{"id":"https://openalex.org/W3188842954","doi":"https://doi.org/10.1109/access.2021.3101284","title":"Data-Driven Remaining Useful Life Estimation for Milling Process: Sensors, Algorithms, Datasets, and Future Directions","display_name":"Data-Driven Remaining Useful Life Estimation for Milling Process: Sensors, Algorithms, Datasets, and Future Directions","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3188842954","doi":"https://doi.org/10.1109/access.2021.3101284","mag":"3188842954"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3101284","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3101284","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09502093.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/ielx7/6287639/9312710/09502093.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034054337","display_name":"Sameer Sayyad","orcid":"https://orcid.org/0000-0001-5895-5350"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sameer Sayyad","raw_affiliation_strings":["Symbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, India"],"raw_orcid":"https://orcid.org/0000-0001-5895-5350","affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003928961","display_name":"Satish Kumar","orcid":"https://orcid.org/0000-0001-6788-0952"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Satish Kumar","raw_affiliation_strings":["Symbiosis Centre for Applied Artificial Intelligence, Symbiosis International (Deemed University), Pune, India"],"raw_orcid":"https://orcid.org/0000-0001-6788-0952","affiliations":[{"raw_affiliation_string":"Symbiosis Centre for Applied Artificial Intelligence, Symbiosis International (Deemed University), Pune, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046638598","display_name":"Arunkumar Bongale","orcid":"https://orcid.org/0000-0002-1942-9179"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arunkumar Bongale","raw_affiliation_strings":["Symbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, India"],"raw_orcid":"https://orcid.org/0000-0002-1942-9179","affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063250428","display_name":"Pooja Kamat","orcid":"https://orcid.org/0000-0002-7597-0197"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pooja Kamat","raw_affiliation_strings":["Symbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, India"],"raw_orcid":"https://orcid.org/0000-0002-7597-0197","affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Technology, Symbiosis International (Deemed University), Pune, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025236262","display_name":"Shruti Patil","orcid":"https://orcid.org/0000-0002-4903-1540"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shruti Patil","raw_affiliation_strings":["Symbiosis Centre for Applied Artificial Intelligence, Symbiosis International (Deemed University), Pune, India"],"raw_orcid":"https://orcid.org/0000-0002-4903-1540","affiliations":[{"raw_affiliation_string":"Symbiosis Centre for Applied Artificial Intelligence, Symbiosis International (Deemed University), Pune, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077770842","display_name":"Ketan Kotecha","orcid":"https://orcid.org/0000-0003-2653-3780"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ketan Kotecha","raw_affiliation_strings":["Symbiosis Centre for Applied Artificial Intelligence, Symbiosis International (Deemed University), Pune, India"],"raw_orcid":"https://orcid.org/0000-0003-2653-3780","affiliations":[{"raw_affiliation_string":"Symbiosis Centre for Applied Artificial Intelligence, Symbiosis International (Deemed University), Pune, India","institution_ids":["https://openalex.org/I244572783"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I244572783"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":6.3492,"has_fulltext":true,"cited_by_count":142,"citation_normalized_percentile":{"value":0.97617218,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"9","issue":null,"first_page":"110255","last_page":"110286"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.9872999787330627,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.9872999787330627,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10188","display_name":"Advanced machining processes and optimization","score":0.9866999983787537,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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":0.9818000197410583,"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/prognostics","display_name":"Prognostics","score":0.8101099729537964},{"id":"https://openalex.org/keywords/downtime","display_name":"Downtime","score":0.794815182685852},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6894783973693848},{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"Predictive maintenance","score":0.6533416509628296},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5573364496231079},{"id":"https://openalex.org/keywords/credibility","display_name":"Credibility","score":0.4782399535179138},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35871803760528564},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3566766381263733},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3465723991394043},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20695334672927856}],"concepts":[{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.8101099729537964},{"id":"https://openalex.org/C180591934","wikidata":"https://www.wikidata.org/wiki/Q1253369","display_name":"Downtime","level":2,"score":0.794815182685852},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6894783973693848},{"id":"https://openalex.org/C70452415","wikidata":"https://www.wikidata.org/wiki/Q3182448","display_name":"Predictive maintenance","level":2,"score":0.6533416509628296},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5573364496231079},{"id":"https://openalex.org/C2780224610","wikidata":"https://www.wikidata.org/wiki/Q1530061","display_name":"Credibility","level":2,"score":0.4782399535179138},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35871803760528564},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3566766381263733},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3465723991394043},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20695334672927856},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2021.3101284","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3101284","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09502093.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:95c9b93cd0d44d33b4a56893c89654c3","is_oa":true,"landing_page_url":"https://doaj.org/article/95c9b93cd0d44d33b4a56893c89654c3","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 9, Pp 110255-110286 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3101284","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3101284","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09502093.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":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.5199999809265137}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324099","display_name":"Russian Science Foundation","ror":"https://ror.org/03y2gwe85"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3188842954.pdf","grobid_xml":"https://content.openalex.org/works/W3188842954.grobid-xml"},"referenced_works_count":224,"referenced_works":["https://openalex.org/W46713564","https://openalex.org/W60801063","https://openalex.org/W137364564","https://openalex.org/W198102743","https://openalex.org/W754002453","https://openalex.org/W1028870248","https://openalex.org/W1178595422","https://openalex.org/W1967640926","https://openalex.org/W1969885214","https://openalex.org/W1972056001","https://openalex.org/W1973479775","https://openalex.org/W1981535490","https://openalex.org/W1984994670","https://openalex.org/W1985925863","https://openalex.org/W1996448160","https://openalex.org/W2000204446","https://openalex.org/W2003947476","https://openalex.org/W2012380489","https://openalex.org/W2020097225","https://openalex.org/W2021815137","https://openalex.org/W2025031481","https://openalex.org/W2031235577","https://openalex.org/W2036335572","https://openalex.org/W2036394559","https://openalex.org/W2038011913","https://openalex.org/W2038499701","https://openalex.org/W2038546740","https://openalex.org/W2042311265","https://openalex.org/W2043164977","https://openalex.org/W2043779128","https://openalex.org/W2050433780","https://openalex.org/W2050856691","https://openalex.org/W2051581867","https://openalex.org/W2055873761","https://openalex.org/W2059824413","https://openalex.org/W2062167668","https://openalex.org/W2064601398","https://openalex.org/W2068530255","https://openalex.org/W2069143585","https://openalex.org/W2069262928","https://openalex.org/W2075753070","https://openalex.org/W2077202034","https://openalex.org/W2079859124","https://openalex.org/W2082328063","https://openalex.org/W2092614991","https://openalex.org/W2098386318","https://openalex.org/W2104483371","https://openalex.org/W2106544870","https://openalex.org/W2107074288","https://openalex.org/W2113227534","https://openalex.org/W2123367805","https://openalex.org/W2145340749","https://openalex.org/W2146066328","https://openalex.org/W2155832827","https://openalex.org/W2164660504","https://openalex.org/W2171119802","https://openalex.org/W2185488195","https://openalex.org/W2192602381","https://openalex.org/W2210241225","https://openalex.org/W2298321445","https://openalex.org/W2299550941","https://openalex.org/W2321274876","https://openalex.org/W2323950732","https://openalex.org/W2328831662","https://openalex.org/W2344695726","https://openalex.org/W2345980206","https://openalex.org/W2411149632","https://openalex.org/W2414045041","https://openalex.org/W2417156194","https://openalex.org/W2419225421","https://openalex.org/W2463813940","https://openalex.org/W2470550866","https://openalex.org/W2482127302","https://openalex.org/W2489692225","https://openalex.org/W2506398495","https://openalex.org/W2549972263","https://openalex.org/W2568662015","https://openalex.org/W2570013794","https://openalex.org/W2585345106","https://openalex.org/W2591055632","https://openalex.org/W2594523112","https://openalex.org/W2596408346","https://openalex.org/W2599646198","https://openalex.org/W2603066586","https://openalex.org/W2604239129","https://openalex.org/W2612904117","https://openalex.org/W2617149661","https://openalex.org/W2728797517","https://openalex.org/W2737527206","https://openalex.org/W2766291668","https://openalex.org/W2766440025","https://openalex.org/W2766901739","https://openalex.org/W2772084711","https://openalex.org/W2773549135","https://openalex.org/W2774149643","https://openalex.org/W2782812883","https://openalex.org/W2783445774","https://openalex.org/W2789766078","https://openalex.org/W2790625295","https://openalex.org/W2791168136","https://openalex.org/W2792872702","https://openalex.org/W2793471602","https://openalex.org/W2793500099","https://openalex.org/W2797599556","https://openalex.org/W2799972844","https://openalex.org/W2801346558","https://openalex.org/W2803439482","https://openalex.org/W2809024381","https://openalex.org/W2811131765","https://openalex.org/W2887044785","https://openalex.org/W2891178651","https://openalex.org/W2891452743","https://openalex.org/W2891833296","https://openalex.org/W2900438754","https://openalex.org/W2901112046","https://openalex.org/W2902443160","https://openalex.org/W2903064180","https://openalex.org/W2903808828","https://openalex.org/W2904929882","https://openalex.org/W2906095651","https://openalex.org/W2907864265","https://openalex.org/W2910482310","https://openalex.org/W2912672771","https://openalex.org/W2917169831","https://openalex.org/W2920877282","https://openalex.org/W2921518692","https://openalex.org/W2945078999","https://openalex.org/W2945357379","https://openalex.org/W2950380591","https://openalex.org/W2952450741","https://openalex.org/W2953521532","https://openalex.org/W2956342231","https://openalex.org/W2961333734","https://openalex.org/W2962668645","https://openalex.org/W2963125461","https://openalex.org/W2963672486","https://openalex.org/W2964248614","https://openalex.org/W2965470424","https://openalex.org/W2967701409","https://openalex.org/W2971197653","https://openalex.org/W2971396385","https://openalex.org/W2975761873","https://openalex.org/W2979716168","https://openalex.org/W2981731882","https://openalex.org/W2982127434","https://openalex.org/W2985380938","https://openalex.org/W2986110703","https://openalex.org/W2986184046","https://openalex.org/W2988017727","https://openalex.org/W2992923261","https://openalex.org/W2996474278","https://openalex.org/W2996521480","https://openalex.org/W2997308049","https://openalex.org/W2997905955","https://openalex.org/W3002198744","https://openalex.org/W3005770759","https://openalex.org/W3006450303","https://openalex.org/W3006501489","https://openalex.org/W3011727199","https://openalex.org/W3015845567","https://openalex.org/W3016258185","https://openalex.org/W3022112205","https://openalex.org/W3023371261","https://openalex.org/W3031790649","https://openalex.org/W3037262496","https://openalex.org/W3037659411","https://openalex.org/W3040266569","https://openalex.org/W3040694753","https://openalex.org/W3042756942","https://openalex.org/W3043994451","https://openalex.org/W3046357546","https://openalex.org/W3046805716","https://openalex.org/W3047494721","https://openalex.org/W3082556289","https://openalex.org/W3083829175","https://openalex.org/W3085619662","https://openalex.org/W3088128624","https://openalex.org/W3088991213","https://openalex.org/W3092273550","https://openalex.org/W3093025823","https://openalex.org/W3094539536","https://openalex.org/W3097170108","https://openalex.org/W3100533721","https://openalex.org/W3103713909","https://openalex.org/W3107105815","https://openalex.org/W3109121311","https://openalex.org/W3114632476","https://openalex.org/W3114814413","https://openalex.org/W3116103134","https://openalex.org/W3119081482","https://openalex.org/W3119499551","https://openalex.org/W3122095456","https://openalex.org/W3122175177","https://openalex.org/W3130052162","https://openalex.org/W3132280229","https://openalex.org/W3134533001","https://openalex.org/W3134550335","https://openalex.org/W3136067485","https://openalex.org/W3138116568","https://openalex.org/W3197347140","https://openalex.org/W4231903515","https://openalex.org/W4243012846","https://openalex.org/W4244537467","https://openalex.org/W4255194483","https://openalex.org/W4289123308","https://openalex.org/W4298135002","https://openalex.org/W4302369407","https://openalex.org/W6745730051","https://openalex.org/W6756943755","https://openalex.org/W6758354414","https://openalex.org/W6758682305","https://openalex.org/W6766510680","https://openalex.org/W6767850546","https://openalex.org/W6770935282","https://openalex.org/W6772031635","https://openalex.org/W6778747846","https://openalex.org/W6781283798","https://openalex.org/W6781592217","https://openalex.org/W6785511501","https://openalex.org/W6786338867","https://openalex.org/W6788767059","https://openalex.org/W6790779459","https://openalex.org/W6791741230","https://openalex.org/W7027560400"],"related_works":["https://openalex.org/W1601861909","https://openalex.org/W4362496992","https://openalex.org/W2557573737","https://openalex.org/W3045935064","https://openalex.org/W1516451032","https://openalex.org/W2383842997","https://openalex.org/W2143585755","https://openalex.org/W2028839796","https://openalex.org/W2944342107","https://openalex.org/W102856357"],"abstract_inverted_index":{"An":[0],"increase":[1],"in":[2,15,42,77,96,162,203,218],"unplanned":[3,47],"downtime":[4],"of":[5,29,35,61,71,82,103,116,132,138,185],"machines":[6],"disrupts":[7],"and":[8,19,107,124,157,211],"degrades":[9],"the":[10,30,33,36,68,78,100,104,114,129,142,163,183,186,194,198],"industrial":[11,43],"business,":[12],"which":[13],"results":[14],"substantial":[16],"credibility":[17],"damage":[18],"monetary":[20],"loss.":[21],"The":[22,145,166],"cutting":[23,37,62,139],"tool":[24,38,94,190],"is":[25,110,119],"a":[26,40,52,74,122],"critical":[27],"asset":[28],"milling":[31,143,176],"machine;":[32],"failure":[34],"causes":[39],"loss":[41],"productivity":[44],"due":[45],"to":[46,92,120,175,181,215],"downtime.":[48],"In":[49],"such":[50],"cases,":[51],"proper":[53],"predictive":[54,79],"maintenance":[55,80],"strategy":[56],"by":[57],"real-time":[58],"health":[59],"monitoring":[60,150],"tools":[63,140],"becomes":[64],"essential.":[65],"Accurately":[66],"predicting":[67],"useful":[69],"life":[70,95],"equipment":[72],"plays":[73],"vital":[75],"role":[76],"arena":[81],"industry":[83],"4.0.":[84],"Many":[85],"active":[86],"research":[87,213],"efforts":[88],"have":[89,147,168],"been":[90],"done":[91],"estimate":[93],"varied":[97],"directions.":[98],"However,":[99],"consolidated":[101],"study":[102],"implemented":[105],"techniques":[106,206],"future":[108,212],"pathways":[109],"still":[111],"missing.":[112],"So,":[113],"purpose":[115],"this":[117,219],"paper":[118],"provide":[121],"systematic":[123],"comprehensive":[125],"literature":[126],"survey":[127],"on":[128],"data-driven":[130,164],"approach":[131],"Remaining":[133],"Useful":[134],"Life":[135],"(RUL)":[136],"estimation":[137],"during":[141],"process.":[144],"authors":[146,167],"summarized":[148],"different":[149],"techniques,":[151],"feature":[152],"extraction":[153],"methods,":[154],"decision-making":[155],"models,":[156],"available":[158,172],"sensors":[159],"currently":[160],"used":[161],"model.":[165],"also":[169],"presented":[170],"publicly":[171],"datasets":[173],"related":[174],"under":[177],"various":[178],"operating":[179],"conditions":[180],"compare":[182],"accuracy":[184],"prediction":[187],"model":[188],"for":[189],"wear":[191],"estimation.":[192],"Finally,":[193],"article":[195],"concluded":[196],"with":[197],"challenges,":[199],"limitations,":[200],"recent":[201],"advancements":[202],"RUL":[204],"prognostics":[205],"using":[207],"Artificial":[208],"Intelligence":[209],"(AI),":[210],"scope":[214],"explore":[216],"more":[217],"area.":[220]},"counts_by_year":[{"year":2026,"cited_by_count":23},{"year":2025,"cited_by_count":40},{"year":2024,"cited_by_count":33},{"year":2023,"cited_by_count":27},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":3}],"updated_date":"2026-07-31T08:31:51.225901","created_date":"2025-10-10T00:00:00"}
