{"id":"https://openalex.org/W2979949158","doi":"https://doi.org/10.1109/systol.2019.8864776","title":"Machine Learning-Based Statistical Hypothesis Testing for Fault Detection","display_name":"Machine Learning-Based Statistical Hypothesis Testing for Fault Detection","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2979949158","doi":"https://doi.org/10.1109/systol.2019.8864776","mag":"2979949158"},"language":"en","primary_location":{"id":"doi:10.1109/systol.2019.8864776","is_oa":false,"landing_page_url":"https://doi.org/10.1109/systol.2019.8864776","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 4th Conference on Control and Fault Tolerant Systems (SysTol)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5042376197","display_name":"Radhia Fazai","orcid":null},"institutions":[{"id":"https://openalex.org/I58152225","display_name":"Texas A&M University at Qatar","ror":"https://ror.org/03vb4dm14","country_code":"QA","type":"education","lineage":["https://openalex.org/I58152225","https://openalex.org/I91045830"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Radhia Fazai","raw_affiliation_strings":["Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I58152225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043479229","display_name":"Majdi Mansouri","orcid":"https://orcid.org/0000-0001-6390-4304"},"institutions":[{"id":"https://openalex.org/I58152225","display_name":"Texas A&M University at Qatar","ror":"https://ror.org/03vb4dm14","country_code":"QA","type":"education","lineage":["https://openalex.org/I58152225","https://openalex.org/I91045830"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Majdi Mansouri","raw_affiliation_strings":["Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I58152225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043630537","display_name":"Kamaleldin Abodayeh","orcid":"https://orcid.org/0000-0003-0735-6520"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Kamal Abodayeh","raw_affiliation_strings":["Department of Mathematical Sciences, Prince Sultan University, Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematical Sciences, Prince Sultan University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013855196","display_name":"Mohamed Trabelsi","orcid":"https://orcid.org/0000-0003-1955-0355"},"institutions":[{"id":"https://openalex.org/I4210111408","display_name":"Kuwait College of Science and Technology","ror":"https://ror.org/01vjvsj67","country_code":"KW","type":"education","lineage":["https://openalex.org/I4210111408"]}],"countries":["KW"],"is_corresponding":false,"raw_author_name":"Mohamed Trabelsi","raw_affiliation_strings":["Department of Electronic and Communications Engineering, Kuwait College of Science and Technology, Kuwait"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic and Communications Engineering, Kuwait College of Science and Technology, Kuwait","institution_ids":["https://openalex.org/I4210111408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025512804","display_name":"Hazem Nounou","orcid":"https://orcid.org/0000-0001-8075-1581"},"institutions":[{"id":"https://openalex.org/I58152225","display_name":"Texas A&M University at Qatar","ror":"https://ror.org/03vb4dm14","country_code":"QA","type":"education","lineage":["https://openalex.org/I58152225","https://openalex.org/I91045830"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Hazem Nounou","raw_affiliation_strings":["Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I58152225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056444635","display_name":"Mohamed Nounou","orcid":"https://orcid.org/0000-0003-0520-9623"},"institutions":[{"id":"https://openalex.org/I58152225","display_name":"Texas A&M University at Qatar","ror":"https://ror.org/03vb4dm14","country_code":"QA","type":"education","lineage":["https://openalex.org/I58152225","https://openalex.org/I91045830"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Mohamed Nounou","raw_affiliation_strings":["Chemical Engineering Program, Texas A&M University at Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chemical Engineering Program, Texas A&M University at Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I58152225"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"38","last_page":"43"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11220","display_name":"Water Systems and Optimization","score":0.989799976348877,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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":0.9879000186920166,"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/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.82352614402771},{"id":"https://openalex.org/keywords/constant-false-alarm-rate","display_name":"Constant false alarm rate","score":0.6392494440078735},{"id":"https://openalex.org/keywords/statistical-hypothesis-testing","display_name":"Statistical hypothesis testing","score":0.6065316796302795},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6012332439422607},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.5998333692550659},{"id":"https://openalex.org/keywords/false-alarm","display_name":"False alarm","score":0.5917260050773621},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5878123044967651},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.5529414415359497},{"id":"https://openalex.org/keywords/likelihood-ratio-test","display_name":"Likelihood-ratio test","score":0.5042515993118286},{"id":"https://openalex.org/keywords/extreme-learning-machine","display_name":"Extreme learning machine","score":0.4480913281440735},{"id":"https://openalex.org/keywords/statistical-power","display_name":"Statistical power","score":0.44254520535469055},{"id":"https://openalex.org/keywords/statistical-model","display_name":"Statistical model","score":0.41724807024002075},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35224857926368713},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3413228392601013},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.26060807704925537},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.17397621273994446},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.10712134838104248},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08820083737373352}],"concepts":[{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.82352614402771},{"id":"https://openalex.org/C77052588","wikidata":"https://www.wikidata.org/wiki/Q644307","display_name":"Constant false alarm rate","level":2,"score":0.6392494440078735},{"id":"https://openalex.org/C87007009","wikidata":"https://www.wikidata.org/wiki/Q210832","display_name":"Statistical hypothesis testing","level":2,"score":0.6065316796302795},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6012332439422607},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.5998333692550659},{"id":"https://openalex.org/C2776836416","wikidata":"https://www.wikidata.org/wiki/Q1364844","display_name":"False alarm","level":2,"score":0.5917260050773621},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5878123044967651},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.5529414415359497},{"id":"https://openalex.org/C9483764","wikidata":"https://www.wikidata.org/wiki/Q585740","display_name":"Likelihood-ratio test","level":2,"score":0.5042515993118286},{"id":"https://openalex.org/C2780150128","wikidata":"https://www.wikidata.org/wiki/Q21948731","display_name":"Extreme learning machine","level":3,"score":0.4480913281440735},{"id":"https://openalex.org/C96608239","wikidata":"https://www.wikidata.org/wiki/Q1199823","display_name":"Statistical power","level":2,"score":0.44254520535469055},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.41724807024002075},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35224857926368713},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3413228392601013},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26060807704925537},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.17397621273994446},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.10712134838104248},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08820083737373352},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"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/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":1,"locations":[{"id":"doi:10.1109/systol.2019.8864776","is_oa":false,"landing_page_url":"https://doi.org/10.1109/systol.2019.8864776","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 4th Conference on Control and Fault Tolerant Systems (SysTol)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8299999833106995,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W33911032","https://openalex.org/W1508406118","https://openalex.org/W1901616594","https://openalex.org/W2007864935","https://openalex.org/W2020004897","https://openalex.org/W2096991872","https://openalex.org/W2106642194","https://openalex.org/W2107710506","https://openalex.org/W2121971770","https://openalex.org/W2122825543","https://openalex.org/W2125459357","https://openalex.org/W2128420091","https://openalex.org/W2135046866","https://openalex.org/W2141449645","https://openalex.org/W2154976608","https://openalex.org/W2217244522","https://openalex.org/W2407164716","https://openalex.org/W2460418407","https://openalex.org/W2734357434","https://openalex.org/W2796972621","https://openalex.org/W2809919425","https://openalex.org/W2858793553","https://openalex.org/W2902406840","https://openalex.org/W4249358576","https://openalex.org/W6676234565"],"related_works":["https://openalex.org/W1983393909","https://openalex.org/W2171996685","https://openalex.org/W3162625494","https://openalex.org/W2354373235","https://openalex.org/W2040150569","https://openalex.org/W4297999093","https://openalex.org/W2506728069","https://openalex.org/W2468095590","https://openalex.org/W2971420665","https://openalex.org/W2132174924"],"abstract_inverted_index":{"This":[0],"paper":[1],"elaborates":[2],"the":[3,17,84,97,113,123,126,134,139,152,156,162],"development":[4],"of":[5,19,72,78,86,102,192],"machine":[6,87],"learning":[7,88],"approach":[8,82],"merged":[9],"with":[10,91],"statistical":[11,92],"hypothesis":[12,93],"testing":[13,94],"aimed":[14],"at":[15],"enhancing":[16],"operation":[18],"photovoltaic":[20],"(PV)":[21],"systems":[22,34,48],"by":[23],"developing":[24],"intelligent":[25],"PV":[26,33,47,103,114,184],"fault":[27,98,167],"detection":[28,31,71,99,168,198],"framework.":[29],"Fault":[30],"in":[32,51,111,190],"is":[35,68,129,148,159,175],"important":[36],"to":[37,58,70,95,150,161],"ensure":[38],"optimal":[39],"energy":[40],"harvesting":[41],"and":[42,56,100,119,133,155,177,182,201],"reliable":[43],"power":[44],"production":[45],"because":[46],"usually":[49],"operate":[50],"a":[52],"harsh":[53],"outdoor":[54],"environment":[55],"tend":[57],"suffer":[59],"various":[60,73],"faults.":[61],"In":[62],"this":[63],"paper,":[64],"therefore,":[65],"special":[66],"attention":[67],"paid":[69],"faults":[74,115,135],"during":[75],"different":[76],"modes":[77],"operation.":[79],"The":[80,105,146,170,186],"proposed":[81,106],"merges":[83],"benefits":[85],"technique":[89,107],"(MLT)":[90],"enhance":[96],"monitoring":[101,112],"systems.":[104],"will":[108],"be":[109],"effective":[110],"under":[116],"both":[117,180],"normal":[118],"abnormal":[120],"conditions.":[121],"For":[122],"framework":[124],"developed,":[125],"modeling":[127],"phase":[128],"addressed":[130],"using":[131,138,179],"MLT":[132,147],"are":[136,188],"detected":[137],"generalized":[140],"likelihood":[141],"ratio":[142],"test":[143],"(GLRT)":[144],"chart.":[145],"used":[149],"compute":[151],"residuals":[153,164],"monitored":[154,163],"GLRT":[157,173],"chart":[158],"applied":[160],"evaluated":[165,189],"for":[166],"purposes.":[169],"developed":[171],"MLT-based":[172],"algorithm":[174],"implemented":[176],"validated":[178],"simulated":[181],"real":[183],"data.":[185],"results":[187],"terms":[191],"false":[193],"alarm":[194],"rates":[195,199],"(FAR),":[196],"missed":[197],"(MDR)":[200],"computation":[202],"time.":[203]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
