{"id":"https://openalex.org/W4297003446","doi":"https://doi.org/10.1080/00207543.2022.2122620","title":"Predictive models in digital manufacturing: research, applications, and future outlook","display_name":"Predictive models in digital manufacturing: research, applications, and future outlook","publication_year":2022,"publication_date":"2022-09-23","ids":{"openalex":"https://openalex.org/W4297003446","doi":"https://doi.org/10.1080/00207543.2022.2122620"},"language":"en","primary_location":{"id":"doi:10.1080/00207543.2022.2122620","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2022.2122620","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-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/A5033746770","display_name":"Andrew Kusiak","orcid":"https://orcid.org/0000-0003-4393-1385"},"institutions":[{"id":"https://openalex.org/I126307644","display_name":"University of Iowa","ror":"https://ror.org/036jqmy94","country_code":"US","type":"education","lineage":["https://openalex.org/I126307644"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Andrew Kusiak","raw_affiliation_strings":["Department of Industrial and Systems Engineering, The University of Iowa, Iowa City, IA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Industrial and Systems Engineering, The University of Iowa, Iowa City, IA, USA","institution_ids":["https://openalex.org/I126307644"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5033746770"],"corresponding_institution_ids":["https://openalex.org/I126307644"],"apc_list":null,"apc_paid":null,"fwci":4.3258,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.94513119,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"61","issue":"17","first_page":"6052","last_page":"6062"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9940999746322632,"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":0.9940999746322632,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9847999811172485,"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/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.9767000079154968,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/realisation","display_name":"Realisation","score":0.7402440309524536},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.6014108657836914},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.5680622458457947},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5519397854804993},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.5036675333976746},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.4612201154232025},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.4595235288143158},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.4094301462173462},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.39310604333877563},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3731048107147217},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37241026759147644},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3151795268058777},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1975659728050232},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.11197969317436218}],"concepts":[{"id":"https://openalex.org/C2779462738","wikidata":"https://www.wikidata.org/wiki/Q17146409","display_name":"Realisation","level":2,"score":0.7402440309524536},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.6014108657836914},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.5680622458457947},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5519397854804993},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.5036675333976746},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.4612201154232025},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.4595235288143158},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.4094301462173462},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.39310604333877563},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3731048107147217},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37241026759147644},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3151795268058777},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1975659728050232},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.11197969317436218},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/00207543.2022.2122620","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2022.2122620","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:taf:tprsxx:v:61:y:2023:i:17:p:6052-6062","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/00207543.2022.2122620","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6000000238418579,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W158722652","https://openalex.org/W1979440519","https://openalex.org/W1986614398","https://openalex.org/W2025094164","https://openalex.org/W2057789106","https://openalex.org/W2060700464","https://openalex.org/W2100483895","https://openalex.org/W2137983211","https://openalex.org/W2148141231","https://openalex.org/W2762968537","https://openalex.org/W2904138018","https://openalex.org/W2919932305","https://openalex.org/W2938632598","https://openalex.org/W2950380591","https://openalex.org/W2981731882","https://openalex.org/W3018303442","https://openalex.org/W3021818594","https://openalex.org/W3041950967","https://openalex.org/W3111020272","https://openalex.org/W3129213854","https://openalex.org/W3132452875","https://openalex.org/W3133468499","https://openalex.org/W3145482715","https://openalex.org/W3166617745","https://openalex.org/W3172157733","https://openalex.org/W3177323237","https://openalex.org/W3177767385","https://openalex.org/W3182787796","https://openalex.org/W3185234019","https://openalex.org/W3188366127","https://openalex.org/W3190214225","https://openalex.org/W3195198536","https://openalex.org/W3209303536","https://openalex.org/W3215333944","https://openalex.org/W3216065183","https://openalex.org/W3216404897","https://openalex.org/W4200415632","https://openalex.org/W4200418438","https://openalex.org/W4205963049","https://openalex.org/W4206431842","https://openalex.org/W4206842007","https://openalex.org/W4210725851","https://openalex.org/W4221036677","https://openalex.org/W4221055704","https://openalex.org/W4225966510","https://openalex.org/W4226101081","https://openalex.org/W4247245376","https://openalex.org/W4281699975","https://openalex.org/W4281784047"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2961288924","https://openalex.org/W4361193272","https://openalex.org/W4310278675","https://openalex.org/W2806259446","https://openalex.org/W2963326959","https://openalex.org/W2075250579","https://openalex.org/W4311431240","https://openalex.org/W4312407344","https://openalex.org/W2371281775"],"abstract_inverted_index":{"Data":[0],"has":[1,69],"become":[2,18,81],"a":[3,10,30,46,112],"high-value":[4],"commodity":[5],"in":[6,28,51,58,101,115,135,143,165,170],"manufacturing.":[7],"There":[8],"is":[9,34,56,111,146],"growing":[11],"realisation":[12,100],"that":[13,55,176],"the":[14,26,37,40,43,59,85,102,116,144,149,160,163,171,179],"data-driven":[15],"applications":[16],"could":[17,177],"strong":[19],"differentiators":[20],"of":[21,39,63,72,96,121,140,156,162,173],"manufacturing":[22,73,167],"enterprises.":[23],"To":[24],"guide":[25,178],"developments":[27,164],"digitisation,":[29],"widely":[31],"accepted":[32],"framework":[33,54],"needed.":[35],"In":[36,75],"absence":[38],"universal":[41],"framework,":[42],"components":[44],"making":[45],"digital":[47,90,117,166],"enterprise":[48],"are":[49,133,168],"captured":[50],"an":[52],"example":[53],"introduced":[57],"paper.":[60,137],"The":[61,138,153],"adoption":[62],"new":[64,77],"technology":[65],"and":[66,84,94,130,159],"software":[67],"solutions":[68],"increased":[70],"complexity":[71],"systems.":[74],"addition,":[76],"product":[78],"introductions":[79],"have":[80],"more":[82,87],"frequent":[83],"demand":[86],"variable.":[88],"A":[89],"space":[91],"enables":[92],"optimisation":[93],"simulation":[95],"decisions":[97],"before":[98],"their":[99],"physical":[103],"space.":[104,118],"Predictive":[105],"modelling":[106,123],"with":[107,148],"its":[108],"time":[109],"dimension":[110],"valuable":[113],"actor":[114],"Three":[119],"challenges":[120,158],"predictive":[122],"such":[124],"as":[125],"model":[126,128,131],"complexity,":[127],"interpretability,":[129],"reuse":[132],"identified":[134],"this":[136],"coverage":[139],"each":[141],"challenge":[142],"literature":[145],"illustrated":[147],"recently":[150],"published":[151],"papers.":[152],"main":[154],"aspects":[155],"these":[157],"synthesis":[161],"articulated":[169],"form":[172],"eight":[174],"observations":[175],"future":[180],"research.":[181]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":7}],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}
