.5049648880958557},{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"Predictive maintenance","score":0.5006308555603027},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4297182261943817},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3202947974205017},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2923815846443176}],"concepts":[{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.7026896476745605},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6271498799324036},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5196948647499084},{"id":"https://openalex.org/C2778541603","wikidata":"https://www.wikidata.org/wiki/Q152763","display_name":"Lithium (medication)","level":2,"score":0.5140851140022278},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5136048793792725},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.5049648880958557},{"id":"https://openalex.org/C70452415","wikidata":"https://www.wikidata.org/wiki/Q3182448","display_name":"Predictive maintenance","level":2,"score":0.5006308555603027},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4297182261943817},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3202947974205017},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2923815846443176},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"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/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3390/s24113382","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24113382","pdf_url":"https://www.mdpi.com/1424-8220/24/11/3382/pdf?version=1716552744","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:38894170","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38894170","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:flore.unifi.it:2158/1361113","is_oa":true,"landing_page_url":"https://hdl.handle.net/2158/1361113","pdf_url":"https://flore.unifi.it/bitstream/2158/1361113/1/sensors-24-03382-1.pdf","source":{"id":"https://openalex.org/S4306402033","display_name":"Florence Research (University of Florence)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45084792","host_organization_name":"University of Florence","host_organization_lineage":["https://openalex.org/I45084792"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11174798","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11174798","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11174798/pdf/sensors-24-03382.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"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"},{"id":"pmh:oai:doaj.org/article:53184576297f45578fa228ff5d3c1d10","is_oa":true,"landing_page_url":"https://doaj.org/article/53184576297f45578fa228ff5d3c1d10","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 24, Iss 11, p 3382 (2024)","raw_type":"article"},{"id":"pmh:oai:re.public.polimi.it:11311/1266643","is_oa":false,"landing_page_url":"https://hdl.handle.net/11311/1266643","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/s24113382","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24113382","pdf_url":"https://www.mdpi.com/1424-8220/24/11/3382/pdf?version=1716552744","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":[{"id":"https://metadata.un.org/sdg/12","score":0.4300000071525574,"display_name":"Responsible consumption and production"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4398777254.pdf"},"referenced_works_count":74,"referenced_works":["https://openalex.org/W1417322552","https://openalex.org/W1965555277","https://openalex.org/W1968656346","https://openalex.org/W1977737212","https://openalex.org/W1987981654","https://openalex.org/W2014018052","https://openalex.org/W2018648552","https://openalex.org/W2051617744","https://openalex.org/W2052304942","https://openalex.org/W2058762496","https://openalex.org/W2064868327","https://openalex.org/W2077464341","https://openalex.org/W2078279667","https://openalex.org/W2084951402","https://openalex.org/W2087509683","https://openalex.org/W2090749763","https://openalex.org/W2092121422","https://openalex.org/W2096731208","https://openalex.org/W2099063081","https://openalex.org/W2101484286","https://openalex.org/W2169666393","https://openalex.org/W2219278657","https://openalex.org/W2305701384","https://openalex.org/W2592972930","https://openalex.org/W2598116903","https://openalex.org/W2612806996","https://openalex.org/W2741303398","https://openalex.org/W2774791859","https://openalex.org/W2781564233","https://openalex.org/W2790625295","https://openalex.org/W2805870878","https://openalex.org/W2883525675","https://openalex.org/W2887597614","https://openalex.org/W2890333849","https://openalex.org/W2924382816","https://openalex.org/W2942016856","https://openalex.org/W2963378837","https://openalex.org/W2970993203","https://openalex.org/W2980011983","https://openalex.org/W2993664409","https://openalex.org/W2994638732","https://openalex.org/W2994879825","https://openalex.org/W2999951339","https://openalex.org/W3009079432","https://openalex.org/W3017054903","https://openalex.org/W3029120371","https://openalex.org/W3035381074","https://openalex.org/W3038622104","https://openalex.org/W3093647258","https://openalex.org/W3107729271","https://openalex.org/W3135563831","https://openalex.org/W3185168005","https://openalex.org/W3195397774","https://openalex.org/W3196731055","https://openalex.org/W4206513913","https://openalex.org/W4206686719","https://openalex.org/W4206703037","https://openalex.org/W4213025374","https://openalex.org/W4229457210","https://openalex.org/W4230925129","https://openalex.org/W4283743520","https://openalex.org/W4283750640","https://openalex.org/W4307055381","https://openalex.org/W4309192820","https://openalex.org/W4315777234","https://openalex.org/W4353046713","https://openalex.org/W4362454005","https://openalex.org/W4362465173","https://openalex.org/W4381434049","https://openalex.org/W4390587027","https://openalex.org/W4391424269","https://openalex.org/W6735119874","https://openalex.org/W6737698422","https://openalex.org/W7042402090"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4312814274","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703"],"abstract_inverted_index":{"We":[0],"present":[1],"a":[2,25,72],"novel":[3],"decision-making":[4],"framework":[5,26],"for":[6,27,75,80],"accelerated":[7],"degradation":[8,44,56],"tests":[9],"and":[10,17,36,53,79],"predictive":[11],"maintenance":[12],"that":[13],"exploits":[14],"prior":[15],"knowledge":[16],"experimental":[18],"data":[19],"on":[20],"the":[21,62],"system's":[22],"state.":[23],"As":[24],"sequential":[28],"decision":[29],"making":[30],"in":[31,61],"these":[32],"areas,":[33],"dynamic":[34],"programming":[35],"reinforcement":[37],"learning":[38,45,55],"are":[39,59,69],"considered,":[40],"along":[41],"with":[42],"data-driven":[43,65],"when":[46],"necessary.":[47],"Furthermore,":[48],"we":[49],"illustrate":[50],"both":[51],"stochastic":[52],"machine":[54],"models,":[57],"which":[58],"integrated":[60],"framework,":[63],"using":[64],"methods.":[66],"These":[67],"methods":[68],"presented":[70],"as":[71],"valuable":[73],"tool":[74],"designing":[76],"life-testing":[77],"experiments":[78],"maintaining":[81],"lithium-ion":[82],"batteries.":[83]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
