{"id":"https://openalex.org/W3134231414","doi":"https://doi.org/10.3390/s21051645","title":"A Comprehensive Case Study of Data-Driven Methods for Robust Aircraft Sensor Fault Isolation","display_name":"A Comprehensive Case Study of Data-Driven Methods for Robust Aircraft Sensor Fault Isolation","publication_year":2021,"publication_date":"2021-02-26","ids":{"openalex":"https://openalex.org/W3134231414","doi":"https://doi.org/10.3390/s21051645","mag":"3134231414","pmid":"https://pubmed.ncbi.nlm.nih.gov/33652944"},"language":"en","primary_location":{"id":"doi:10.3390/s21051645","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21051645","pdf_url":"https://www.mdpi.com/1424-8220/21/5/1645/pdf?version=1614846315","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/1424-8220/21/5/1645/pdf?version=1614846315","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002373483","display_name":"Nicholas Cartocci","orcid":"https://orcid.org/0000-0002-4908-9769"},"institutions":[{"id":"https://openalex.org/I27483092","display_name":"University of Perugia","ror":"https://ror.org/00x27da85","country_code":"IT","type":"education","lineage":["https://openalex.org/I27483092"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nicholas Cartocci","raw_affiliation_strings":["Department of Engineering, University of Perugia, Via G. Duranti, 67, 06125 Perugia, Italy"],"raw_orcid":"https://orcid.org/0000-0002-4908-9769","affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Perugia, Via G. Duranti, 67, 06125 Perugia, Italy","institution_ids":["https://openalex.org/I27483092"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110357836","display_name":"Marcello R. Napolitano","orcid":null},"institutions":[{"id":"https://openalex.org/I12097938","display_name":"West Virginia University","ror":"https://ror.org/011vxgd24","country_code":"US","type":"education","lineage":["https://openalex.org/I12097938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marcello R. Napolitano","raw_affiliation_strings":["Department of Mechanical and Aerospace Engineering, West Virginia University, Morgantown, WV 26506-6106, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical and Aerospace Engineering, West Virginia University, Morgantown, WV 26506-6106, USA","institution_ids":["https://openalex.org/I12097938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016925926","display_name":"Gabriele Costante","orcid":"https://orcid.org/0000-0002-8417-9372"},"institutions":[{"id":"https://openalex.org/I27483092","display_name":"University of Perugia","ror":"https://ror.org/00x27da85","country_code":"IT","type":"education","lineage":["https://openalex.org/I27483092"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gabriele Costante","raw_affiliation_strings":["Department of Engineering, University of Perugia, Via G. Duranti, 67, 06125 Perugia, Italy"],"raw_orcid":"https://orcid.org/0000-0002-8417-9372","affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Perugia, Via G. Duranti, 67, 06125 Perugia, Italy","institution_ids":["https://openalex.org/I27483092"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057733793","display_name":"Mario Luca Fravolini","orcid":"https://orcid.org/0000-0002-3104-8782"},"institutions":[{"id":"https://openalex.org/I27483092","display_name":"University of Perugia","ror":"https://ror.org/00x27da85","country_code":"IT","type":"education","lineage":["https://openalex.org/I27483092"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Mario L. Fravolini","raw_affiliation_strings":["Department of Engineering, University of Perugia, Via G. Duranti, 67, 06125 Perugia, Italy"],"raw_orcid":"https://orcid.org/0000-0002-3104-8782","affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Perugia, Via G. Duranti, 67, 06125 Perugia, Italy","institution_ids":["https://openalex.org/I27483092"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5057733793"],"corresponding_institution_ids":["https://openalex.org/I27483092"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":1.8041,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.84481684,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"21","issue":"5","first_page":"1645","last_page":"1645"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":1.0,"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/T10876","display_name":"Fault Detection and Control Systems","score":1.0,"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/T11357","display_name":"Risk and Safety Analysis","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9925000071525574,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mahalanobis-distance","display_name":"Mahalanobis distance","score":0.8647791147232056},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.719321072101593},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.6394287347793579},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.42758461833000183},{"id":"https://openalex.org/keywords/aviation","display_name":"Aviation","score":0.42427200078964233},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4164026081562042},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41562506556510925},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4086528420448303},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3775135576725006},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.32029080390930176},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18262901902198792},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.11644589900970459}],"concepts":[{"id":"https://openalex.org/C1921717","wikidata":"https://www.wikidata.org/wiki/Q1334846","display_name":"Mahalanobis distance","level":2,"score":0.8647791147232056},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.719321072101593},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6394287347793579},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.42758461833000183},{"id":"https://openalex.org/C74448152","wikidata":"https://www.wikidata.org/wiki/Q765633","display_name":"Aviation","level":2,"score":0.42427200078964233},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4164026081562042},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41562506556510925},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4086528420448303},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3775135576725006},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.32029080390930176},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18262901902198792},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.11644589900970459},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"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/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3390/s21051645","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21051645","pdf_url":"https://www.mdpi.com/1424-8220/21/5/1645/pdf?version=1614846315","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:33652944","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33652944","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:8416bb269d68489db19d68bdf69f85fa","is_oa":true,"landing_page_url":"https://doaj.org/article/8416bb269d68489db19d68bdf69f85fa","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 21, Iss 5, p 1645 (2021)","raw_type":"article"},{"id":"pmh:oai:iris.unige.it:11567/1204256","is_oa":false,"landing_page_url":"https://hdl.handle.net/11567/1204256","pdf_url":null,"source":{"id":"https://openalex.org/S4377196291","display_name":"CINECA IRIS Institutial Research Information System (University of Genoa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I83816512","host_organization_name":"University of Genoa","host_organization_lineage":["https://openalex.org/I83816512"],"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":"info:eu-repo/semantics/article"},{"id":"pmh:oai:mdpi.com:/1424-8220/21/5/1645/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s21051645","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 21; Issue 5; Pages: 1645","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7956534","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7956534","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/s21051645","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21051645","pdf_url":"https://www.mdpi.com/1424-8220/21/5/1645/pdf?version=1614846315","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":[{"id":"https://openalex.org/G172567525","display_name":null,"funder_award_id":"RICBA18MR","funder_id":"https://openalex.org/F4320326523","funder_display_name":"Universit\u00e0 degli Studi di Perugia"},{"id":"https://openalex.org/G3723806665","display_name":null,"funder_award_id":"RICBA17MR","funder_id":"https://openalex.org/F4320326523","funder_display_name":"Universit\u00e0 degli Studi di Perugia"}],"funders":[{"id":"https://openalex.org/F4320326523","display_name":"Universit\u00e0 degli Studi di Perugia","ror":"https://ror.org/00x27da85"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3134231414.pdf","grobid_xml":"https://content.openalex.org/works/W3134231414.grobid-xml"},"referenced_works_count":66,"referenced_works":["https://openalex.org/W88520345","https://openalex.org/W108857541","https://openalex.org/W133269669","https://openalex.org/W259795459","https://openalex.org/W575978568","https://openalex.org/W585987605","https://openalex.org/W625514182","https://openalex.org/W640385025","https://openalex.org/W1491748127","https://openalex.org/W1521388189","https://openalex.org/W1540596182","https://openalex.org/W1579424694","https://openalex.org/W1581249620","https://openalex.org/W1592847587","https://openalex.org/W1597576211","https://openalex.org/W1663973292","https://openalex.org/W1892149550","https://openalex.org/W1966863755","https://openalex.org/W1970537494","https://openalex.org/W1985995825","https://openalex.org/W1990067914","https://openalex.org/W1996118086","https://openalex.org/W1997208277","https://openalex.org/W1997718434","https://openalex.org/W2002268936","https://openalex.org/W2007036372","https://openalex.org/W2010922160","https://openalex.org/W2020727748","https://openalex.org/W2020778725","https://openalex.org/W2024094473","https://openalex.org/W2034562813","https://openalex.org/W2036525418","https://openalex.org/W2044535354","https://openalex.org/W2047014904","https://openalex.org/W2049190861","https://openalex.org/W2072769377","https://openalex.org/W2083192461","https://openalex.org/W2083971846","https://openalex.org/W2087922884","https://openalex.org/W2100416616","https://openalex.org/W2121331725","https://openalex.org/W2122646361","https://openalex.org/W2297125810","https://openalex.org/W2317817947","https://openalex.org/W2396963557","https://openalex.org/W2487468712","https://openalex.org/W2494112937","https://openalex.org/W2499529093","https://openalex.org/W2502759836","https://openalex.org/W2580937131","https://openalex.org/W2615407427","https://openalex.org/W2765753922","https://openalex.org/W2870175540","https://openalex.org/W2896713392","https://openalex.org/W2899491560","https://openalex.org/W2901282837","https://openalex.org/W2912695041","https://openalex.org/W2998506103","https://openalex.org/W3082205892","https://openalex.org/W3109330034","https://openalex.org/W3113030340","https://openalex.org/W4232464081","https://openalex.org/W4235457221","https://openalex.org/W4249519871","https://openalex.org/W6632267817","https://openalex.org/W6639660901"],"related_works":["https://openalex.org/W4382795578","https://openalex.org/W2355463328","https://openalex.org/W2402648945","https://openalex.org/W1431147547","https://openalex.org/W2055761197","https://openalex.org/W2053213469","https://openalex.org/W2057608111","https://openalex.org/W2793032185","https://openalex.org/W2927068219","https://openalex.org/W3094086031"],"abstract_inverted_index":{"Recent":[0],"catastrophic":[1],"events":[2],"in":[3,87,105,150],"aviation":[4],"have":[5],"shown":[6],"that":[7],"current":[8],"fault":[9,23,67,82,108],"diagnosis":[10],"schemes":[11,69,121],"may":[12],"not":[13],"be":[14],"enough":[15],"to":[16,54,65,103,138],"ensure":[17],"a":[18,28,74,96],"reliable":[19],"and":[20,38,57,81,92,116,154,178],"prompt":[21],"sensor":[22,34,136],"diagnosis.":[24],"This":[25],"paper":[26],"describes":[27],"comparative":[29],"analysis":[30],"of":[31,73,89,98,119,142,147,152,175,180],"consolidated":[32],"data-driven":[33],"Fault":[35,39],"Isolation":[36],"(FI)":[37],"Estimation":[40],"(FE)":[41],"techniques":[42,84,149],"using":[43,124],"flight":[44],"data.":[45],"Linear":[46],"regression":[47],"models,":[48],"identified":[49],"from":[50,126],"data,":[51],"are":[52,62,85,122,131],"derived":[53],"build":[55],"primary":[56],"transformed":[58],"residuals.":[59],"These":[60],"residuals":[61],"then":[63],"implemented":[64],"develop":[66],"isolation":[68],"for":[70,110,159],"14":[71],"sensors":[72],"semi-autonomous":[75],"aircraft.":[76],"Specifically,":[77],"directional":[78],"Mahalanobis":[79],"distance-based":[80],"reconstruction-based":[83],"compared":[86],"terms":[88,151],"their":[90],"FI":[91,153],"FE":[93,155],"performance.":[94],"Then,":[95],"bank":[97],"Bayesian":[99],"filters":[100],"is":[101,157],"proposed":[102],"compute,":[104],"flight,":[106],"the":[107,114,117,120,134,140,148,162,169],"belief":[109],"each":[111],"sensor.":[112],"Both":[113],"training":[115],"validation":[118],"performed":[123],"data":[125],"multiple":[127],"flights.":[128],"Artificial":[129],"faults":[130],"injected":[132],"into":[133],"fault-free":[135],"measurements":[137],"reproduce":[139],"occurrence":[141],"failures.":[143],"A":[144],"detailed":[145],"evaluation":[146],"performance":[156],"presented":[158],"failures":[160],"on":[161,168],"air-data":[163],"sensors,":[164],"with":[165],"special":[166],"emphasis":[167],"True":[170],"Air":[171],"Speed":[172],"(TAS),":[173],"Angle":[174,179],"Attack":[176],"(AoA),":[177],"Sideslip":[181],"(AoS)":[182],"sensors.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
