{"id":"https://openalex.org/W4413159546","doi":"https://doi.org/10.1109/sose66311.2025.11083831","title":"Integrating Digital Twins and Machine Learning for Enhanced Predictive Maintenance, Real-Time Analytics, and Cost Savings: A Review","display_name":"Integrating Digital Twins and Machine Learning for Enhanced Predictive Maintenance, Real-Time Analytics, and Cost Savings: A Review","publication_year":2025,"publication_date":"2025-06-08","ids":{"openalex":"https://openalex.org/W4413159546","doi":"https://doi.org/10.1109/sose66311.2025.11083831"},"language":"en","primary_location":{"id":"doi:10.1109/sose66311.2025.11083831","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sose66311.2025.11083831","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 20th Annual System of Systems Engineering Conference (SoSE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119285631","display_name":"Eduart Torba","orcid":null},"institutions":[{"id":"https://openalex.org/I193184871","display_name":"Polytechnic University of Tirana","ror":"https://ror.org/05aec4025","country_code":"AL","type":"education","lineage":["https://openalex.org/I193184871"]}],"countries":["AL"],"is_corresponding":true,"raw_author_name":"Eduart Torba","raw_affiliation_strings":["Polytechnic University of Tirana,Department of Computer Engineering,Tirana,Albania"],"affiliations":[{"raw_affiliation_string":"Polytechnic University of Tirana,Department of Computer Engineering,Tirana,Albania","institution_ids":["https://openalex.org/I193184871"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114372039","display_name":"Alba Merdani","orcid":null},"institutions":[{"id":"https://openalex.org/I193184871","display_name":"Polytechnic University of Tirana","ror":"https://ror.org/05aec4025","country_code":"AL","type":"education","lineage":["https://openalex.org/I193184871"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Alba Merdani","raw_affiliation_strings":["Polytechnic University of Tirana,Department of Computer Engineering,Tirana,Albania"],"affiliations":[{"raw_affiliation_string":"Polytechnic University of Tirana,Department of Computer Engineering,Tirana,Albania","institution_ids":["https://openalex.org/I193184871"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017906774","display_name":"Enida Sheme","orcid":"https://orcid.org/0000-0002-9918-0907"},"institutions":[{"id":"https://openalex.org/I193184871","display_name":"Polytechnic University of Tirana","ror":"https://ror.org/05aec4025","country_code":"AL","type":"education","lineage":["https://openalex.org/I193184871"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Enida Sheme","raw_affiliation_strings":["Polytechnic University of Tirana,Department of Computer Engineering,Tirana,Albania"],"affiliations":[{"raw_affiliation_string":"Polytechnic University of Tirana,Department of Computer Engineering,Tirana,Albania","institution_ids":["https://openalex.org/I193184871"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5119285631"],"corresponding_institution_ids":["https://openalex.org/I193184871"],"apc_list":null,"apc_paid":null,"fwci":2.2984,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.8980588,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9574999809265137,"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":0.9574999809265137,"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.9072999954223633,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9047999978065491,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7181349992752075},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.7017086744308472},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.589052140712738},{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"Predictive maintenance","score":0.553756058216095},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4137422442436218},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.35821211338043213},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3576129078865051},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34725064039230347},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.155711829662323},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13310611248016357}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7181349992752075},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7017086744308472},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.589052140712738},{"id":"https://openalex.org/C70452415","wikidata":"https://www.wikidata.org/wiki/Q3182448","display_name":"Predictive maintenance","level":2,"score":0.553756058216095},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4137422442436218},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.35821211338043213},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3576129078865051},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34725064039230347},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.155711829662323},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13310611248016357}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sose66311.2025.11083831","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sose66311.2025.11083831","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 20th Annual System of Systems Engineering Conference (SoSE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.4300000071525574,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2757958387","https://openalex.org/W2570647323","https://openalex.org/W2206805568","https://openalex.org/W2076942471","https://openalex.org/W2863268765","https://openalex.org/W3027285423","https://openalex.org/W2953421802","https://openalex.org/W4405135522","https://openalex.org/W2896245927","https://openalex.org/W4412916060"],"abstract_inverted_index":{"Digital":[0],"Twins":[1],"(DTs)":[2],"have":[3],"emerged":[4],"as":[5,109],"a":[6,62],"powerful":[7],"approach":[8],"for":[9],"creating":[10],"virtual":[11,31],"representations":[12],"of":[13,54,88],"physical":[14],"systems":[15],"and":[16,22,42,68,79,82,112,125,132],"assets,":[17],"enabling":[18],"real-time":[19,40],"monitoring,":[20],"control,":[21],"optimization.":[23],"When":[24],"combined":[25],"with":[26,61],"Machine":[27],"Learning":[28],"(ML),":[29],"these":[30],"replicas":[32],"can":[33,91],"unlock":[34],"new":[35],"possibilities":[36],"in":[37,58],"predictive":[38],"maintenance,":[39],"analytics,":[41],"cost-efficient":[43],"operations":[44],"across":[45],"multiple":[46],"industries.":[47],"This":[48],"paper":[49],"offers":[50],"an":[51],"in-depth":[52],"review":[53],"the":[55,86,93],"latest":[56],"developments":[57],"DT-ML":[59],"integration,":[60],"particular":[63],"focus":[64],"on":[65],"manufacturing,":[66],"healthcare,":[67],"smart":[69],"city":[70],"applications.":[71],"We":[72],"highlight":[73],"challenges":[74],"related":[75],"to":[76,98,128],"scalability,":[77],"privacy,":[78],"data":[80,96],"quality,":[81],"we":[83],"examine":[84],"how":[85],"Internet":[87],"Things":[89],"(IoT)":[90],"supply":[92],"continuous,":[94],"high-volume":[95],"needed":[97],"support":[99],"ML-driven":[100],"insights.":[101],"The":[102],"discussion":[103],"also":[104],"covers":[105],"typical":[106],"performance":[107],"metrics\u2014such":[108],"accuracy,":[110],"latency,":[111],"resource":[113],"savings\u2014and":[114],"explores":[115],"ongoing":[116],"research":[117],"directions":[118],"that":[119],"use":[120],"edge":[121],"computing,":[122],"quantum":[123],"ML,":[124],"multi-agent":[126],"methods":[127],"build":[129],"more":[130],"adaptable":[131],"sustainable":[133],"systems.":[134]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-10-10T00:00:00"}
