{"id":"https://openalex.org/W3207704668","doi":"https://doi.org/10.3233/faia210135","title":"Combining Simulations and Machine Learning for Efficient Prediction of Process Parameters Evolution in Injection Moulding","display_name":"Combining Simulations and Machine Learning for Efficient Prediction of Process Parameters Evolution in Injection Moulding","publication_year":2021,"publication_date":"2021-10-14","ids":{"openalex":"https://openalex.org/W3207704668","doi":"https://doi.org/10.3233/faia210135","mag":"3207704668"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia210135","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA210135","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"book-chapter","type_crossref":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA210135","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058313848","display_name":"Albert Abio","orcid":"https://orcid.org/0000-0002-8950-4090"},"institutions":[{"id":"https://openalex.org/I4210087295","display_name":"Centre Tecnologic de Telecomunicacions de Catalunya","ror":"https://ror.org/001cwea56","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210087295","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Albert Abio","raw_affiliation_strings":["Eurecat, Centre Tecnol\u00f2gic de Catalunya, Unit of Applied Artificial Intelligence, Cerdanyola del Vall\u00e8s, Spain"],"affiliations":[{"raw_affiliation_string":"Eurecat, Centre Tecnol\u00f2gic de Catalunya, Unit of Applied Artificial Intelligence, Cerdanyola del Vall\u00e8s, Spain","institution_ids":["https://openalex.org/I4210087295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021068281","display_name":"Francesc Bonada","orcid":null},"institutions":[{"id":"https://openalex.org/I4210087295","display_name":"Centre Tecnologic de Telecomunicacions de Catalunya","ror":"https://ror.org/001cwea56","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210087295","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francesc Bonada","raw_affiliation_strings":["Eurecat, Centre Tecnol\u00f2gic de Catalunya, Unit of Applied Artificial Intelligence, Cerdanyola del Vall\u00e8s, Spain"],"affiliations":[{"raw_affiliation_string":"Eurecat, Centre Tecnol\u00f2gic de Catalunya, Unit of Applied Artificial Intelligence, Cerdanyola del Vall\u00e8s, Spain","institution_ids":["https://openalex.org/I4210087295"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007048244","display_name":"Oriol Pujol","orcid":"https://orcid.org/0000-0001-7573-009X"},"institutions":[{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Oriol Pujol","raw_affiliation_strings":["Department de Matem\u00e0tiques i Inform\u00e0tica, Universitat de Barcelona, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Department de Matem\u00e0tiques i Inform\u00e0tica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I71999127"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5058313848"],"corresponding_institution_ids":["https://openalex.org/I4210087295"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":57},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T12080","display_name":"Injection Molding Process and Properties","score":0.9975,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T12080","display_name":"Injection Molding Process and Properties","score":0.9975,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10188","display_name":"Advanced machining processes and optimization","score":0.9612,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10783","display_name":"Additive Manufacturing and 3D Printing Technologies","score":0.929,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/injection-moulding","display_name":"Injection moulding","score":0.6027315},{"id":"https://openalex.org/keywords/simplicity","display_name":"Simplicity","score":0.46530467}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6782718},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6595026},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.65287817},{"id":"https://openalex.org/C2778993590","wikidata":"https://www.wikidata.org/wiki/Q260606","display_name":"Injection moulding","level":2,"score":0.6027315},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5924709},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5841535},{"id":"https://openalex.org/C2776372474","wikidata":"https://www.wikidata.org/wiki/Q508291","display_name":"Simplicity","level":2,"score":0.46530467},{"id":"https://openalex.org/C155386361","wikidata":"https://www.wikidata.org/wiki/Q1649571","display_name":"Process control","level":3,"score":0.4129192},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36845255},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.36639267},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34675643},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24794012},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.13686448},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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":1,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia210135","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA210135","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia210135","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA210135","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"score":0.64,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":10,"referenced_works":["https://openalex.org/W1604645467","https://openalex.org/W1930624869","https://openalex.org/W2013150564","https://openalex.org/W2023917241","https://openalex.org/W2028072219","https://openalex.org/W2464234006","https://openalex.org/W2788276261","https://openalex.org/W2910597635","https://openalex.org/W3019560754","https://openalex.org/W3104887532"],"related_works":["https://openalex.org/W4301122218","https://openalex.org/W2737356002","https://openalex.org/W2374150061","https://openalex.org/W2369703001","https://openalex.org/W2368019753","https://openalex.org/W2333930193","https://openalex.org/W2246241526","https://openalex.org/W2108429727","https://openalex.org/W2081340182","https://openalex.org/W178569468"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"the":[3,7,24,56,63,69,76,82,85,92],"emerging":[4],"technologies":[5],"in":[6,17,68,91],"context":[8],"of":[9,26,35,46,58,65,72,78,84,95],"Industry":[10],"4.0":[11],"have":[12],"led":[13],"to":[14,50,61],"novel":[15],"approaches":[16],"process":[18],"monitoring":[19],"and":[20,29,39,81],"control,":[21],"such":[22],"as":[23],"introduction":[25],"Reinforcement":[27],"Learning":[28],"Digital":[30],"Twins.":[31],"Consequently,":[32],"large":[33],"amounts":[34],"data,":[36],"precise":[37],"modelling":[38],"exhaustive":[40],"simulations":[41],"are":[42],"required.":[43],"The":[44,87],"aim":[45],"this":[47],"work":[48],"is":[49,89],"propose":[51],"a":[52],"methodology":[53,88],"based":[54],"on":[55],"technique":[57],"backward":[59],"selection":[60],"reduce":[62],"number":[64],"reference":[66],"points":[67],"simulation":[70],"stage":[71],"manufacturing":[73],"processes,":[74],"enhancing":[75],"efficiency":[77],"data":[79],"generation":[80],"simplicity":[83],"simulations.":[86,99],"proved":[90],"particular":[93],"case":[94],"plastic":[96],"injection":[97],"moulding":[98]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W3207704668","counts_by_year":[],"updated_date":"2024-12-08T13:06:51.296068","created_date":"2021-10-25"}