{"id":"https://openalex.org/W2964215987","doi":"https://doi.org/10.1109/tcst.2018.2870044","title":"Ensemble Kalman Filters for State Estimation and Prediction of Two-Time Scale Nonlinear Systems With Application to Gas Turbine Engines","display_name":"Ensemble Kalman Filters for State Estimation and Prediction of Two-Time Scale Nonlinear Systems With Application to Gas Turbine Engines","publication_year":2018,"publication_date":"2018-09-28","ids":{"openalex":"https://openalex.org/W2964215987","doi":"https://doi.org/10.1109/tcst.2018.2870044","mag":"2964215987"},"language":"en","primary_location":{"id":"doi:10.1109/tcst.2018.2870044","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcst.2018.2870044","pdf_url":null,"source":{"id":"https://openalex.org/S133363738","display_name":"IEEE Transactions on Control Systems Technology","issn_l":"1063-6536","issn":["1063-6536","1558-0865","2374-0159"],"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 Control Systems Technology","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/A5003313260","display_name":"Najmeh Daroogheh","orcid":null},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Najmeh Daroogheh","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Concordia University, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054285669","display_name":"Nader Meskin","orcid":"https://orcid.org/0000-0003-3098-9369"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Nader Meskin","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Concordia University, Montreal, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0003-3098-9369","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009555575","display_name":"K. Khorasani","orcid":"https://orcid.org/0000-0002-6919-3889"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Khashayar Khorasani","raw_affiliation_strings":["Department of Electrical Engineering, Qatar University, Doha, Qatar"],"raw_orcid":"https://orcid.org/0000-0002-6919-3889","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":0.6677,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.66484413,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"27","issue":"6","first_page":"2565","last_page":"2573"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11371","display_name":"Wind and Air Flow Studies","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11371","display_name":"Wind and Air Flow Studies","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10553","display_name":"Combustion and flame dynamics","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T10117","display_name":"Advanced Combustion Engine Technologies","score":0.9847999811172485,"subfield":{"id":"https://openalex.org/subfields/1507","display_name":"Fluid Flow and Transfer Processes"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/kalman-filter","display_name":"Kalman filter","score":0.7415356636047363},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.7168411612510681},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.5877427458763123},{"id":"https://openalex.org/keywords/gas-turbines","display_name":"Gas turbines","score":0.5555779337882996},{"id":"https://openalex.org/keywords/particle-filter","display_name":"Particle filter","score":0.5404430627822876},{"id":"https://openalex.org/keywords/turbine","display_name":"Turbine","score":0.5223830342292786},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4993441104888916},{"id":"https://openalex.org/keywords/extended-kalman-filter","display_name":"Extended Kalman filter","score":0.47294116020202637},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.4189399480819702},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.4097251296043396},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15260332822799683},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.10624989867210388}],"concepts":[{"id":"https://openalex.org/C157286648","wikidata":"https://www.wikidata.org/wiki/Q846780","display_name":"Kalman filter","level":2,"score":0.7415356636047363},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.7168411612510681},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.5877427458763123},{"id":"https://openalex.org/C2987684023","wikidata":"https://www.wikidata.org/wiki/Q193470","display_name":"Gas turbines","level":2,"score":0.5555779337882996},{"id":"https://openalex.org/C52421305","wikidata":"https://www.wikidata.org/wiki/Q1151499","display_name":"Particle filter","level":3,"score":0.5404430627822876},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.5223830342292786},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4993441104888916},{"id":"https://openalex.org/C206833254","wikidata":"https://www.wikidata.org/wiki/Q5421817","display_name":"Extended Kalman filter","level":3,"score":0.47294116020202637},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4189399480819702},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.4097251296043396},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15260332822799683},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.10624989867210388},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcst.2018.2870044","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcst.2018.2870044","pdf_url":null,"source":{"id":"https://openalex.org/S133363738","display_name":"IEEE Transactions on Control Systems Technology","issn_l":"1063-6536","issn":["1063-6536","1558-0865","2374-0159"],"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 Control Systems Technology","raw_type":"journal-article"},{"id":"pmh:oai:qspace.qu.edu.qa:10576/13738","is_oa":false,"landing_page_url":"http://hdl.handle.net/10576/13738","pdf_url":null,"source":{"id":"https://openalex.org/S4306400014","display_name":"Qatar University QSpace (Qatar University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60342839","host_organization_name":"Qatar University","host_organization_lineage":["https://openalex.org/I60342839"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W161354754","https://openalex.org/W304861154","https://openalex.org/W1483307070","https://openalex.org/W1524707262","https://openalex.org/W1780273957","https://openalex.org/W1988452853","https://openalex.org/W2009104157","https://openalex.org/W2034436639","https://openalex.org/W2054864534","https://openalex.org/W2064072161","https://openalex.org/W2086211266","https://openalex.org/W2087158441","https://openalex.org/W2088463833","https://openalex.org/W2097380438","https://openalex.org/W2117009567","https://openalex.org/W2119007379","https://openalex.org/W2140175846","https://openalex.org/W2141722263","https://openalex.org/W2149742092","https://openalex.org/W2151017405","https://openalex.org/W2161358768","https://openalex.org/W2511340798","https://openalex.org/W2565805849","https://openalex.org/W2765503797","https://openalex.org/W2951980816","https://openalex.org/W3100611908","https://openalex.org/W3101290050","https://openalex.org/W4252247111","https://openalex.org/W4298290699"],"related_works":["https://openalex.org/W2089114113","https://openalex.org/W2389555968","https://openalex.org/W2352634297","https://openalex.org/W2320550378","https://openalex.org/W4252024964","https://openalex.org/W4253883008","https://openalex.org/W1585960250","https://openalex.org/W2103062922","https://openalex.org/W2162299404","https://openalex.org/W2341297234"],"abstract_inverted_index":{"In":[0],"this":[1],"brief,":[2],"we":[3],"propose":[4],"and":[5,9,20,54,58,117,121],"develop":[6],"estimation,":[7],"prediction,":[8],"health":[10,56,63],"monitoring":[11,64],"methodologies":[12],"for":[13,48],"nonlinear":[14,43,132],"systems":[15],"by":[16,78,102],"modeling":[17],"the":[18,31,49,82,107,119,130,142],"damage":[19],"degradation":[21,103],"mechanism":[22],"dynamics":[23],"as":[24],"\u201cslow\u201d":[25],"states":[26],"that":[27,45,99,137],"are":[28,113],"augmented":[29],"with":[30],"system":[32,44],"\u201cfast\u201d":[33],"states.":[34],"This":[35],"augmentation":[36],"results":[37],"in":[38,141],"a":[39,62,67,95],"two-time":[40],"scale":[41],"(TTS)":[42],"is":[46,76,91,100,138],"utilized":[47,140],"development":[50],"of":[51,81,123],"decoupled":[52],"slow":[53],"fast":[55],"estimation":[57],"prediction":[59],"modules":[60],"within":[61],"framework.":[65],"Specifically,":[66],"TTS":[68],"filtering":[69,134],"approach":[70,136],"based":[71],"on":[72],"ensemble":[73],"Kalman":[74],"filters":[75],"developed":[77],"taking":[79],"advantage":[80],"singular":[83],"perturbation":[84],"model":[85],"reduction":[86],"technique.":[87],"Our":[88],"proposed":[89,125],"methodology":[90,126],"then":[92],"applied":[93],"to":[94,106,115,129],"gas":[96],"turbine":[97,108],"engine":[98],"affected":[101],"phenomenon":[104],"due":[105],"erosion.":[109],"Extensive":[110],"comparative":[111],"studies":[112],"conducted":[114],"validate":[116],"demonstrate":[118],"advantages":[120],"capabilities":[122],"our":[124],"when":[127],"compared":[128],"well-known":[131],"particle":[133],"(PF)":[135],"commonly":[139],"literature.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":2}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2019-07-30T00:00:00"}
