{"id":"https://openalex.org/W4411668231","doi":"https://doi.org/10.1017/s089006042510005x","title":"Machine learning as an enabler for design automation in engineering-to-order industry","display_name":"Machine learning as an enabler for design automation in engineering-to-order industry","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411668231","doi":"https://doi.org/10.1017/s089006042510005x"},"language":"en","primary_location":{"id":"doi:10.1017/s089006042510005x","is_oa":true,"landing_page_url":"https://doi.org/10.1017/s089006042510005x","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/ED8B0699F758CDC084AD70F4A76C0DC1/S089006042510005Xa.pdf/div-class-title-machine-learning-as-an-enabler-for-design-automation-in-engineering-to-order-industry-div.pdf","source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/ED8B0699F758CDC084AD70F4A76C0DC1/S089006042510005Xa.pdf/div-class-title-machine-learning-as-an-enabler-for-design-automation-in-engineering-to-order-industry-div.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092201412","display_name":"Niccol\u00f2 Batini","orcid":"https://orcid.org/0000-0002-5445-3617"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]},{"id":"https://openalex.org/I4210156494","display_name":"Ospedale di Prato Santo Stefano","ror":"https://ror.org/05v48bz32","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210156494","https://openalex.org/I4210156604"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Niccol\u00f2 Batini","raw_affiliation_strings":["Nuovo Pignone Tecnologie Srl, Firenze, Italy","https://ror.org/01nffqt88Politecnico di Milano, Dipartimento di Meccanica, Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0002-5445-3617","affiliations":[{"raw_affiliation_string":"Nuovo Pignone Tecnologie Srl, Firenze, Italy","institution_ids":["https://openalex.org/I4210156494"]},{"raw_affiliation_string":"https://ror.org/01nffqt88Politecnico di Milano, Dipartimento di Meccanica, Milano, Italy","institution_ids":["https://openalex.org/I189158943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033480477","display_name":"Niccol\u00f2 Becattini","orcid":"https://orcid.org/0000-0002-1641-3796"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Niccol\u00f2 Becattini","raw_affiliation_strings":["https://ror.org/01nffqt88Politecnico di Milano, Dipartimento di Meccanica, Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1641-3796","affiliations":[{"raw_affiliation_string":"https://ror.org/01nffqt88Politecnico di Milano, Dipartimento di Meccanica, Milano, Italy","institution_ids":["https://openalex.org/I189158943"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080886889","display_name":"Gaetano Cascini","orcid":"https://orcid.org/0000-0003-1827-6454"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gaetano Cascini","raw_affiliation_strings":["https://ror.org/01nffqt88Politecnico di Milano, Dipartimento di Meccanica, Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0003-1827-6454","affiliations":[{"raw_affiliation_string":"https://ror.org/01nffqt88Politecnico di Milano, Dipartimento di Meccanica, Milano, Italy","institution_ids":["https://openalex.org/I189158943"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5092201412"],"corresponding_institution_ids":["https://openalex.org/I189158943","https://openalex.org/I4210156494"],"apc_list":null,"apc_paid":null,"fwci":0.6148,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67068289,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"39","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11006","display_name":"BIM and Construction Integration","score":0.9581999778747559,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11006","display_name":"BIM and Construction Integration","score":0.9581999778747559,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T10763","display_name":"Digital Transformation in Industry","score":0.9327999949455261,"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":0.9315999746322632,"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/enabling","display_name":"Enabling","score":0.6977629661560059},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.6339783072471619},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.5806936621665955},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.5528126955032349},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.4734874665737152},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4444425702095032},{"id":"https://openalex.org/keywords/machine-design","display_name":"Machine design","score":0.42321449518203735},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.38815611600875854},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.181512713432312},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.17885208129882812}],"concepts":[{"id":"https://openalex.org/C22607594","wikidata":"https://www.wikidata.org/wiki/Q5375150","display_name":"Enabling","level":2,"score":0.6977629661560059},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.6339783072471619},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.5806936621665955},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.5528126955032349},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4734874665737152},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4444425702095032},{"id":"https://openalex.org/C2984967376","wikidata":"https://www.wikidata.org/wiki/Q6723638","display_name":"Machine design","level":2,"score":0.42321449518203735},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.38815611600875854},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.181512713432312},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.17885208129882812},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1017/s089006042510005x","is_oa":true,"landing_page_url":"https://doi.org/10.1017/s089006042510005x","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/ED8B0699F758CDC084AD70F4A76C0DC1/S089006042510005Xa.pdf/div-class-title-machine-learning-as-an-enabler-for-design-automation-in-engineering-to-order-industry-div.pdf","source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"},{"id":"pmh:oai:re.public.polimi.it:11311/1293205","is_oa":false,"landing_page_url":"https://hdl.handle.net/11311/1293205","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"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":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1017/s089006042510005x","is_oa":true,"landing_page_url":"https://doi.org/10.1017/s089006042510005x","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/ED8B0699F758CDC084AD70F4A76C0DC1/S089006042510005Xa.pdf/div-class-title-machine-learning-as-an-enabler-for-design-automation-in-engineering-to-order-industry-div.pdf","source":{"id":"https://openalex.org/S4210193102","display_name":"Artificial intelligence for engineering design analysis and manufacturing","issn_l":"0890-0604","issn":["0890-0604","1469-1760"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence for Engineering Design, Analysis and Manufacturing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411668231.pdf","grobid_xml":"https://content.openalex.org/works/W4411668231.grobid-xml"},"referenced_works_count":71,"referenced_works":["https://openalex.org/W573214951","https://openalex.org/W638315772","https://openalex.org/W1514205146","https://openalex.org/W1540343830","https://openalex.org/W1546034009","https://openalex.org/W1965229818","https://openalex.org/W1968023063","https://openalex.org/W1977177161","https://openalex.org/W1986298308","https://openalex.org/W1986760892","https://openalex.org/W1989491330","https://openalex.org/W2003377402","https://openalex.org/W2003902816","https://openalex.org/W2007467648","https://openalex.org/W2019582158","https://openalex.org/W2030835328","https://openalex.org/W2030896802","https://openalex.org/W2038331949","https://openalex.org/W2043193190","https://openalex.org/W2047714331","https://openalex.org/W2048513628","https://openalex.org/W2051934348","https://openalex.org/W2057775170","https://openalex.org/W2059223541","https://openalex.org/W2072201361","https://openalex.org/W2074476674","https://openalex.org/W2080658361","https://openalex.org/W2082482422","https://openalex.org/W2102327730","https://openalex.org/W2103550798","https://openalex.org/W2128460607","https://openalex.org/W2149180285","https://openalex.org/W2156562940","https://openalex.org/W2170423728","https://openalex.org/W2192203593","https://openalex.org/W2255012702","https://openalex.org/W2294708468","https://openalex.org/W2407346711","https://openalex.org/W2407949666","https://openalex.org/W2416193599","https://openalex.org/W2480669121","https://openalex.org/W2500469198","https://openalex.org/W2735371186","https://openalex.org/W2794908468","https://openalex.org/W2884411179","https://openalex.org/W2956562297","https://openalex.org/W2979916628","https://openalex.org/W2980778144","https://openalex.org/W3109519452","https://openalex.org/W3137577051","https://openalex.org/W3149839747","https://openalex.org/W3194645556","https://openalex.org/W3209340886","https://openalex.org/W3210165781","https://openalex.org/W4200084166","https://openalex.org/W4205475721","https://openalex.org/W4226078359","https://openalex.org/W4240035482","https://openalex.org/W4241140529","https://openalex.org/W4281973693","https://openalex.org/W4376640789","https://openalex.org/W4381185204","https://openalex.org/W4385373351","https://openalex.org/W4400134761","https://openalex.org/W4400348233","https://openalex.org/W6655419148","https://openalex.org/W6668524062","https://openalex.org/W6682154922","https://openalex.org/W6728271800","https://openalex.org/W6749536869","https://openalex.org/W6804571082"],"related_works":["https://openalex.org/W1974860256","https://openalex.org/W4321381871","https://openalex.org/W4383065492","https://openalex.org/W2111901522","https://openalex.org/W2370405293","https://openalex.org/W4210295735","https://openalex.org/W2567211024","https://openalex.org/W4388916722","https://openalex.org/W2337755673","https://openalex.org/W3006166578"],"abstract_inverted_index":{"Abstract":[0],"The":[1,100,156],"engineering-to-order":[2],"(ETO)":[3],"sector,":[4],"driven":[5],"by":[6],"the":[7,20,66,111,121,136,160,214],"demands":[8,48],"of":[9,22,25,68,90,124,130,217,220],"new":[10],"energy":[11,107,116],"transition":[12,117],"markets,":[13,118],"is":[14,58],"witnessing":[15],"rapid":[16],"innovation,":[17],"especially":[18],"in":[19,41,86,103,110,184,213,223],"design":[21,76,84,122,211,216],"complex":[23,218],"systems":[24,219],"turbomachinery":[26],"components.":[27],"ETO":[28],"involves":[29],"tailoring":[30],"products":[31],"to":[32,78,94,132,143,149,196],"meet":[33],"specific":[34],"customer":[35,47],"requirements,":[36],"often":[37],"posing":[38],"coordination":[39],"challenges":[40],"integrating":[42],"engineering":[43],"and":[44,115,134,172,226],"production.":[45],"Meeting":[46],"for":[49,75,177],"short":[50,88],"lead":[51,195,227],"times":[52],"without":[53],"imposing":[54],"high":[55],"price":[56],"premiums":[57],"a":[59,80,87,128,187],"key":[60],"industry":[61],"challenge.":[62],"This":[63],"article":[64],"explores":[65],"application":[67],"artificial":[69,191],"neural":[70,192],"networks":[71,193],"as":[72,127,144],"an":[73,106],"enabler":[74],"automation":[77],"deliver":[79],"first":[81],"tentative":[82],"optimal":[83,170],"solution":[85],"period":[89],"time":[91],"with":[92,105],"respect":[93],"more":[95],"computationally":[96],"demanding":[97],"optimization":[98],"methods.":[99],"research,":[101],"conducted":[102],"collaboration":[104],"company":[108],"operating":[109,225],"Oil":[112],"&":[113],"Gas":[114],"focuses":[119],"on":[120],"process":[123],"reciprocating":[125,150],"compressors":[126],"means":[129],"study":[131],"develop":[133],"validate":[135],"developed":[137],"methodology.":[138],"Three":[139],"case":[140],"studies":[141],"corresponding":[142],"many":[145],"representative":[146],"jobs":[147],"related":[148],"compressor":[151],"cylinders":[152],"have":[153],"been":[154],"analyzed.":[155],"results":[157],"indicate":[158],"that":[159,198],"proposed":[161],"method":[162],"performs":[163],"well":[164],"within":[165],"its":[166],"training":[167],"boundaries,":[168],"delivering":[169],"solutions":[171],"providing":[173],"reasonably":[174],"accurate":[175],"predictions":[176],"target":[178],"configurations":[179],"beyond":[180],"these":[181],"boundaries.":[182],"However,":[183],"cases":[185],"requiring":[186],"creative":[188],"redesign":[189],"using":[190],"may":[194],"errors":[197],"exceed":[199],"acceptable":[200],"tolerance":[201],"levels.":[202],"In":[203],"any":[204],"case,":[205],"this":[206],"methodology":[207],"can":[208],"significantly":[209],"assist":[210],"engineers":[212],"efficient":[215],"components,":[221],"resulting":[222],"reduced":[224],"times.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}