{"id":"https://openalex.org/W2204336887","doi":null,"title":"Fault Diagnosis and Failure Prognostics of Lithium-ion Battery based on Least Squares Support Vector Machine and Memory Particle Filter Framework","display_name":"Fault Diagnosis and Failure Prognostics of Lithium-ion Battery based on Least Squares Support Vector Machine and Memory Particle Filter Framework","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W2204336887","mag":"2204336887"},"language":"en","primary_location":{"id":"mag:2204336887","doi":null,"is_oa":false,"landing_page_url":"https://trace.tennessee.edu/cgi/viewcontent.cgi?article=4972&context=utk_graddiss","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"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/A5003156198","display_name":"Mohammed Ali Lskaafi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Mohammed Ali Lskaafi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5003156198"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":93},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10663","display_name":"Battery Modeling and Management","score":0.9916999936103821,"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":"Battery Modeling and Management","score":0.9916999936103821,"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":0.004900000058114529,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.0010000000474974513,"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/lithium-ion-batteries","display_name":"lithium-ion batteries","score":0.8450000286102295},{"id":"https://openalex.org/keywords/fault-diagnosis","display_name":"fault diagnosis","score":0.9929999709129333},{"id":"https://openalex.org/keywords/remaining-useful-life-prediction","display_name":"remaining useful life prediction","score":0.8830000162124634},{"id":"https://openalex.org/keywords/least-squares-support-vector-machine","display_name":"least squares support vector machine","score":0.8970000147819519},{"id":"https://openalex.org/keywords/residual-generation","display_name":"residual generation","score":0.6809999942779541},{"id":"https://openalex.org/keywords/adaptive-threshold","display_name":"adaptive threshold","score":0.8899999856948853},{"id":"https://openalex.org/keywords/capacity-fade","display_name":"capacity fade","score":0.8659999966621399},{"id":"https://openalex.org/keywords/energy-efficiency","display_name":"energy efficiency","score":0.6769999861717224}],"concepts":[{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.9501640796661377},{"id":"https://openalex.org/C52421305","wikidata":"https://www.wikidata.org/wiki/Q1151499","display_name":"Particle filter","level":3,"score":0.6644495129585266},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5979760885238647},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5552852153778076},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5015292167663574},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.499988317489624},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.44969117641448975},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.44460880756378174},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.4326291084289551},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4218288064002991},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3508187532424927},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2694205641746521},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20088830590248108},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"mag:2204336887","doi":null,"is_oa":false,"landing_page_url":"https://trace.tennessee.edu/cgi/viewcontent.cgi?article=4972&context=utk_graddiss","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.428600013256073,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":153,"referenced_works":["https://openalex.org/W11883665","https://openalex.org/W15735095","https://openalex.org/W56743589","https://openalex.org/W108857541","https://openalex.org/W111932134","https://openalex.org/W167045244","https://openalex.org/W591732527","https://openalex.org/W601028820","https://openalex.org/W1495073627","https://openalex.org/W1496317909","https://openalex.org/W1498684908","https://openalex.org/W1503196035","https://openalex.org/W1510598017","https://openalex.org/W1513008779","https://openalex.org/W1519307815","https://openalex.org/W1541063383","https://openalex.org/W1542886575","https://openalex.org/W1556459174","https://openalex.org/W1578647888","https://openalex.org/W1579040661","https://openalex.org/W1596717185","https://openalex.org/W1600311460","https://openalex.org/W1603997747","https://openalex.org/W1634371418","https://openalex.org/W1900008603","https://openalex.org/W1927637395","https://openalex.org/W1937069764","https://openalex.org/W1965792176","https://openalex.org/W1969506110","https://openalex.org/W1971040995","https://openalex.org/W1974401242","https://openalex.org/W1977594054","https://openalex.org/W1978996791","https://openalex.org/W1993592567","https://openalex.org/W1995314312","https://openalex.org/W1995352662","https://openalex.org/W1997498827","https://openalex.org/W1998445438","https://openalex.org/W2007655149","https://openalex.org/W2013279725","https://openalex.org/W2014297929","https://openalex.org/W2019732711","https://openalex.org/W2020526497","https://openalex.org/W2022536318","https://openalex.org/W2023261859","https://openalex.org/W2026637527","https://openalex.org/W2028561343","https://openalex.org/W2029504878","https://openalex.org/W2033351162","https://openalex.org/W2033800551","https://openalex.org/W2033969310","https://openalex.org/W2037680198","https://openalex.org/W2042420547","https://openalex.org/W2043523024","https://openalex.org/W2044309218","https://openalex.org/W2044885069","https://openalex.org/W2045186954","https://openalex.org/W2045812742","https://openalex.org/W2048796971","https://openalex.org/W2049140611","https://openalex.org/W2050306446","https://openalex.org/W2050799083","https://openalex.org/W2055936398","https://openalex.org/W2058264740","https://openalex.org/W2059115408","https://openalex.org/W2062553140","https://openalex.org/W2064323378","https://openalex.org/W2066760478","https://openalex.org/W2067145344","https://openalex.org/W2067286469","https://openalex.org/W2070111889","https://openalex.org/W2071280205","https://openalex.org/W2071370957","https://openalex.org/W2072880371","https://openalex.org/W2072949187","https://openalex.org/W2073281702","https://openalex.org/W2074531101","https://openalex.org/W2085942406","https://openalex.org/W2087754676","https://openalex.org/W2088682215","https://openalex.org/W2098263691","https://openalex.org/W2099619272","https://openalex.org/W2099635155","https://openalex.org/W2100437526","https://openalex.org/W2100887379","https://openalex.org/W2102182406","https://openalex.org/W2103435817","https://openalex.org/W2104908186","https://openalex.org/W2105459700","https://openalex.org/W2106301395","https://openalex.org/W2107074288","https://openalex.org/W2110209169","https://openalex.org/W2110700924","https://openalex.org/W2110710005","https://openalex.org/W2112763234","https://openalex.org/W2114210575","https://openalex.org/W2116167177","https://openalex.org/W2116296021","https://openalex.org/W2118915828","https://openalex.org/W2121394390","https://openalex.org/W2121638581","https://openalex.org/W2124128849","https://openalex.org/W2124503759","https://openalex.org/W2125663861","https://openalex.org/W2126450366","https://openalex.org/W2126736494","https://openalex.org/W2127342270","https://openalex.org/W2129420723","https://openalex.org/W2129644274","https://openalex.org/W2130556322","https://openalex.org/W2131620359","https://openalex.org/W2132794042","https://openalex.org/W2134456669","https://openalex.org/W2135194391","https://openalex.org/W2135663228","https://openalex.org/W2137346077","https://openalex.org/W2139212933","https://openalex.org/W2140196823","https://openalex.org/W2140715586","https://openalex.org/W2141940372","https://openalex.org/W2143038337","https://openalex.org/W2144291498","https://openalex.org/W2144585611","https://openalex.org/W2144779807","https://openalex.org/W2144788118","https://openalex.org/W2145546605","https://openalex.org/W2146507038","https://openalex.org/W2149903238","https://openalex.org/W2153538171","https://openalex.org/W2154498987","https://openalex.org/W2155398148","https://openalex.org/W2155832827","https://openalex.org/W2155848441","https://openalex.org/W2156909104","https://openalex.org/W2158994553","https://openalex.org/W2159901472","https://openalex.org/W2160337655","https://openalex.org/W2164463086","https://openalex.org/W2169125523","https://openalex.org/W2170934897","https://openalex.org/W2209617656","https://openalex.org/W2248424152","https://openalex.org/W2326441002","https://openalex.org/W2327196109","https://openalex.org/W2383693319","https://openalex.org/W2487340486","https://openalex.org/W2489006538","https://openalex.org/W2538830880","https://openalex.org/W2544963337","https://openalex.org/W2799061466","https://openalex.org/W2916008857","https://openalex.org/W3144621507","https://openalex.org/W4205137550"],"related_works":["https://openalex.org/W2007536021","https://openalex.org/W2901287750","https://openalex.org/W2981463388","https://openalex.org/W3110287425","https://openalex.org/W3187851387","https://openalex.org/W2333401465","https://openalex.org/W2367585640","https://openalex.org/W2092888248","https://openalex.org/W3136939892","https://openalex.org/W2038012452"],"abstract_inverted_index":{"123456A":[0],"novel":[1,63],"data":[2,167,192,216,221,273],"driven":[3],"approach":[4,233,247,268],"is":[5,65,82,101,119,132,149,186],"developed":[6,102],"for":[7,16,34,138,218],"fault":[8,36],"diagnosis":[9,37,75],"and":[10,26,38,56,72,76,113,160,198,258],"remaining":[11],"useful":[12],"life":[13],"(RUL)":[14],"prognostics":[15],"lithium-ion":[17],"batteries":[18,254],"using":[19,188],"Least":[20],"Square":[21],"Support":[22],"Vector":[23],"Machine":[24],"(LS-SVM)":[25],"Memory-Particle":[27],"Filter":[28],"(M-PF).":[29],"Unlike":[30],"traditional":[31,226],"data-driven":[32],"models":[33],"capacity":[35,90],"failure":[39,77,139,166,175,272,281],"prognosis,":[40],"which":[41],"require":[42],"multidimensional":[43],"physical":[44,174,280],"characteristics,":[45],"the":[46,68,80,94,123,130,135,152,155,164,173,178,184,195,212,219,230,244,250,265,284],"proposed":[47,133,231,245,266],"algorithm":[48],"uses":[49],"only":[50],"two":[51],"variables:":[52],"Energy":[53],"Efficiency":[54],"(EE),":[55],"Work":[57],"Temperature.":[58],"The":[59,116,147,181,208],"aim":[60],"of":[61,70,93,125,154,157,172,183,205,238,252,278],"this":[62],"framework":[64,185],"to":[66,84,121,141,225],"improve":[67],"accuracy":[69],"incipient":[71],"abrupt":[73],"faults":[74],"prognosis.":[78],"First,":[79],"LSSVM":[81],"used":[83,120,170,276],"generate":[85],"residual":[86],"signal":[87],"based":[88,103,150],"on":[89,104,151],"fade":[91],"trends":[92],"Li-ion":[95,189,240,253],"batteries.":[96],"Second,":[97],"adaptive":[98,117],"threshold":[99,118],"model":[100,110,176,282],"several":[105],"factors":[106],"including":[107],"input,":[108],"output":[109],"error,":[111,257],"disturbance,":[112],"drift":[114],"parameter.":[115],"tackle":[122],"shortcoming":[124],"a":[126,279],"fixed":[127],"threshold.":[128],"Third,":[129],"M-PF":[131,148],"as":[134],"new":[136],"method":[137],"prognostic":[140,191,246,267],"determine":[142],"Remaining":[143],"Useful":[144],"Life":[145],"(RUL).":[146],"assumption":[153],"availability":[156],"real-time":[158],"observation":[159],"historical":[161,165,271],"data,":[162],"where":[163],"can":[168,248,274],"be":[169,275],"instead":[171,277],"within":[177],"particle":[179,285],"filter.":[180,286],"feasibility":[182],"validated":[187],"battery":[190,241],"obtained":[193],"from":[194],"National":[196],"Aeronautic":[197],"Space":[199],"Administration":[200],"(NASA)":[201],"Ames":[202],"Prognostic":[203],"Center":[204],"Excellence":[206],"(PCoE).":[207],"experimental":[209],"results":[210],"show":[211],"following:":[213],"(1)":[214],"fewer":[215],"dimensions":[217],"input":[220],"are":[222],"required":[223],"compared":[224],"empirical":[227],"models;":[228],"(2)":[229],"diagnostic":[232],"provides":[234],"an":[235],"effective":[236],"way":[237],"diagnosing":[239],"fault;":[242],"(3)":[243],"predict":[249],"RUL":[251],"with":[255],"small":[256],"has":[259],"high":[260],"prediction":[261],"accuracy;":[262],"and,":[263],"(4)":[264],"shows":[269],"that":[270],"in":[283]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}
