{"id":"https://openalex.org/W2142724780","doi":"https://doi.org/10.1109/tie.2014.2336616","title":"Extended Kalman Filtering for Remaining-Useful-Life Estimation of Bearings","display_name":"Extended Kalman Filtering for Remaining-Useful-Life Estimation of Bearings","publication_year":2014,"publication_date":"2014-09-12","ids":{"openalex":"https://openalex.org/W2142724780","doi":"https://doi.org/10.1109/tie.2014.2336616","mag":"2142724780"},"language":"en","primary_location":{"id":"doi:10.1109/tie.2014.2336616","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tie.2014.2336616","pdf_url":null,"source":{"id":"https://openalex.org/S58031724","display_name":"IEEE Transactions on Industrial Electronics","issn_l":"0278-0046","issn":["0278-0046","1557-9948"],"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 Industrial Electronics","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/A5066569150","display_name":"Rodney K. Singleton","orcid":null},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rodney K. Singleton","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Michigan State University, East Lansing, MI, USA","Dept. of Electr. & Comput. Eng., Michigan State Univ., East Lansing, MI, USA#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Michigan State University, East Lansing, MI, USA","institution_ids":["https://openalex.org/I87216513"]},{"raw_affiliation_string":"Dept. of Electr. & Comput. Eng., Michigan State Univ., East Lansing, MI, USA#TAB#","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058509222","display_name":"Elias G. Strangas","orcid":"https://orcid.org/0000-0002-9867-0971"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elias G. Strangas","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Michigan State University, East Lansing, MI, USA","Dept. of Electr. & Comput. Eng., Michigan State Univ., East Lansing, MI, USA#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Michigan State University, East Lansing, MI, USA","institution_ids":["https://openalex.org/I87216513"]},{"raw_affiliation_string":"Dept. of Electr. & Comput. Eng., Michigan State Univ., East Lansing, MI, USA#TAB#","institution_ids":["https://openalex.org/I87216513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038586596","display_name":"Selin Aviyente","orcid":"https://orcid.org/0000-0001-9023-107X"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Selin Aviyente","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Michigan State University, East Lansing, MI, USA","Dept. of Electr. & Comput. Eng., Michigan State Univ., East Lansing, MI, USA#TAB#"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Michigan State University, East Lansing, MI, USA","institution_ids":["https://openalex.org/I87216513"]},{"raw_affiliation_string":"Dept. of Electr. & Comput. Eng., Michigan State Univ., East Lansing, MI, USA#TAB#","institution_ids":["https://openalex.org/I87216513"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5066569150"],"corresponding_institution_ids":["https://openalex.org/I87216513"],"apc_list":null,"apc_paid":null,"fwci":20.102,"has_fulltext":false,"cited_by_count":355,"citation_normalized_percentile":{"value":0.99470612,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"62","issue":"3","first_page":"1781","last_page":"1790"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9998000264167786,"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/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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":0.9860000014305115,"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/bearing","display_name":"Bearing (navigation)","score":0.7589025497436523},{"id":"https://openalex.org/keywords/kalman-filter","display_name":"Kalman filter","score":0.7584041953086853},{"id":"https://openalex.org/keywords/prognostics","display_name":"Prognostics","score":0.638177752494812},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6220641136169434},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.6163535118103027},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5084875822067261},{"id":"https://openalex.org/keywords/condition-monitoring","display_name":"Condition monitoring","score":0.4924076795578003},{"id":"https://openalex.org/keywords/time-domain","display_name":"Time domain","score":0.4915243089199066},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.43848156929016113},{"id":"https://openalex.org/keywords/frequency-domain","display_name":"Frequency domain","score":0.4325408637523651},{"id":"https://openalex.org/keywords/extended-kalman-filter","display_name":"Extended Kalman filter","score":0.4193267822265625},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.40930795669555664},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3830775022506714},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.33977776765823364},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23260128498077393}],"concepts":[{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.7589025497436523},{"id":"https://openalex.org/C157286648","wikidata":"https://www.wikidata.org/wiki/Q846780","display_name":"Kalman filter","level":2,"score":0.7584041953086853},{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.638177752494812},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6220641136169434},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6163535118103027},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5084875822067261},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.4924076795578003},{"id":"https://openalex.org/C103824480","wikidata":"https://www.wikidata.org/wiki/Q185889","display_name":"Time domain","level":2,"score":0.4915243089199066},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.43848156929016113},{"id":"https://openalex.org/C19118579","wikidata":"https://www.wikidata.org/wiki/Q786423","display_name":"Frequency domain","level":2,"score":0.4325408637523651},{"id":"https://openalex.org/C206833254","wikidata":"https://www.wikidata.org/wiki/Q5421817","display_name":"Extended Kalman filter","level":3,"score":0.4193267822265625},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.40930795669555664},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3830775022506714},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.33977776765823364},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23260128498077393},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"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/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tie.2014.2336616","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tie.2014.2336616","pdf_url":null,"source":{"id":"https://openalex.org/S58031724","display_name":"IEEE Transactions on Industrial Electronics","issn_l":"0278-0046","issn":["0278-0046","1557-9948"],"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 Industrial Electronics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12","score":0.5699999928474426}],"awards":[{"id":"https://openalex.org/G3195100878","display_name":null,"funder_award_id":"EECS-1102316","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W1964551425","https://openalex.org/W1965105451","https://openalex.org/W1966278166","https://openalex.org/W1973651443","https://openalex.org/W1979663416","https://openalex.org/W1981364618","https://openalex.org/W1989937845","https://openalex.org/W1995430360","https://openalex.org/W1999583241","https://openalex.org/W2004089317","https://openalex.org/W2004136766","https://openalex.org/W2007655149","https://openalex.org/W2012422725","https://openalex.org/W2017659646","https://openalex.org/W2021624862","https://openalex.org/W2030166992","https://openalex.org/W2032301033","https://openalex.org/W2035398862","https://openalex.org/W2040070030","https://openalex.org/W2045186954","https://openalex.org/W2048868027","https://openalex.org/W2051588359","https://openalex.org/W2055873761","https://openalex.org/W2057608512","https://openalex.org/W2058418080","https://openalex.org/W2064323378","https://openalex.org/W2066593543","https://openalex.org/W2075928029","https://openalex.org/W2080665787","https://openalex.org/W2099250634","https://openalex.org/W2100620757","https://openalex.org/W2105324748","https://openalex.org/W2116167177","https://openalex.org/W2116870707","https://openalex.org/W2122882636","https://openalex.org/W2125669699","https://openalex.org/W2130995959","https://openalex.org/W2133832971","https://openalex.org/W2135449931","https://openalex.org/W2136774956","https://openalex.org/W2139853183","https://openalex.org/W2140336071","https://openalex.org/W2148020023","https://openalex.org/W2149823865","https://openalex.org/W2152270473","https://openalex.org/W2162786384","https://openalex.org/W2167801338","https://openalex.org/W2170438280","https://openalex.org/W2182412433","https://openalex.org/W2491009754","https://openalex.org/W2600935213","https://openalex.org/W2603225712","https://openalex.org/W2975461012","https://openalex.org/W4298330376","https://openalex.org/W6678323213","https://openalex.org/W6680383090","https://openalex.org/W6681158678","https://openalex.org/W6685865030","https://openalex.org/W6735435030","https://openalex.org/W6736412012"],"related_works":["https://openalex.org/W2310476526","https://openalex.org/W3213192587","https://openalex.org/W2908973203","https://openalex.org/W2801712269","https://openalex.org/W2045186954","https://openalex.org/W2156691445","https://openalex.org/W2123638926","https://openalex.org/W3000986292","https://openalex.org/W1872896676","https://openalex.org/W1502469213"],"abstract_inverted_index":{"Condition-based":[0],"maintenance,":[1],"which":[2,86],"includes":[3],"both":[4,89],"diagnosis":[5],"and":[6,73,91,119],"prognosis":[7,44],"of":[8,13,20,28,45,54,68,99,114,125,144,153],"faults,":[9,46],"is":[10,56,117,135,157],"a":[11,25,57,66,83],"topic":[12],"growing":[14],"interest":[15],"for":[16,40,63],"improving":[17],"the":[18,49,97,112,115,123,142,154],"reliability":[19],"electrical":[21],"drives.":[22],"Bearings":[23],"constitute":[24],"large":[26],"portion":[27],"failures":[29],"in":[30],"rotational":[31],"machines.":[32],"Although":[33],"many":[34],"techniques":[35],"have":[36],"been":[37],"successfully":[38],"applied":[39,136],"bearing":[41,100,145],"fault":[42,116],"diagnosis,":[43],"particularly":[47],"predicting":[48],"remaining":[50,58],"useful":[51],"life":[52],"(RUL)":[53],"bearings,":[55],"challenge.":[59],"The":[60,131,151],"main":[61],"reasons":[62],"this":[64,79],"are":[65,104],"lack":[67],"accurate":[69],"physical":[70],"degradation":[71],"models":[72],"limited":[74],"labeled":[75],"training":[76],"data.":[77,163],"In":[78],"paper,":[80],"we":[81],"introduce":[82],"data-driven":[84],"methodology,":[85],"relies":[87],"on":[88,159],"time":[90],"time-frequency":[92],"domain":[93],"features":[94,103],"to":[95,121,137,140],"track":[96],"evolution":[98,113],"faults.":[101],"Once":[102],"extracted,":[105],"an":[106,126],"analytical":[107],"function":[108],"that":[109],"best":[110],"approximates":[111],"determined":[118],"used":[120],"learn":[122],"parameters":[124],"extended":[127,133],"Kalman":[128],"filter":[129],"(KF).":[130],"learned":[132],"KF":[134],"testing":[138],"data":[139],"predict":[141],"RUL":[143],"faults":[146],"under":[147],"different":[148],"operating":[149],"conditions.":[150],"performance":[152],"proposed":[155],"method":[156],"evaluated":[158],"PRONOSTIA":[160],"experimental":[161],"testbed":[162]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":26},{"year":2024,"cited_by_count":41},{"year":2023,"cited_by_count":43},{"year":2022,"cited_by_count":45},{"year":2021,"cited_by_count":39},{"year":2020,"cited_by_count":45},{"year":2019,"cited_by_count":30},{"year":2018,"cited_by_count":34},{"year":2017,"cited_by_count":17},{"year":2016,"cited_by_count":18},{"year":2015,"cited_by_count":14}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
