{"id":"https://openalex.org/W4366199308","doi":"https://doi.org/10.1109/access.2023.3267960","title":"Scalability, Explainability and Performance of Data-Driven Algorithms in Predicting the Remaining Useful Life: A Comprehensive Review","display_name":"Scalability, Explainability and Performance of Data-Driven Algorithms in Predicting the Remaining Useful Life: A Comprehensive Review","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4366199308","doi":"https://doi.org/10.1109/access.2023.3267960"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3267960","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3267960","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10103701.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10103701.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054498460","display_name":"Somayeh Bakhtiari Ramezani","orcid":null},"institutions":[{"id":"https://openalex.org/I99041443","display_name":"Mississippi State University","ror":"https://ror.org/0432jq872","country_code":"US","type":"education","lineage":["https://openalex.org/I4210141039","https://openalex.org/I99041443"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Somayeh Bakhtiari Ramezani","raw_affiliation_strings":["Department of Computer Science and Engineering, Mississippi State University, Starkville, MS, USA"],"raw_orcid":"https://orcid.org/0000-0002-5230-8723","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Mississippi State University, Starkville, MS, USA","institution_ids":["https://openalex.org/I99041443"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067308609","display_name":"Logan Cummins","orcid":"https://orcid.org/0000-0002-3875-4137"},"institutions":[{"id":"https://openalex.org/I99041443","display_name":"Mississippi State University","ror":"https://ror.org/0432jq872","country_code":"US","type":"education","lineage":["https://openalex.org/I4210141039","https://openalex.org/I99041443"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Logan Cummins","raw_affiliation_strings":["Department of Computer Science and Engineering, Mississippi State University, Starkville, MS, USA"],"raw_orcid":"https://orcid.org/0000-0002-3875-4137","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Mississippi State University, Starkville, MS, USA","institution_ids":["https://openalex.org/I99041443"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043439090","display_name":"Brad Killen","orcid":null},"institutions":[{"id":"https://openalex.org/I99041443","display_name":"Mississippi State University","ror":"https://ror.org/0432jq872","country_code":"US","type":"education","lineage":["https://openalex.org/I4210141039","https://openalex.org/I99041443"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brad Killen","raw_affiliation_strings":["Department of Computer Science and Engineering, Mississippi State University, Starkville, MS, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Mississippi State University, Starkville, MS, USA","institution_ids":["https://openalex.org/I99041443"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020257362","display_name":"Richard Carley","orcid":null},"institutions":[{"id":"https://openalex.org/I99041443","display_name":"Mississippi State University","ror":"https://ror.org/0432jq872","country_code":"US","type":"education","lineage":["https://openalex.org/I4210141039","https://openalex.org/I99041443"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Richard Carley","raw_affiliation_strings":["Institute for Systems Engineering Research, Mississippi State University, Vicksburg, MS, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Systems Engineering Research, Mississippi State University, Vicksburg, MS, USA","institution_ids":["https://openalex.org/I99041443"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011806403","display_name":"Amin Amirlatifi","orcid":"https://orcid.org/0000-0002-2225-2087"},"institutions":[{"id":"https://openalex.org/I99041443","display_name":"Mississippi State University","ror":"https://ror.org/0432jq872","country_code":"US","type":"education","lineage":["https://openalex.org/I4210141039","https://openalex.org/I99041443"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amin Amirlatifi","raw_affiliation_strings":["Dave C. Swalm School of Chemical Engineering, Mississippi State University, Starkville, MS, USA","The Dave C. Swalm School of Chemical Engineering, Mississippi State University, Starkville, MS, US"],"raw_orcid":"https://orcid.org/0000-0002-2225-2087","affiliations":[{"raw_affiliation_string":"Dave C. Swalm School of Chemical Engineering, Mississippi State University, Starkville, MS, USA","institution_ids":["https://openalex.org/I99041443"]},{"raw_affiliation_string":"The Dave C. Swalm School of Chemical Engineering, Mississippi State University, Starkville, MS, US","institution_ids":["https://openalex.org/I99041443"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009452693","display_name":"Shahram Rahimi","orcid":"https://orcid.org/0000-0003-2779-0076"},"institutions":[{"id":"https://openalex.org/I99041443","display_name":"Mississippi State University","ror":"https://ror.org/0432jq872","country_code":"US","type":"education","lineage":["https://openalex.org/I4210141039","https://openalex.org/I99041443"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shahram Rahimi","raw_affiliation_strings":["Department of Computer Science and Engineering, Mississippi State University, Starkville, MS, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Mississippi State University, Starkville, MS, USA","institution_ids":["https://openalex.org/I99041443"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032889863","display_name":"Maria Seale","orcid":"https://orcid.org/0000-0003-3858-0381"},"institutions":[{"id":"https://openalex.org/I4210088792","display_name":"United States Army","ror":"https://ror.org/00afsp483","country_code":"US","type":"government","lineage":["https://openalex.org/I1304082316","https://openalex.org/I1330347796","https://openalex.org/I4210088792"]},{"id":"https://openalex.org/I87303767","display_name":"U.S. Army Engineer Research and Development Center","ror":"https://ror.org/027mhn368","country_code":"US","type":"facility","lineage":["https://openalex.org/I1304082316","https://openalex.org/I1306490931","https://openalex.org/I1330347796","https://openalex.org/I87303767"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maria Seale","raw_affiliation_strings":["U.S. Army Engineer Research and Development Center (ERDC), Vicksburg, MS, USA"],"raw_orcid":"https://orcid.org/0000-0003-3858-0381","affiliations":[{"raw_affiliation_string":"U.S. Army Engineer Research and Development Center (ERDC), Vicksburg, MS, USA","institution_ids":["https://openalex.org/I4210088792","https://openalex.org/I87303767"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038634061","display_name":"Linkan Bian","orcid":"https://orcid.org/0000-0002-5057-6599"},"institutions":[{"id":"https://openalex.org/I99041443","display_name":"Mississippi State University","ror":"https://ror.org/0432jq872","country_code":"US","type":"education","lineage":["https://openalex.org/I4210141039","https://openalex.org/I99041443"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Linkan Bian","raw_affiliation_strings":["Department of Industrial and Systems Engineering, Mississippi State University, Starkville, MS, USA"],"raw_orcid":"https://orcid.org/0000-0002-5057-6599","affiliations":[{"raw_affiliation_string":"Department of Industrial and Systems Engineering, Mississippi State University, Starkville, MS, USA","institution_ids":["https://openalex.org/I99041443"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":6.5243,"has_fulltext":true,"cited_by_count":47,"citation_normalized_percentile":{"value":0.98150852,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"11","issue":null,"first_page":"41741","last_page":"41769"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9991999864578247,"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"}},"topics":[{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9991999864578247,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9943000078201294,"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/T13690","display_name":"Quality and Safety in Healthcare","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7906640768051147},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7790309190750122},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5950594544410706},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.5634187459945679},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.496254026889801},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48159024119377136},{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"Predictive maintenance","score":0.4458841383457184},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4327763617038727},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38200297951698303},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.37442541122436523},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3585307002067566},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2718327045440674},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12076833844184875},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1192004382610321}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7906640768051147},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7790309190750122},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5950594544410706},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5634187459945679},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.496254026889801},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48159024119377136},{"id":"https://openalex.org/C70452415","wikidata":"https://www.wikidata.org/wiki/Q3182448","display_name":"Predictive maintenance","level":2,"score":0.4458841383457184},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4327763617038727},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38200297951698303},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.37442541122436523},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3585307002067566},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2718327045440674},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12076833844184875},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1192004382610321},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3267960","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3267960","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10103701.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:fd219687bdb14996a1d408c90a55686c","is_oa":true,"landing_page_url":"https://doaj.org/article/fd219687bdb14996a1d408c90a55686c","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":"IEEE Access, Vol 11, Pp 41741-41769 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3267960","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3267960","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10103701.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2643417258","display_name":null,"funder_award_id":"W912HZ21C0014","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G555736019","display_name":null,"funder_award_id":"#W912HZ21C0014","funder_id":"https://openalex.org/F4320338258","funder_display_name":"Engineer Research and Development Center"}],"funders":[{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320309637","display_name":"Mississippi State University","ror":"https://ror.org/0432jq872"},{"id":"https://openalex.org/F4320338258","display_name":"Engineer Research and Development Center","ror":"https://ror.org/027mhn368"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4366199308.pdf","grobid_xml":"https://content.openalex.org/works/W4366199308.grobid-xml"},"referenced_works_count":282,"referenced_works":["https://openalex.org/W34671102","https://openalex.org/W95609528","https://openalex.org/W198102743","https://openalex.org/W1483307070","https://openalex.org/W1518257554","https://openalex.org/W1528765510","https://openalex.org/W1540327028","https://openalex.org/W1965901479","https://openalex.org/W1967372803","https://openalex.org/W1970644055","https://openalex.org/W1976146618","https://openalex.org/W1978670814","https://openalex.org/W1982275278","https://openalex.org/W1988400047","https://openalex.org/W1992113394","https://openalex.org/W1992153900","https://openalex.org/W1994819801","https://openalex.org/W2001129496","https://openalex.org/W2007321142","https://openalex.org/W2024123627","https://openalex.org/W2032301033","https://openalex.org/W2051542965","https://openalex.org/W2054063385","https://openalex.org/W2054217036","https://openalex.org/W2054570131","https://openalex.org/W2057018442","https://openalex.org/W2058815839","https://openalex.org/W2064218608","https://openalex.org/W2064323378","https://openalex.org/W2064675550","https://openalex.org/W2072995640","https://openalex.org/W2083842231","https://openalex.org/W2085942406","https://openalex.org/W2093135704","https://openalex.org/W2103139809","https://openalex.org/W2107710506","https://openalex.org/W2122723700","https://openalex.org/W2124285799","https://openalex.org/W2127101187","https://openalex.org/W2135479611","https://openalex.org/W2136922672","https://openalex.org/W2142635246","https://openalex.org/W2147496287","https://openalex.org/W2148922589","https://openalex.org/W2155433308","https://openalex.org/W2205881193","https://openalex.org/W2227583147","https://openalex.org/W2240797419","https://openalex.org/W2288371659","https://openalex.org/W2325186048","https://openalex.org/W2325344880","https://openalex.org/W2333401465","https://openalex.org/W2339872282","https://openalex.org/W2342958238","https://openalex.org/W2463813940","https://openalex.org/W2495030417","https://openalex.org/W2513477101","https://openalex.org/W2523377413","https://openalex.org/W2535508589","https://openalex.org/W2558309022","https://openalex.org/W2569644953","https://openalex.org/W2591645937","https://openalex.org/W2610294782","https://openalex.org/W2612904117","https://openalex.org/W2726451741","https://openalex.org/W2737722670","https://openalex.org/W2741636173","https://openalex.org/W2744550671","https://openalex.org/W2744632264","https://openalex.org/W2749738224","https://openalex.org/W2756887047","https://openalex.org/W2770653462","https://openalex.org/W2772084711","https://openalex.org/W2774595318","https://openalex.org/W2780406317","https://openalex.org/W2782742812","https://openalex.org/W2789263499","https://openalex.org/W2789405844","https://openalex.org/W2790625295","https://openalex.org/W2792286928","https://openalex.org/W2793062918","https://openalex.org/W2793260526","https://openalex.org/W2796238274","https://openalex.org/W2796687587","https://openalex.org/W2799972844","https://openalex.org/W2801767846","https://openalex.org/W2803978172","https://openalex.org/W2810292802","https://openalex.org/W2884545809","https://openalex.org/W2885732902","https://openalex.org/W2886794804","https://openalex.org/W2896784509","https://openalex.org/W2897557170","https://openalex.org/W2900529838","https://openalex.org/W2903936867","https://openalex.org/W2904460913","https://openalex.org/W2905653303","https://openalex.org/W2907356981","https://openalex.org/W2907460853","https://openalex.org/W2907877223","https://openalex.org/W2908544555","https://openalex.org/W2908831920","https://openalex.org/W2908875359","https://openalex.org/W2908950202","https://openalex.org/W2910482310","https://openalex.org/W2910660149","https://openalex.org/W2910881901","https://openalex.org/W2911247402","https://openalex.org/W2920879126","https://openalex.org/W2932010661","https://openalex.org/W2938508220","https://openalex.org/W2944676531","https://openalex.org/W2947934595","https://openalex.org/W2952193749","https://openalex.org/W2958041981","https://openalex.org/W2961350108","https://openalex.org/W2963684088","https://openalex.org/W2963876951","https://openalex.org/W2964199361","https://openalex.org/W2966008650","https://openalex.org/W2971114125","https://openalex.org/W2972137370","https://openalex.org/W2972561355","https://openalex.org/W2973093569","https://openalex.org/W2978834409","https://openalex.org/W2981037163","https://openalex.org/W2984331380","https://openalex.org/W2987198020","https://openalex.org/W2992148407","https://openalex.org/W2994638732","https://openalex.org/W2995228763","https://openalex.org/W2995758361","https://openalex.org/W2996521480","https://openalex.org/W2998227980","https://openalex.org/W2998506103","https://openalex.org/W2999053608","https://openalex.org/W2999523445","https://openalex.org/W3004144479","https://openalex.org/W3007383173","https://openalex.org/W3009075394","https://openalex.org/W3010238509","https://openalex.org/W3010836948","https://openalex.org/W3011860517","https://openalex.org/W3012075351","https://openalex.org/W3013846914","https://openalex.org/W3016823048","https://openalex.org/W3020975691","https://openalex.org/W3022112205","https://openalex.org/W3023802502","https://openalex.org/W3025787433","https://openalex.org/W3025967384","https://openalex.org/W3036880972","https://openalex.org/W3038429912","https://openalex.org/W3040694753","https://openalex.org/W3042854933","https://openalex.org/W3046805716","https://openalex.org/W3048160986","https://openalex.org/W3082215993","https://openalex.org/W3083789190","https://openalex.org/W3085700062","https://openalex.org/W3092601199","https://openalex.org/W3095158598","https://openalex.org/W3100533721","https://openalex.org/W3123084659","https://openalex.org/W3128575840","https://openalex.org/W3132921282","https://openalex.org/W3134445227","https://openalex.org/W3137613462","https://openalex.org/W3147229768","https://openalex.org/W3157014111","https://openalex.org/W3158937816","https://openalex.org/W3159996158","https://openalex.org/W3162715830","https://openalex.org/W3163732491","https://openalex.org/W3165797086","https://openalex.org/W3173407600","https://openalex.org/W3174959864","https://openalex.org/W3175326495","https://openalex.org/W3177078637","https://openalex.org/W3177628906","https://openalex.org/W3177862163","https://openalex.org/W3182722823","https://openalex.org/W3185016559","https://openalex.org/W3187851387","https://openalex.org/W3187947697","https://openalex.org/W3198299806","https://openalex.org/W3201907027","https://openalex.org/W3201953627","https://openalex.org/W3207484978","https://openalex.org/W3210944650","https://openalex.org/W3214366691","https://openalex.org/W3215567741","https://openalex.org/W4200488314","https://openalex.org/W4205441678","https://openalex.org/W4205522416","https://openalex.org/W4205633041","https://openalex.org/W4206138880","https://openalex.org/W4206918781","https://openalex.org/W4211007335","https://openalex.org/W4213025374","https://openalex.org/W4220774755","https://openalex.org/W4220981648","https://openalex.org/W4221014751","https://openalex.org/W4221140829","https://openalex.org/W4224252567","https://openalex.org/W4225678079","https://openalex.org/W4226069359","https://openalex.org/W4226395004","https://openalex.org/W4226461442","https://openalex.org/W4281627474","https://openalex.org/W4281874603","https://openalex.org/W4283726963","https://openalex.org/W4285187956","https://openalex.org/W4285326654","https://openalex.org/W4286656589","https://openalex.org/W4288420469","https://openalex.org/W4289654476","https://openalex.org/W4289792728","https://openalex.org/W4291890346","https://openalex.org/W4293099866","https://openalex.org/W4294167279","https://openalex.org/W4294643831","https://openalex.org/W4295832144","https://openalex.org/W4296875160","https://openalex.org/W4299551335","https://openalex.org/W4300747261","https://openalex.org/W4306811603","https://openalex.org/W4306928153","https://openalex.org/W4307290295","https://openalex.org/W4307897928","https://openalex.org/W4309333726","https://openalex.org/W4309835949","https://openalex.org/W4310416492","https://openalex.org/W4310664605","https://openalex.org/W4311967045","https://openalex.org/W4312156470","https://openalex.org/W4312652555","https://openalex.org/W4313002136","https://openalex.org/W4313124175","https://openalex.org/W4313251672","https://openalex.org/W4313529410","https://openalex.org/W4379743614","https://openalex.org/W6601419725","https://openalex.org/W6621378261","https://openalex.org/W6637568146","https://openalex.org/W6673537122","https://openalex.org/W6674989108","https://openalex.org/W6676234565","https://openalex.org/W6677792949","https://openalex.org/W6680633714","https://openalex.org/W6682240601","https://openalex.org/W6682485835","https://openalex.org/W6684408796","https://openalex.org/W6684452406","https://openalex.org/W6684859321","https://openalex.org/W6685352114","https://openalex.org/W6689176940","https://openalex.org/W6713134421","https://openalex.org/W6718971232","https://openalex.org/W6725733176","https://openalex.org/W6727832715","https://openalex.org/W6730136048","https://openalex.org/W6736412012","https://openalex.org/W6743981104","https://openalex.org/W6745560452","https://openalex.org/W6755593034","https://openalex.org/W6756476962","https://openalex.org/W6772031635","https://openalex.org/W6772805858","https://openalex.org/W6775496203","https://openalex.org/W6788699224","https://openalex.org/W6803271559","https://openalex.org/W6804364248","https://openalex.org/W6806973386","https://openalex.org/W6806995853","https://openalex.org/W6842568427","https://openalex.org/W6845733358","https://openalex.org/W6846751945","https://openalex.org/W6847224817","https://openalex.org/W6848180392","https://openalex.org/W6910546390","https://openalex.org/W7047927915"],"related_works":["https://openalex.org/W2951640941","https://openalex.org/W2389214306","https://openalex.org/W2965083567","https://openalex.org/W4235240664","https://openalex.org/W1838576100","https://openalex.org/W2757182831","https://openalex.org/W2095886385","https://openalex.org/W2089704382","https://openalex.org/W4360585628","https://openalex.org/W4252323845"],"abstract_inverted_index":{"Early":[0],"detection":[1],"of":[2,8],"faulty":[3],"patterns":[4],"and":[5,18,24,47,60,90,103],"timely":[6],"scheduling":[7],"maintenance":[9],"events":[10],"can":[11],"minimize":[12],"risk":[13],"to":[14,35,58,107],"the":[15,33,37,52,72,96,100,104,109],"underlying":[16],"processes":[17],"increase":[19],"a":[20,64],"system\u2019s":[21,65],"lifespan,":[22],"reliability,":[23],"availability.":[25],"Two":[26],"main":[27],"data-driven":[28,74],"approaches":[29,102],"are":[30],"used":[31],"in":[32,63,80],"literature":[34],"determine":[36],"Remaining":[38],"Useful":[39],"Life":[40],"(RUL):":[41],"direct":[42],"calculation":[43],"from":[44,54],"raw":[45],"data":[46],"indirect":[48],"analysis":[49],"by":[50,83],"revealing":[51],"transitions":[53],"one":[55],"latent":[56],"state":[57],"another":[59],"highlighting":[61],"degradation":[62],"Health":[66],"Indices.":[67],"The":[68],"present":[69],"study":[70],"discusses":[71],"state-of-the-art":[73],"methods":[75],"introduced":[76],"for":[77],"RUL":[78],"prediction":[79],"predictive":[81],"maintenance,":[82],"looking":[84],"at":[85],"their":[86],"capabilities,":[87],"scalability,":[88],"performance,":[89],"weaknesses.":[91],"We":[92],"will":[93],"also":[94],"discuss":[95],"challenges":[97],"faced":[98],"with":[99],"current":[101,110],"future":[105],"directions":[106],"tackle":[108],"limitations.":[111]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":2}],"updated_date":"2026-08-12T07:12:00.856984","created_date":"2025-10-10T00:00:00"}
