{"id":"https://openalex.org/W3193662766","doi":null,"title":"Degradation Modeling and Remaining Useful Life Estimation: From Statistical Signal Processing to Deep Learning Models","display_name":"Degradation Modeling and Remaining Useful Life Estimation: From Statistical Signal Processing to Deep Learning Models","publication_year":2020,"publication_date":"2020-11-06","ids":{"openalex":"https://openalex.org/W3193662766","mag":"3193662766"},"language":"en","primary_location":{"id":"pmh:oai:https://spectrum.library.concordia.ca:988070","doi":null,"is_oa":true,"landing_page_url":"https://spectrum.library.concordia.ca/id/eprint/988070/1/Al-Dulaimi_PhD_S2021.pdf","pdf_url":"https://spectrum.library.concordia.ca/id/eprint/988070/1/Al-Dulaimi_PhD_S2021.pdf","source":{"id":"https://openalex.org/S4306400871","display_name":"Spectrum Research Repository (Concordia University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I60158472","host_organization_name":"Concordia University","host_organization_lineage":["https://openalex.org/I60158472"],"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":"Thesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://spectrum.library.concordia.ca/id/eprint/988070/1/Al-Dulaimi_PhD_S2021.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059155086","display_name":"Amir A. Asif","orcid":"https://orcid.org/0000-0002-9393-7112","observed_orcids":["https://orcid.org/0000-0002-9393-7112"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Amir Asif","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-9393-7112","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015847900","display_name":"Ali Al-Dulaimi","orcid":"https://orcid.org/0000-0003-0599-5855","observed_orcids":["https://orcid.org/0000-0003-0599-5855"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ali Al-Dulaimi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5058253407","display_name":"Arash Mohammadi","orcid":"https://orcid.org/0000-0003-1972-7923","observed_orcids":["https://orcid.org/0000-0003-1972-7923"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Arash Mohammadi","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-1972-7923","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.7113999724388123,"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":0.7113999724388123,"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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.27810001373291016,"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"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.007000000216066837,"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/degradation-modeling","display_name":"degradation modeling","score":0.9380000233650208},{"id":"https://openalex.org/keywords/remaining-useful-life-prediction","display_name":"remaining useful life prediction","score":0.9980000257492065},{"id":"https://openalex.org/keywords/prognostics-and-health-management","display_name":"prognostics and health management","score":0.9819999933242798},{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"predictive maintenance","score":0.8190000057220459},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.44600000977516174},{"id":"https://openalex.org/keywords/fault-detection","display_name":"fault detection","score":0.3009999990463257},{"id":"https://openalex.org/keywords/fault-classification","display_name":"fault classification","score":0.3840000033378601},{"id":"https://openalex.org/keywords/fault-severity-assessment","display_name":"fault severity estimation","score":0.42800000309944153},{"id":"https://openalex.org/keywords/fault-localization","display_name":"fault location","score":0.3109999895095825},{"id":"https://openalex.org/keywords/condition-monitoring","display_name":"condition monitoring","score":0.5580000281333923},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"sensor fusion","score":0.6729999780654907},{"id":"https://openalex.org/keywords/structural-uncertainty","display_name":"structural uncertainty","score":0.35600000619888306},{"id":"https://openalex.org/keywords/aerospace-systems","display_name":"aerospace systems","score":0.39800000190734863},{"id":"https://openalex.org/keywords/automotive-systems","display_name":"automotive systems","score":0.4410000145435333},{"id":"https://openalex.org/keywords/nuclear-systems","display_name":"nuclear systems","score":0.33399999141693115}],"concepts":[{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.5404201149940491},{"id":"https://openalex.org/C185874996","wikidata":"https://www.wikidata.org/wiki/Q269699","display_name":"Interdependence","level":2,"score":0.503788411617279},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48283275961875916},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.46922406554222107},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4690179228782654},{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.459931880235672},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4399743378162384},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.43843647837638855},{"id":"https://openalex.org/C70452415","wikidata":"https://www.wikidata.org/wiki/Q3182448","display_name":"Predictive maintenance","level":2,"score":0.4327297806739807},{"id":"https://openalex.org/C167740415","wikidata":"https://www.wikidata.org/wiki/Q2876213","display_name":"Aerospace","level":2,"score":0.41982126235961914},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.38452208042144775},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.365805983543396},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.35820508003234863},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:https://spectrum.library.concordia.ca:988070","doi":null,"is_oa":true,"landing_page_url":"https://spectrum.library.concordia.ca/id/eprint/988070/1/Al-Dulaimi_PhD_S2021.pdf","pdf_url":"https://spectrum.library.concordia.ca/id/eprint/988070/1/Al-Dulaimi_PhD_S2021.pdf","source":{"id":"https://openalex.org/S4306400871","display_name":"Spectrum Research Repository (Concordia University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I60158472","host_organization_name":"Concordia University","host_organization_lineage":["https://openalex.org/I60158472"],"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":"Thesis"},{"id":"mag:3193662766","doi":null,"is_oa":false,"landing_page_url":"https://spectrum.library.concordia.ca/988070/","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:https://spectrum.library.concordia.ca:988070","doi":null,"is_oa":true,"landing_page_url":"https://spectrum.library.concordia.ca/id/eprint/988070/1/Al-Dulaimi_PhD_S2021.pdf","pdf_url":"https://spectrum.library.concordia.ca/id/eprint/988070/1/Al-Dulaimi_PhD_S2021.pdf","source":{"id":"https://openalex.org/S4306400871","display_name":"Spectrum Research Repository (Concordia University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I60158472","host_organization_name":"Concordia University","host_organization_lineage":["https://openalex.org/I60158472"],"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":"Thesis"},"sustainable_development_goals":[{"score":0.8970999717712402,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3193662766.pdf","grobid_xml":"https://content.openalex.org/works/W3193662766.grobid-xml"},"referenced_works_count":264,"referenced_works":["https://openalex.org/W28988658","https://openalex.org/W120852146","https://openalex.org/W187272356","https://openalex.org/W286094780","https://openalex.org/W429766147","https://openalex.org/W610591198","https://openalex.org/W1481913965","https://openalex.org/W1501527416","https://openalex.org/W1509351280","https://openalex.org/W1542118577","https://openalex.org/W1591801644","https://openalex.org/W1832003755","https://openalex.org/W1836465849","https://openalex.org/W1851423869","https://openalex.org/W1855879034","https://openalex.org/W1924770834","https://openalex.org/W1932372884","https://openalex.org/W1964175594","https://openalex.org/W1964940259","https://openalex.org/W1966105501","https://openalex.org/W1967390957","https://openalex.org/W1968656346","https://openalex.org/W1973353364","https://openalex.org/W1975174639","https://openalex.org/W1984231325","https://openalex.org/W1984672166","https://openalex.org/W1985258458","https://openalex.org/W1985310528","https://openalex.org/W1988286714","https://openalex.org/W1994567995","https://openalex.org/W1995562189","https://openalex.org/W2005708641","https://openalex.org/W2007952268","https://openalex.org/W2010659032","https://openalex.org/W2012374927","https://openalex.org/W2013573049","https://openalex.org/W2016457936","https://openalex.org/W2016661008","https://openalex.org/W2016931528","https://openalex.org/W2021413461","https://openalex.org/W2029504878","https://openalex.org/W2029700141","https://openalex.org/W2029866570","https://openalex.org/W2032797679","https://openalex.org/W2033756468","https://openalex.org/W2033800551","https://openalex.org/W2035533729","https://openalex.org/W2044309218","https://openalex.org/W2047152377","https://openalex.org/W2051913506","https://openalex.org/W2060587875","https://openalex.org/W2061494965","https://openalex.org/W2061659083","https://openalex.org/W2074232022","https://openalex.org/W2078095746","https://openalex.org/W2090749763","https://openalex.org/W2090922313","https://openalex.org/W2091770043","https://openalex.org/W2095705004","https://openalex.org/W2096653978","https://openalex.org/W2096947102","https://openalex.org/W2098119504","https://openalex.org/W2098193641","https://openalex.org/W2098613108","https://openalex.org/W2098729161","https://openalex.org/W2103559015","https://openalex.org/W2106411961","https://openalex.org/W2106544870","https://openalex.org/W2108677974","https://openalex.org/W2110221383","https://openalex.org/W2110787940","https://openalex.org/W2111406701","https://openalex.org/W2112935810","https://openalex.org/W2117397690","https://openalex.org/W2120841219","https://openalex.org/W2121251529","https://openalex.org/W2123079394","https://openalex.org/W2124136621","https://openalex.org/W2125055259","https://openalex.org/W2126736494","https://openalex.org/W2126790865","https://openalex.org/W2127342270","https://openalex.org/W2127652728","https://openalex.org/W2129387908","https://openalex.org/W2130942839","https://openalex.org/W2131774270","https://openalex.org/W2133503980","https://openalex.org/W2134456669","https://openalex.org/W2135971422","https://openalex.org/W2140775570","https://openalex.org/W2142724780","https://openalex.org/W2143568755","https://openalex.org/W2145249131","https://openalex.org/W2145769223","https://openalex.org/W2147063734","https://openalex.org/W2147664181","https://openalex.org/W2152240655","https://openalex.org/W2154579312","https://openalex.org/W2155273149","https://openalex.org/W2155832827","https://openalex.org/W2157331557","https://openalex.org/W2157883849","https://openalex.org/W2160337655","https://openalex.org/W2161341072","https://openalex.org/W2161565164","https://openalex.org/W2169273805","https://openalex.org/W2190008860","https://openalex.org/W2198981220","https://openalex.org/W2203091266","https://openalex.org/W2212703438","https://openalex.org/W2243290847","https://openalex.org/W2257784575","https://openalex.org/W2263490141","https://openalex.org/W2277469888","https://openalex.org/W2290402024","https://openalex.org/W2292443655","https://openalex.org/W2294189222","https://openalex.org/W2295797531","https://openalex.org/W2302086703","https://openalex.org/W2326533993","https://openalex.org/W2342958238","https://openalex.org/W2344628180","https://openalex.org/W2415594836","https://openalex.org/W2424629859","https://openalex.org/W2461729787","https://openalex.org/W2471161958","https://openalex.org/W2505581602","https://openalex.org/W2511340798","https://openalex.org/W2514147396","https://openalex.org/W2526868004","https://openalex.org/W2535705219","https://openalex.org/W2536084003","https://openalex.org/W2547767416","https://openalex.org/W2554375394","https://openalex.org/W2554966447","https://openalex.org/W2555297092","https://openalex.org/W2561529988","https://openalex.org/W2565548788","https://openalex.org/W2572367582","https://openalex.org/W2578485521","https://openalex.org/W2585540825","https://openalex.org/W2589091489","https://openalex.org/W2590288147","https://openalex.org/W2593519057","https://openalex.org/W2612454343","https://openalex.org/W2612806996","https://openalex.org/W2624231555","https://openalex.org/W2624385633","https://openalex.org/W2647889534","https://openalex.org/W2678916739","https://openalex.org/W2690485866","https://openalex.org/W2740570963","https://openalex.org/W2744067593","https://openalex.org/W2748735168","https://openalex.org/W2756628278","https://openalex.org/W2759525351","https://openalex.org/W2763830668","https://openalex.org/W2765751661","https://openalex.org/W2773549135","https://openalex.org/W2776002706","https://openalex.org/W2781474777","https://openalex.org/W2782812883","https://openalex.org/W2789263499","https://openalex.org/W2790625295","https://openalex.org/W2791384746","https://openalex.org/W2792087850","https://openalex.org/W2792916989","https://openalex.org/W2793062918","https://openalex.org/W2793336296","https://openalex.org/W2793819418","https://openalex.org/W2795099492","https://openalex.org/W2796790555","https://openalex.org/W2800502447","https://openalex.org/W2804702188","https://openalex.org/W2804880936","https://openalex.org/W2805185555","https://openalex.org/W2807960766","https://openalex.org/W2809254203","https://openalex.org/W2810332900","https://openalex.org/W2884001105","https://openalex.org/W2884250895","https://openalex.org/W2884355450","https://openalex.org/W2885002795","https://openalex.org/W2885195348","https://openalex.org/W2885732902","https://openalex.org/W2888493875","https://openalex.org/W2889054295","https://openalex.org/W2889347686","https://openalex.org/W2895851557","https://openalex.org/W2898997578","https://openalex.org/W2899218398","https://openalex.org/W2899269429","https://openalex.org/W2899336917","https://openalex.org/W2899934327","https://openalex.org/W2901078833","https://openalex.org/W2904460913","https://openalex.org/W2904958088","https://openalex.org/W2905407831","https://openalex.org/W2906713437","https://openalex.org/W2907460853","https://openalex.org/W2907571178","https://openalex.org/W2908875359","https://openalex.org/W2911702265","https://openalex.org/W2912733426","https://openalex.org/W2913132632","https://openalex.org/W2914618626","https://openalex.org/W2915514405","https://openalex.org/W2922306207","https://openalex.org/W2932010661","https://openalex.org/W2939500457","https://openalex.org/W2940606701","https://openalex.org/W2940722387","https://openalex.org/W2944014318","https://openalex.org/W2944647284","https://openalex.org/W2944676531","https://openalex.org/W2944876051","https://openalex.org/W2945642879","https://openalex.org/W2947621394","https://openalex.org/W2949117887","https://openalex.org/W2950635152","https://openalex.org/W2950689855","https://openalex.org/W2959334635","https://openalex.org/W2959400106","https://openalex.org/W2961350108","https://openalex.org/W2963485691","https://openalex.org/W2963542836","https://openalex.org/W2963655061","https://openalex.org/W2964121744","https://openalex.org/W2964627014","https://openalex.org/W2965516457","https://openalex.org/W2970342618","https://openalex.org/W2971018118","https://openalex.org/W2972487051","https://openalex.org/W2973430807","https://openalex.org/W2974853540","https://openalex.org/W2978540646","https://openalex.org/W2980367889","https://openalex.org/W2982252459","https://openalex.org/W2984331380","https://openalex.org/W2987634792","https://openalex.org/W2994947549","https://openalex.org/W2995179471","https://openalex.org/W2996521480","https://openalex.org/W2997167814","https://openalex.org/W2997791657","https://openalex.org/W2999291807","https://openalex.org/W2999586490","https://openalex.org/W3002842489","https://openalex.org/W3003362255","https://openalex.org/W3005651860","https://openalex.org/W3008196157","https://openalex.org/W3014146531","https://openalex.org/W3014256073","https://openalex.org/W3015940208","https://openalex.org/W3043769385","https://openalex.org/W3083855766","https://openalex.org/W3101680449","https://openalex.org/W3146794824","https://openalex.org/W3166132704","https://openalex.org/W3176218801","https://openalex.org/W4255133955","https://openalex.org/W4366961264","https://openalex.org/W4394642372","https://openalex.org/W6982273903"],"related_works":["https://openalex.org/W4288784952","https://openalex.org/W2585056498","https://openalex.org/W4312641439","https://openalex.org/W3094905663","https://openalex.org/W2792286928","https://openalex.org/W4393399278","https://openalex.org/W3087439412","https://openalex.org/W2741028581","https://openalex.org/W4307715692","https://openalex.org/W3082878388"],"abstract_inverted_index":{"Aging":[0],"critical":[1,56,205],"infrastructures":[2],"and":[3,34,38,69,88,109,129,134,155,226,238,243,275,288,345,363,395,406,419,439,466,490,504,578],"valuable":[4],"machineries":[5],"together":[6],"with":[7,81,574,576],"recent":[8],"catastrophic":[9,401],"incidents":[10],"such":[11,492],"as":[12,541],"the":[13,19,54,60,63,98,104,139,147,153,156,167,173,191,210,217,247,269,273,277,281,304,327,337,342,357,361,364,368,373,381,457,501,509,514,517,521,525,538,544,550],"collapse":[14],"of":[15,21,62,85,121,138,160,204,207,250,272,280,336,341,347,360,367,376,416,450,459,513,516,524,556,560],"Morandi":[16],"bridge,":[17],"or":[18,392],"Gulf":[20],"Mexico":[22],"oil":[23],"spill":[24],"disaster,":[25],"call":[26],"for":[27,45,216,240,295,424],"an":[28,118,213],"urgent":[29],"quest":[30],"to":[31,73,79,101,113,116,132,209,234,244,290,314,325,352,387,427,442,453,456,496,529,537,568],"design":[32],"advanced":[33],"innovative":[35],"prognostic":[36,498,571],"solutions,":[37],"efficiently":[39],"incorporate":[40],"multi-sensor":[41],"streaming":[42],"data":[43],"sources":[44],"industrial":[46,87,130],"development.":[47],"Prognostic":[48],"health":[49,227,430],"management":[50,431],"(PHM)":[51],"is":[52,141,149,190,194,220,285,300,356,372,380,385,543],"among":[53],"most":[55,545],"disciplines":[57],"that":[58,193,284,323],"employs":[59],"advancement":[61],"great":[64,566],"interdependency":[65],"between":[66],"signal":[67],"processing":[68],"machine":[70,384],"learning":[71],"techniques":[72],"form":[74],"a":[75,161,180,198,221,251,254,296,320,383,445],"key":[76],"enabling":[77],"technology":[78],"cope":[80],"maintenance":[82,111,115,409],"development":[83],"tasks":[84],"complex":[86,278,433,570,577],"safety-critical":[89],"systems.":[90],"Recent":[91],"advancements":[92],"in":[93,123,224,268,432,500,508,548],"predictive":[94,114],"analytics":[95],"have":[96,463,565],"empowered":[97],"PHM":[99,140,362],"paradigm":[100],"move":[102],"from":[103,127,202,520],"traditional":[105],"condition-based":[106],"monitoring":[107],"solutions":[108],"preventive":[110,377],"programs":[112],"provide":[117],"early":[119],"warning":[120],"failure,":[122],"several":[124],"domains":[125],"ranging":[126],"manufacturing":[128],"systems":[131,429,575],"transportation":[133],"aerospace.":[135],"The":[136,187,370,411],"focus":[137],"centered":[142],"on":[143,303,554],"two":[144,557],"core":[145],"dimensions;":[146],"first":[148,188,502],"taking":[150],"into":[151,471],"account":[152],"behavior":[154,349,523],"evolution":[157],"over":[158],"time":[159,382],"fault":[162],"once":[163],"it":[164,542],"occurs,":[165],"while":[166],"second":[168,358,365,510],"one":[169],"aims":[170],"at":[171],"estimating/predicting":[172],"remaining":[174,460],"useful":[175,461],"life":[176,462],"(RUL)":[177],"during":[178],"which":[179,355,379,564],"device":[181],"can":[182,399,468],"perform":[183],"its":[184,425,487],"intended":[185],"function.":[186],"dimension":[189,359],"degradation":[192,199,218,241,248,256,282,306,329,339,348,506,580],"usually":[195],"determined":[196],"by":[197,318],"model":[200,215,291,322,326,340],"derived":[201],"measurements":[203],"parameters":[206],"relevance":[208],"system.":[211,252,343,526],"Developing":[212],"accurate":[214,396],"process":[219,283],"primary":[222],"objective":[223],"prognosis":[225],"management.":[228],"Extensive":[229],"research":[230],"has":[231,258,420,486],"been":[232,261,464],"conducted":[233],"develop":[235],"new":[236,551],"theories":[237],"methodologies":[239],"modeling":[242],"accurately":[245],"capture":[246],"dynamics":[249,271],"However,":[253],"unified":[255],"framework":[257],"yet":[259],"not":[260],"developed":[262],"due":[263],"to:":[264],"(i)":[265,475],"structural":[266],"uncertainties":[267],"state":[270],"system":[274],"(ii)":[276,477],"nature":[279],"often":[286],"non-linear":[287],"difficult":[289],"statistically.":[292],"Thus":[293],"even":[294],"single":[297],"system,":[298],"there":[299],"no":[301],"consensus":[302],"best":[305],"model.":[307],"In":[308,527],"this":[309,311,316],"regard,":[310],"thesis":[312,535],"tries":[313],"bridge":[315],"gap":[317],"proposing":[319],"general":[321],"able":[324],"true":[328,338],"path":[330],"without":[331],"having":[332],"any":[333],"prior":[334],"knowledge":[335],"Modeling":[344],"analysis":[346],"lead":[350],"us":[351],"RUL":[353,371,397,412],"estimation,":[354],"part":[366],"thesis.":[369],"main":[374],"pillar":[375],"maintenance,":[378],"expected":[386],"work":[388],"before":[389],"requiring":[390],"repair":[391],"replacement.":[393],"Effective":[394],"estimation":[398,413],"avoid":[400],"failures,":[402],"maximize":[403],"operational":[404],"availability,":[405],"consequently":[407],"reduce":[408],"costs.":[410],"is,":[414],"therefore,":[415],"paramount":[417],"importance":[418,426],"gained":[421],"significant":[422],"attention":[423],"improve":[428],"fields":[434],"including":[435],"automotive,":[436],"nuclear,":[437],"chemical,":[438],"aerospace":[440],"industries":[441],"name":[443],"but":[444],"few.":[446],"A":[447],"vast":[448],"number":[449],"researches":[451],"related":[452],"different":[454,497,558],"approaches":[455,482],"concept":[458],"proposed,":[465],"they":[467],"be":[469],"divided":[470],"three":[472],"broad":[473],"categories:":[474],"Physics-based;":[476],"Data-driven,":[478],"and;":[479],"(iii)":[480],"Hybrid":[481],"(multiple-model).":[483],"Each":[484],"category":[485],"own":[488],"limitations":[489],"issues,":[491,507],"as,":[493],"hardly":[494,530],"adapt":[495],"applications,":[499],"one,":[503,511],"accuracy":[505],"because":[512],"deviation":[515],"learned":[518],"models":[519],"real":[522],"addition":[528],"sustain":[531],"good":[532],"generalization.":[533],"Our":[534],"belongs":[536],"third":[539],"category,":[540,547],"promising":[546],"particular,":[549],"hybrid":[552],"models,":[553],"basis":[555],"architectures":[559],"deep":[561],"neural":[562],"networks,":[563],"potentials":[567],"tackle":[569],"issues":[572],"associated":[573],"unknown":[579],"processes.":[581]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2021-08-30T00:00:00"}
