{"id":"https://openalex.org/W4288884610","doi":"https://doi.org/10.1155/2022/6129995","title":"Digital Twin-Driven Machine Condition Monitoring: A Literature Review","display_name":"Digital Twin-Driven Machine Condition Monitoring: A Literature Review","publication_year":2022,"publication_date":"2022-07-30","ids":{"openalex":"https://openalex.org/W4288884610","doi":"https://doi.org/10.1155/2022/6129995"},"language":"en","primary_location":{"id":"doi:10.1155/2022/6129995","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/6129995","pdf_url":"https://downloads.hindawi.com/journals/js/2022/6129995.pdf","source":{"id":"https://openalex.org/S96783963","display_name":"Journal of Sensors","issn_l":"1687-725X","issn":["1687-725X","1687-7268"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Sensors","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/js/2022/6129995.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100689165","display_name":"He Liu","orcid":"https://orcid.org/0000-0002-6120-5144"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"He Liu","raw_affiliation_strings":["College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China"],"raw_orcid":"https://orcid.org/0000-0002-6120-5144","affiliations":[{"raw_affiliation_string":"College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019003956","display_name":"Min Xia","orcid":"https://orcid.org/0000-0001-8057-9654"},"institutions":[{"id":"https://openalex.org/I67415387","display_name":"Lancaster University","ror":"https://ror.org/04f2nsd36","country_code":"GB","type":"education","lineage":["https://openalex.org/I67415387"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Min Xia","raw_affiliation_strings":["Department of Engineering, Lancaster University, Lancaster LA1 4YW, UK"],"raw_orcid":"https://orcid.org/0000-0001-8057-9654","affiliations":[{"raw_affiliation_string":"Department of Engineering, Lancaster University, Lancaster LA1 4YW, UK","institution_ids":["https://openalex.org/I67415387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086986136","display_name":"Darren L. Williams","orcid":"https://orcid.org/0000-0002-2247-7454"},"institutions":[{"id":"https://openalex.org/I169635715","display_name":"The Welding Institute","ror":"https://ror.org/03kchyj69","country_code":"GB","type":"facility","lineage":["https://openalex.org/I169635715"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Darren Williams","raw_affiliation_strings":["The Welding Institute, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Welding Institute, UK","institution_ids":["https://openalex.org/I169635715"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062894841","display_name":"Jianzhong Sun","orcid":"https://orcid.org/0000-0003-1806-7388"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianzhong Sun","raw_affiliation_strings":["College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065067795","display_name":"Hongsheng Yan","orcid":"https://orcid.org/0000-0001-8675-6121"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongsheng Yan","raw_affiliation_strings":["College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China"],"raw_orcid":"https://orcid.org/0000-0001-8675-6121","affiliations":[{"raw_affiliation_string":"College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China","institution_ids":["https://openalex.org/I9842412"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5019003956"],"corresponding_institution_ids":["https://openalex.org/I67415387"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":5.9628,"has_fulltext":true,"cited_by_count":53,"citation_normalized_percentile":{"value":0.9645882,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"2022","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10763","display_name":"Digital Transformation in Industry","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.968999981880188,"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/T13690","display_name":"Quality and Safety in Healthcare","score":0.9537000060081482,"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":0.57203209400177},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5696314573287964},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.5288746356964111},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4797274172306061},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.464013934135437},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.46097058057785034},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.41895830631256104},{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"Predictive maintenance","score":0.41772350668907166},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3955751061439514},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.3863756060600281},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.30807965993881226},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2693746089935303},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10203579068183899},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.10140126943588257},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.07820433378219604}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.57203209400177},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5696314573287964},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.5288746356964111},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4797274172306061},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.464013934135437},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.46097058057785034},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.41895830631256104},{"id":"https://openalex.org/C70452415","wikidata":"https://www.wikidata.org/wiki/Q3182448","display_name":"Predictive maintenance","level":2,"score":0.41772350668907166},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3955751061439514},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3863756060600281},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.30807965993881226},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2693746089935303},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10203579068183899},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.10140126943588257},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.07820433378219604},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2022/6129995","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/6129995","pdf_url":"https://downloads.hindawi.com/journals/js/2022/6129995.pdf","source":{"id":"https://openalex.org/S96783963","display_name":"Journal of Sensors","issn_l":"1687-725X","issn":["1687-725X","1687-7268"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Sensors","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:53f0e975495e46ce8700199de6adb297","is_oa":false,"landing_page_url":"https://doaj.org/article/53f0e975495e46ce8700199de6adb297","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Sensors, Vol 2022 (2022)","raw_type":"article"},{"id":"pmh:oai:eprints.lancs.ac.uk:174314","is_oa":false,"landing_page_url":"https://eprints.lancs.ac.uk/id/eprint/174314/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401916","display_name":"Lancaster EPrints (Lancaster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67415387","host_organization_name":"Lancaster University","host_organization_lineage":["https://openalex.org/I67415387"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1155/2022/6129995","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/6129995","pdf_url":"https://downloads.hindawi.com/journals/js/2022/6129995.pdf","source":{"id":"https://openalex.org/S96783963","display_name":"Journal of Sensors","issn_l":"1687-725X","issn":["1687-725X","1687-7268"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G1819865479","display_name":"Intelligent Advanced Additive Manufacturing - Enabling Dynamic Process Efficiency (iAM-3DPO)","funder_award_id":"76940","funder_id":"https://openalex.org/F4320335087","funder_display_name":"Innovate UK"}],"funders":[{"id":"https://openalex.org/F4320335087","display_name":"Innovate UK","ror":"https://ror.org/05ar5fy68"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4288884610.pdf","grobid_xml":"https://content.openalex.org/works/W4288884610.grobid-xml"},"referenced_works_count":71,"referenced_works":["https://openalex.org/W72547899","https://openalex.org/W1992397692","https://openalex.org/W2046074714","https://openalex.org/W2222248496","https://openalex.org/W2500063763","https://openalex.org/W2579850834","https://openalex.org/W2586961950","https://openalex.org/W2727144783","https://openalex.org/W2749621242","https://openalex.org/W2767230009","https://openalex.org/W2804780212","https://openalex.org/W2808904300","https://openalex.org/W2883267225","https://openalex.org/W2889291793","https://openalex.org/W2889299512","https://openalex.org/W2893738561","https://openalex.org/W2898079602","https://openalex.org/W2900089400","https://openalex.org/W2912589244","https://openalex.org/W2914274982","https://openalex.org/W2919988173","https://openalex.org/W2946800729","https://openalex.org/W2966906878","https://openalex.org/W2968519618","https://openalex.org/W2974598035","https://openalex.org/W2974691012","https://openalex.org/W2982936646","https://openalex.org/W2985865330","https://openalex.org/W2986609261","https://openalex.org/W2997121960","https://openalex.org/W3003895975","https://openalex.org/W3013574094","https://openalex.org/W3028148422","https://openalex.org/W3034523461","https://openalex.org/W3037414163","https://openalex.org/W3042091195","https://openalex.org/W3043679992","https://openalex.org/W3047093065","https://openalex.org/W3048347447","https://openalex.org/W3075134243","https://openalex.org/W3076565486","https://openalex.org/W3083178807","https://openalex.org/W3087697163","https://openalex.org/W3092012490","https://openalex.org/W3093380613","https://openalex.org/W3095741271","https://openalex.org/W3110137120","https://openalex.org/W3118904999","https://openalex.org/W3126618193","https://openalex.org/W3129054759","https://openalex.org/W3132706507","https://openalex.org/W3157777676","https://openalex.org/W3174872176","https://openalex.org/W3181692541","https://openalex.org/W3188815686","https://openalex.org/W3199104939","https://openalex.org/W3199834063","https://openalex.org/W3207857242","https://openalex.org/W3207985071","https://openalex.org/W3213039526","https://openalex.org/W3216495356","https://openalex.org/W4205976852","https://openalex.org/W4206073794","https://openalex.org/W4210349096","https://openalex.org/W4210628475","https://openalex.org/W4211067021","https://openalex.org/W4212788917","https://openalex.org/W4212832959","https://openalex.org/W4220831070","https://openalex.org/W4226361761","https://openalex.org/W4229930130"],"related_works":["https://openalex.org/W2381850946","https://openalex.org/W4380449851","https://openalex.org/W3125091513","https://openalex.org/W2951640941","https://openalex.org/W591863984","https://openalex.org/W4248383205","https://openalex.org/W4234745530","https://openalex.org/W2146383839","https://openalex.org/W4360585628","https://openalex.org/W4252323845"],"abstract_inverted_index":{"Digital":[0],"twin":[1],"(DT),":[2],"aiming":[3],"to":[4,56],"characterise":[5],"behaviors":[6],"of":[7,27,34,47,64,79,86,101,121,129,135],"physical":[8],"entities":[9],"by":[10],"leveraging":[11],"the":[12,25,28,62,74,127,133,150],"virtual":[13],"replica":[14],"in":[15,36,81,107,154],"real":[16],"time,":[17],"is":[18,105,124],"an":[19],"emerging":[20],"technology":[21],"and":[22,76,93,114,132,141,152,163],"paradigm":[23],"at":[24],"forefront":[26],"Industry":[29],"4.0":[30],"revolution.":[31],"The":[32,84,99,118],"implementation":[33,119],"DT":[35,80,102,130],"predictive":[37,48],"maintenance":[38,115],"has":[39,53],"facilitated":[40],"its":[41],"growth.":[42],"As":[43],"a":[44,70],"major":[45],"component":[46],"maintenance,":[49],"condition":[50],"monitoring":[51,136],"(CM)":[52],"great":[54],"potential":[55],"combine":[57],"with":[58],"DT.":[59],"To":[60],"describe":[61],"state-of-the-art":[63],"DT-driven":[65,122],"CM,":[66],"this":[67],"paper":[68],"delivers":[69],"systematic":[71],"review":[72],"on":[73],"theoretical":[75],"practical":[77],"development":[78],"advancing":[82],"CM.":[83],"evolution":[85],"concepts,":[87],"main":[88],"research":[89,145],"areas,":[90],"applied":[91],"domains,":[92],"related":[94],"key":[95],"technologies":[96],"are":[97,146],"summarised.":[98],"driver":[100],"for":[103,143],"CM":[104,123],"detailed":[106],"three":[108],"aspects:":[109],"data":[110,155],"support,":[111],"capability":[112],"enhancement,":[113],"mode":[116],"shift.":[117],"process":[120],"introduced":[125],"from":[126],"classification":[128],"modelling":[131],"extension":[134],"algorithms.":[137],"Finally,":[138],"current":[139],"challenges":[140],"opportunities":[142],"future":[144],"discussed":[147],"especially":[148],"concerning":[149],"barriers":[151],"gaps":[153],"management,":[156],"high-fidelity":[157],"modelling,":[158],"behavior":[159],"characterisation,":[160],"framework":[161],"standardisation,":[162],"uncertainty":[164],"quantification.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":10}],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2025-10-10T00:00:00"}
