{"id":"https://openalex.org/W7160265869","doi":"https://doi.org/10.1016/j.arcontrol.2026.101055","title":"Reinforcement learning in fault tolerance and diagnosis fields: A literature review","display_name":"Reinforcement learning in fault tolerance and diagnosis fields: A literature review","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7160265869","doi":"https://doi.org/10.1016/j.arcontrol.2026.101055"},"language":"en","primary_location":{"id":"doi:10.1016/j.arcontrol.2026.101055","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.arcontrol.2026.101055","pdf_url":null,"source":{"id":"https://openalex.org/S54761077","display_name":"Annual Reviews in Control","issn_l":"1367-5788","issn":["1367-5788","1872-9088"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual Reviews in Control","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/A5012601965","display_name":"Ziad Noun","orcid":null},"institutions":[{"id":"https://openalex.org/I911468752","display_name":"Lebanese International University","ror":"https://ror.org/034agrd14","country_code":"LB","type":"education","lineage":["https://openalex.org/I911468752"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Ziad Noun","raw_affiliation_strings":["Lebanese International University, Faculty of Engineering, Department of Electrical and Electronics Engineering, Bekaa, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lebanese International University, Faculty of Engineering, Department of Electrical and Electronics Engineering, Bekaa, Lebanon","institution_ids":["https://openalex.org/I911468752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065476137","display_name":"Majd Saied","orcid":"https://orcid.org/0000-0002-3746-3119"},"institutions":[{"id":"https://openalex.org/I160368002","display_name":"Lebanese University","ror":"https://ror.org/05x6qnc69","country_code":"LB","type":"education","lineage":["https://openalex.org/I160368002"]},{"id":"https://openalex.org/I911468752","display_name":"Lebanese International University","ror":"https://ror.org/034agrd14","country_code":"LB","type":"education","lineage":["https://openalex.org/I911468752"]}],"countries":["LB"],"is_corresponding":true,"raw_author_name":"Majd Saied","raw_affiliation_strings":["Lebanese International University, Faculty of Engineering, Department of Electrical and Electronics Engineering, Bekaa, Lebanon","Scientific Research Center in Engineering (CRSI), Faculty of Engineering, Lebanese University, Hadath, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lebanese International University, Faculty of Engineering, Department of Electrical and Electronics Engineering, Bekaa, Lebanon","institution_ids":["https://openalex.org/I911468752"]},{"raw_affiliation_string":"Scientific Research Center in Engineering (CRSI), Faculty of Engineering, Lebanese University, Hadath, Lebanon","institution_ids":["https://openalex.org/I160368002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135305474","display_name":"Hamze Muhieddine","orcid":null},"institutions":[{"id":"https://openalex.org/I911468752","display_name":"Lebanese International University","ror":"https://ror.org/034agrd14","country_code":"LB","type":"education","lineage":["https://openalex.org/I911468752"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Hamze Muhieddine","raw_affiliation_strings":["Lebanese International University, Faculty of Engineering, Department of Electrical and Electronics Engineering, Bekaa, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lebanese International University, Faculty of Engineering, Department of Electrical and Electronics Engineering, Bekaa, Lebanon","institution_ids":["https://openalex.org/I911468752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071885964","display_name":"Hassan Shraim","orcid":null},"institutions":[{"id":"https://openalex.org/I160368002","display_name":"Lebanese University","ror":"https://ror.org/05x6qnc69","country_code":"LB","type":"education","lineage":["https://openalex.org/I160368002"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Hassan Shraim","raw_affiliation_strings":["Scientific Research Center in Engineering (CRSI), Faculty of Engineering, Lebanese University, Hadath, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Scientific Research Center in Engineering (CRSI), Faculty of Engineering, Lebanese University, Hadath, Lebanon","institution_ids":["https://openalex.org/I160368002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112144379","display_name":"Clovis Francis","orcid":null},"institutions":[{"id":"https://openalex.org/I4210102100","display_name":"Conseil R\u00e9gional de Champagne-Ardenne","ror":"https://ror.org/018vkvj59","country_code":"FR","type":"government","lineage":["https://openalex.org/I4210102100"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Clovis Francis","raw_affiliation_strings":["Arts et Metiers ParisTech, Campus Ch\u00e2lons en Champagne, Rue Saint Dominique, Ch\u00e2lons en Champagne, 51000, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arts et Metiers ParisTech, Campus Ch\u00e2lons en Champagne, Rue Saint Dominique, Ch\u00e2lons en Champagne, 51000, France","institution_ids":["https://openalex.org/I4210102100"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123049715","display_name":"Hassan Noura","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I21491767","display_name":"Aix-Marseille Universit\u00e9","ror":"https://ror.org/035xkbk20","country_code":"FR","type":"education","lineage":["https://openalex.org/I21491767"]},{"id":"https://openalex.org/I4210114274","display_name":"Laboratoire d\u2019Informatique et Syst\u00e8mes","ror":"https://ror.org/0257sgk90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I143002897","https://openalex.org/I21491767","https://openalex.org/I4210114274"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hassan Noura","raw_affiliation_strings":["Aix Marseille University, CNRS, LIS (UMR 7020), 52 Avenue Escadrille Normandie-Niemen, Marseille Cedex 20, 13397, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aix Marseille University, CNRS, LIS (UMR 7020), 52 Avenue Escadrille Normandie-Niemen, Marseille Cedex 20, 13397, France","institution_ids":["https://openalex.org/I4210114274","https://openalex.org/I1294671590","https://openalex.org/I21491767"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5065476137"],"corresponding_institution_ids":["https://openalex.org/I160368002","https://openalex.org/I911468752"],"apc_list":{"value":3190,"currency":"USD","value_usd":3190},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.92110826,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":"61","issue":null,"first_page":"101055","last_page":"101055"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.3249000012874603,"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":0.3249000012874603,"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":0.17800000309944153,"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/T12794","display_name":"Adaptive Dynamic Programming Control","score":0.094200000166893,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.9150999784469604},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8622999787330627},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4156000018119812},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.41100001335144043},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.39739999175071716},{"id":"https://openalex.org/keywords/fault-tolerance","display_name":"Fault tolerance","score":0.38420000672340393},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.3824999928474426}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9150999784469604},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8622999787330627},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5928999781608582},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5828999876976013},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4309000074863434},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4156000018119812},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.41100001335144043},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.39739999175071716},{"id":"https://openalex.org/C63540848","wikidata":"https://www.wikidata.org/wiki/Q3140932","display_name":"Fault tolerance","level":2,"score":0.38420000672340393},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3824999928474426},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.36070001125335693},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.35910001397132874},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.325300008058548},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3034000098705292},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.3003999888896942},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.29670000076293945},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.2696000039577484},{"id":"https://openalex.org/C177454536","wikidata":"https://www.wikidata.org/wiki/Q578290","display_name":"Emphasis (telecommunications)","level":2,"score":0.25859999656677246}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.arcontrol.2026.101055","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.arcontrol.2026.101055","pdf_url":null,"source":{"id":"https://openalex.org/S54761077","display_name":"Annual Reviews in Control","issn_l":"1367-5788","issn":["1367-5788","1872-9088"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual Reviews in Control","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.5697659850120544}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":132,"referenced_works":["https://openalex.org/W1420482694","https://openalex.org/W1981244773","https://openalex.org/W2043709414","https://openalex.org/W2135663228","https://openalex.org/W2139494503","https://openalex.org/W2142758015","https://openalex.org/W2145071552","https://openalex.org/W2145339207","https://openalex.org/W2338719424","https://openalex.org/W2343090116","https://openalex.org/W2430768047","https://openalex.org/W2513580371","https://openalex.org/W2560504659","https://openalex.org/W2582177834","https://openalex.org/W2767059319","https://openalex.org/W2793198116","https://openalex.org/W2799359634","https://openalex.org/W2889156850","https://openalex.org/W2897232747","https://openalex.org/W2914172002","https://openalex.org/W2914282793","https://openalex.org/W2918066777","https://openalex.org/W2944567003","https://openalex.org/W2951098793","https://openalex.org/W2969747056","https://openalex.org/W2981394297","https://openalex.org/W2985361718","https://openalex.org/W2986946894","https://openalex.org/W2988566211","https://openalex.org/W2996752719","https://openalex.org/W2999710741","https://openalex.org/W3003397973","https://openalex.org/W3016201194","https://openalex.org/W3021399679","https://openalex.org/W3023586494","https://openalex.org/W3085941049","https://openalex.org/W3098015864","https://openalex.org/W3110747503","https://openalex.org/W3117515147","https://openalex.org/W3126004433","https://openalex.org/W3127177343","https://openalex.org/W3133254695","https://openalex.org/W3153429493","https://openalex.org/W3155597816","https://openalex.org/W3160050649","https://openalex.org/W3167068690","https://openalex.org/W3167898434","https://openalex.org/W3176466636","https://openalex.org/W3177840693","https://openalex.org/W3186409582","https://openalex.org/W3188565630","https://openalex.org/W3191903242","https://openalex.org/W3207660816","https://openalex.org/W3209378991","https://openalex.org/W3213959960","https://openalex.org/W3214080417","https://openalex.org/W3215778457","https://openalex.org/W4200297686","https://openalex.org/W4200581174","https://openalex.org/W4213435515","https://openalex.org/W4214517744","https://openalex.org/W4224941022","https://openalex.org/W4226052555","https://openalex.org/W4226396247","https://openalex.org/W4226454793","https://openalex.org/W4281490884","https://openalex.org/W4283165022","https://openalex.org/W4283760249","https://openalex.org/W4288775957","https://openalex.org/W4292649663","https://openalex.org/W4296219852","https://openalex.org/W4297273454","https://openalex.org/W4306175066","https://openalex.org/W4306910464","https://openalex.org/W4307920755","https://openalex.org/W4312229395","https://openalex.org/W4313137520","https://openalex.org/W4313193613","https://openalex.org/W4316096694","https://openalex.org/W4317761472","https://openalex.org/W4318148729","https://openalex.org/W4320176171","https://openalex.org/W4320489739","https://openalex.org/W4323840379","https://openalex.org/W4366818928","https://openalex.org/W4380366151","https://openalex.org/W4381250365","https://openalex.org/W4383677271","https://openalex.org/W4384937509","https://openalex.org/W4385451016","https://openalex.org/W4385692053","https://openalex.org/W4385976152","https://openalex.org/W4386281793","https://openalex.org/W4386569890","https://openalex.org/W4386772615","https://openalex.org/W4386788840","https://openalex.org/W4387079049","https://openalex.org/W4387092518","https://openalex.org/W4387410791","https://openalex.org/W4387695363","https://openalex.org/W4387875160","https://openalex.org/W4388192952","https://openalex.org/W4388240415","https://openalex.org/W4388412059","https://openalex.org/W4388904499","https://openalex.org/W4390607245","https://openalex.org/W4390891799","https://openalex.org/W4392477518","https://openalex.org/W4392793147","https://openalex.org/W4395960530","https://openalex.org/W4400055391","https://openalex.org/W4402978582","https://openalex.org/W4404627931","https://openalex.org/W4405717783","https://openalex.org/W4406132433","https://openalex.org/W4406808633","https://openalex.org/W4407423511","https://openalex.org/W4408453984","https://openalex.org/W4408610586","https://openalex.org/W4409116005","https://openalex.org/W4409729198","https://openalex.org/W4409761780","https://openalex.org/W4410195190","https://openalex.org/W4410614315","https://openalex.org/W4411035351","https://openalex.org/W4411044766","https://openalex.org/W4411207093","https://openalex.org/W4411558058","https://openalex.org/W4412719127","https://openalex.org/W4417317108","https://openalex.org/W7125503624","https://openalex.org/W7133183940"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-05-06T06:10:43.113611","created_date":"2026-05-06T00:00:00"}
