{"id":"https://openalex.org/W4400949959","doi":"https://doi.org/10.7148/2024-0026","title":"Machine learning in agile manufacturing; a usecase from offshore wind turbine product lifecycle management (plm) system","display_name":"Machine learning in agile manufacturing; a usecase from offshore wind turbine product lifecycle management (plm) system","publication_year":2024,"publication_date":"2024-06-07","ids":{"openalex":"https://openalex.org/W4400949959","doi":"https://doi.org/10.7148/2024-0026"},"language":"en","primary_location":{"id":"doi:10.7148/2024-0026","is_oa":true,"landing_page_url":"https://doi.org/10.7148/2024-0026","pdf_url":"http://www.scs-europe.net/dlib/2024/ecms2024acceptedpapers/0026_bpmi_ecms2024_0065.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ECMS 2024 Proceedings edited by Daniel Grzonka, Natalia Rylko, Grazyna Suchacka, Vladimir Mityushev","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://www.scs-europe.net/dlib/2024/ecms2024acceptedpapers/0026_bpmi_ecms2024_0065.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029623521","display_name":"Mehrnoosh Nickpasand","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Mehrnoosh Nickpasand","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009774885","display_name":"Henrique M. Gaspar","orcid":"https://orcid.org/0000-0003-2128-2863"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Henrique M. Gaspar","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5105017008","display_name":"Hassan El Jaafari","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hassan El Jaafari","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5029623521"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1115,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.87984551,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"26","last_page":"33"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9595999717712402,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9595999717712402,"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/product-lifecycle","display_name":"Product lifecycle","score":0.7534893155097961},{"id":"https://openalex.org/keywords/offshore-wind-power","display_name":"Offshore wind power","score":0.7392044067382812},{"id":"https://openalex.org/keywords/agile-software-development","display_name":"Agile software development","score":0.6156643629074097},{"id":"https://openalex.org/keywords/turbine","display_name":"Turbine","score":0.5737910270690918},{"id":"https://openalex.org/keywords/application-lifecycle-management","display_name":"Application lifecycle management","score":0.5249835848808289},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.5073286890983582},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.44767770171165466},{"id":"https://openalex.org/keywords/product-data-management","display_name":"Product data management","score":0.4376852512359619},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.36662453413009644},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.36508214473724365},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.36353570222854614},{"id":"https://openalex.org/keywords/marine-engineering","display_name":"Marine engineering","score":0.33582738041877747},{"id":"https://openalex.org/keywords/new-product-development","display_name":"New product development","score":0.3043687045574188},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.21848320960998535},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1410423219203949},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.14084821939468384}],"concepts":[{"id":"https://openalex.org/C194304873","wikidata":"https://www.wikidata.org/wiki/Q1967338","display_name":"Product lifecycle","level":3,"score":0.7534893155097961},{"id":"https://openalex.org/C8735168","wikidata":"https://www.wikidata.org/wiki/Q61637704","display_name":"Offshore wind power","level":3,"score":0.7392044067382812},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.6156643629074097},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.5737910270690918},{"id":"https://openalex.org/C30452754","wikidata":"https://www.wikidata.org/wiki/Q621590","display_name":"Application lifecycle management","level":3,"score":0.5249835848808289},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.5073286890983582},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.44767770171165466},{"id":"https://openalex.org/C2780585905","wikidata":"https://www.wikidata.org/wiki/Q377960","display_name":"Product data management","level":4,"score":0.4376852512359619},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36662453413009644},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.36508214473724365},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.36353570222854614},{"id":"https://openalex.org/C199104240","wikidata":"https://www.wikidata.org/wiki/Q118291","display_name":"Marine engineering","level":1,"score":0.33582738041877747},{"id":"https://openalex.org/C19351080","wikidata":"https://www.wikidata.org/wiki/Q1395034","display_name":"New product development","level":2,"score":0.3043687045574188},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.21848320960998535},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1410423219203949},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.14084821939468384},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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":1,"locations":[{"id":"doi:10.7148/2024-0026","is_oa":true,"landing_page_url":"https://doi.org/10.7148/2024-0026","pdf_url":"http://www.scs-europe.net/dlib/2024/ecms2024acceptedpapers/0026_bpmi_ecms2024_0065.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ECMS 2024 Proceedings edited by Daniel Grzonka, Natalia Rylko, Grazyna Suchacka, Vladimir Mityushev","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.7148/2024-0026","is_oa":true,"landing_page_url":"https://doi.org/10.7148/2024-0026","pdf_url":"http://www.scs-europe.net/dlib/2024/ecms2024acceptedpapers/0026_bpmi_ecms2024_0065.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ECMS 2024 Proceedings edited by Daniel Grzonka, Natalia Rylko, Grazyna Suchacka, Vladimir Mityushev","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400949959.pdf","grobid_xml":"https://content.openalex.org/works/W4400949959.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2992240247","https://openalex.org/W2386546059","https://openalex.org/W2463298341","https://openalex.org/W2322226378","https://openalex.org/W2769115330","https://openalex.org/W2082641463","https://openalex.org/W2293298125","https://openalex.org/W4255474679","https://openalex.org/W4230624798","https://openalex.org/W2367270884"],"abstract_inverted_index":{"This":[0,79],"paper":[1,80,266],"describes":[2],"how":[3],"application":[4,83,132],"of":[5,19,26,36,50,84,100,112,130,144,161,197,210,254,270,275],"Machine":[6],"Learning":[7],"(ML)":[8],"in":[9,16,43,58,69,73,116,137,147,176,218,241],"Product":[10],"Lifecycle":[11],"Management":[12],"(PLM)":[13],"system":[14,45,105,149,245],"results":[15],"reducing":[17],"time":[18],"engineering":[20,51],"change":[21,52,66,115],"order":[22],"(ECO),":[23],"i.e.,":[24,165],"implementation":[25],"the":[27,34,37,47,65,70,75,110,113,122,134,145,152,154,158,162,174,184,198,229,234,252,255,276,288],"design":[28,60,99,114],"change\u2019s":[29],"effects,":[30],"and":[31,90,108,142,181,205,236,273,285],"thus,":[32],"improving":[33],"responsiveness":[35],"manufacturing":[38,71,118,244],"system.":[39,249],"A":[40],"current":[41,123],"challenge":[42],"PLM":[44,104,148,224,248],"is":[46,61,67,77,168,179,200],"long":[48],"duration":[49],"process":[53],"from":[54,157,212],"when":[55,64],"a":[56,91,101],"component":[57,76],"product\u2019s":[59],"changed":[62],"until":[63],"reflected":[68,201],"operation":[72,119,175],"which":[74,177,238],"consumed.":[78],"proposes":[81],"that":[82],"supervised":[85],"ML,":[86],"using":[87],"classification":[88],"method":[89],"basic":[92],"neural":[93,185],"network":[94,186],"algorithm,":[95],"on":[96],"3D":[97,166],"graphic":[98],"product,":[102],"helps":[103],"to":[106,173,188,263,281],"predict":[107,282],"locate":[109],"placement":[111],"corresponding":[117],"faster":[120],"than":[121],"manual":[124],"status":[125],"quo.":[126],"The":[127,194,265],"model-based":[128],"structure":[129],"such":[131,192,232,292],"highlights":[133,269],"practical":[135],"steps":[136],"data":[138,211],"preparation,":[139],"training":[140],"process,":[141],"evaluation":[143,199],"model":[146,277],"environment.":[150],"Throughout":[151],"way,":[153],"feature,":[155],"extracted":[156],"digital":[159],"format":[160],"product":[163],"design,":[164],"graphics,":[167],"labelled":[169],"by":[170,202,247],"its":[171],"correspondence":[172],"it":[178,190],"consumed,":[180],"sent":[182],"through":[183],"algorithm":[187],"train":[189],"over":[191],"correspondence.":[193],"satisfactory":[195],"result":[196],"learning":[203],"curve":[204],"confusion":[206],"matrix.":[207],"With":[208],"use":[209],"offshore":[213],"wind":[214],"turbine\u2019s":[215],"(OWT\u2019s)":[216],"hub":[217],"Siemens":[219],"Gamesa":[220],"Renewable":[221],"Energy\u2019s":[222],"(SGRE\u2019s)":[223],"system,":[225],"this":[226],"study":[227],"denotes":[228],"logic":[230],"behind":[231],"application,":[233],"methodologies,":[235],"frameworks,":[237],"are":[239,259],"reusable":[240],"any":[242],"typical":[243],"supported":[246],"Although,":[250],"for":[251,291],"utilization":[253],"trained":[256],"model,":[257],"there":[258],"still":[260],"some":[261],"hurdles":[262],"overcome.":[264],"concludes":[267],"with":[268],"challenges,":[271],"risks":[272],"limitations":[274],"helping":[278],"other":[279],"industries":[280],"potential":[283],"challenges":[284],"realistically":[286],"estimate":[287],"required":[289],"budget":[290],"implementation.":[293]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-24T05:59:24.953642","created_date":"2025-10-10T00:00:00"}