{"id":"https://openalex.org/W4416528905","doi":"https://doi.org/10.1016/j.engappai.2025.113275","title":"Inverse machine learning for the design of perforated beams: Parent section and material prediction","display_name":"Inverse machine learning for the design of perforated beams: Parent section and material prediction","publication_year":2025,"publication_date":"2025-11-22","ids":{"openalex":"https://openalex.org/W4416528905","doi":"https://doi.org/10.1016/j.engappai.2025.113275"},"language":"en","primary_location":{"id":"doi:10.1016/j.engappai.2025.113275","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.engappai.2025.113275","pdf_url":null,"source":{"id":"https://openalex.org/S900972176","display_name":"Engineering Applications of Artificial Intelligence","issn_l":"0952-1976","issn":["0952-1976","1873-6769"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering Applications of Artificial Intelligence","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/A5018496260","display_name":"Sina Sarfarazi","orcid":"https://orcid.org/0000-0003-4987-4801"},"institutions":[{"id":"https://openalex.org/I4210117450","display_name":"Federico II University Hospital","ror":"https://ror.org/02jr6tp70","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210117450","https://openalex.org/I71267560"]},{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Sina Sarfarazi","raw_affiliation_strings":["Department of Structures for Engineering and Architecture, University of Naples \u201cFederico II,\u201d, Naples, 80125, Italy"],"raw_orcid":"https://orcid.org/0000-0003-4987-4801","affiliations":[{"raw_affiliation_string":"Department of Structures for Engineering and Architecture, University of Naples \u201cFederico II,\u201d, Naples, 80125, Italy","institution_ids":["https://openalex.org/I71267560","https://openalex.org/I4210117450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020294881","display_name":"Rabee Shamass","orcid":"https://orcid.org/0000-0002-7990-8227"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Rabee Shamass","raw_affiliation_strings":["Department of Civil and Environmental Engineering, Brunel University London, London, UB8 3PH, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, Brunel University London, London, UB8 3PH, United Kingdom","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049458561","display_name":"Musab Rabi","orcid":"https://orcid.org/0000-0003-4446-6956"},"institutions":[{"id":"https://openalex.org/I48714440","display_name":"Jerash University","ror":"https://ror.org/047mw5m74","country_code":"JO","type":"education","lineage":["https://openalex.org/I48714440"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Musab Rabi","raw_affiliation_strings":["Department of Civil Engineering, Jerash University, 26150, Jordan"],"raw_orcid":"https://orcid.org/0000-0003-4446-6956","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Jerash University, 26150, Jordan","institution_ids":["https://openalex.org/I48714440"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043570308","display_name":"Ikram Abarkan","orcid":"https://orcid.org/0000-0002-1269-1553"},"institutions":[{"id":"https://openalex.org/I240042149","display_name":"Abdelmalek Essa\u00e2di University","ror":"https://ror.org/03c4shz64","country_code":"MA","type":"education","lineage":["https://openalex.org/I240042149"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ikram Abarkan","raw_affiliation_strings":["Department of Physics, Faculty of Sciences, Abdelmalek Essa\u00e2di University, 93002, Tetouan, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physics, Faculty of Sciences, Abdelmalek Essa\u00e2di University, 93002, Tetouan, Morocco","institution_ids":["https://openalex.org/I240042149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023312728","display_name":"Felipe Piana Vendramell Ferreira","orcid":"https://orcid.org/0000-0001-8007-789X"},"institutions":[{"id":"https://openalex.org/I123443094","display_name":"Universidade Estadual de Maring\u00e1","ror":"https://ror.org/04bqqa360","country_code":"BR","type":"education","lineage":["https://openalex.org/I123443094"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Felipe Piana Vendramell Ferreira","raw_affiliation_strings":["Department of Civil Engineering, State University of Maringa, Maringa, Parana, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-8007-789X","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, State University of Maringa, Maringa, Parana, Brazil","institution_ids":["https://openalex.org/I123443094"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020665932","display_name":"Konstantinos Daniel Tsavdaridis","orcid":"https://orcid.org/0000-0001-8349-3979"},"institutions":[{"id":"https://openalex.org/I125768316","display_name":"Northampton Community College","ror":"https://ror.org/05j27jv73","country_code":"US","type":"education","lineage":["https://openalex.org/I125768316"]},{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Konstantinos Daniel Tsavdaridis","raw_affiliation_strings":["Department of Engineering, School of Science & Technology, City St George's, University of London, Northampton Square, London, EC1V 0HB, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0001-8349-3979","affiliations":[{"raw_affiliation_string":"Department of Engineering, School of Science & Technology, City St George's, University of London, Northampton Square, London, EC1V 0HB, United Kingdom","institution_ids":["https://openalex.org/I125768316","https://openalex.org/I180825142"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5018496260"],"corresponding_institution_ids":["https://openalex.org/I4210117450","https://openalex.org/I71267560"],"apc_list":{"value":3170,"currency":"USD","value_usd":3170},"apc_paid":null,"fwci":2.7216,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.90338993,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"164","issue":null,"first_page":"113275","last_page":"113275"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10713","display_name":"Structural Load-Bearing Analysis","score":0.4593000113964081,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T10713","display_name":"Structural Load-Bearing Analysis","score":0.4593000113964081,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T11115","display_name":"Topology Optimization in Engineering","score":0.0794999971985817,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T11206","display_name":"Model Reduction and Neural Networks","score":0.06400000303983688,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/flange","display_name":"Flange","score":0.7365999817848206},{"id":"https://openalex.org/keywords/inverse","display_name":"Inverse","score":0.6065999865531921},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5480999946594238},{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.46380001306533813},{"id":"https://openalex.org/keywords/metamodeling","display_name":"Metamodeling","score":0.40149998664855957},{"id":"https://openalex.org/keywords/inverse-problem","display_name":"Inverse problem","score":0.3449000120162964},{"id":"https://openalex.org/keywords/sliced-inverse-regression","display_name":"Sliced inverse regression","score":0.33239999413490295},{"id":"https://openalex.org/keywords/lasso","display_name":"Lasso (programming language)","score":0.3224000036716461}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7663999795913696},{"id":"https://openalex.org/C2778417280","wikidata":"https://www.wikidata.org/wiki/Q955957","display_name":"Flange","level":2,"score":0.7365999817848206},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6593000292778015},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.621399998664856},{"id":"https://openalex.org/C207467116","wikidata":"https://www.wikidata.org/wiki/Q4385666","display_name":"Inverse","level":2,"score":0.6065999865531921},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5480999946594238},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.46380001306533813},{"id":"https://openalex.org/C86610423","wikidata":"https://www.wikidata.org/wiki/Q1925081","display_name":"Metamodeling","level":2,"score":0.40149998664855957},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.38920000195503235},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.3449000120162964},{"id":"https://openalex.org/C41341539","wikidata":"https://www.wikidata.org/wiki/Q7540242","display_name":"Sliced inverse regression","level":3,"score":0.33239999413490295},{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.3224000036716461},{"id":"https://openalex.org/C32230216","wikidata":"https://www.wikidata.org/wiki/Q7882499","display_name":"Uncertainty quantification","level":2,"score":0.3208000063896179},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.30869999527931213},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.3025999963283539},{"id":"https://openalex.org/C85476182","wikidata":"https://www.wikidata.org/wiki/Q693104","display_name":"Buckling","level":2,"score":0.30250000953674316},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.30140000581741333},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28349998593330383},{"id":"https://openalex.org/C2780129039","wikidata":"https://www.wikidata.org/wiki/Q1931107","display_name":"Section (typography)","level":2,"score":0.2644999921321869},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.2623000144958496},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2554999887943268},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.25029999017715454}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.engappai.2025.113275","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.engappai.2025.113275","pdf_url":null,"source":{"id":"https://openalex.org/S900972176","display_name":"Engineering Applications of Artificial Intelligence","issn_l":"0952-1976","issn":["0952-1976","1873-6769"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering Applications of Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:openaccess.city.ac.uk:36290","is_oa":false,"landing_page_url":"https://openaccess.city.ac.uk/view/creators_id/konstantinos=2Etsavdaridis.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4306401940","display_name":"City Research Online (City University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I180825142","host_organization_name":"City, University of London","host_organization_lineage":["https://openalex.org/I180825142"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2398991824","display_name":null,"funder_award_id":"404719/2023-6","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"}],"funders":[{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W1530804811","https://openalex.org/W1973745512","https://openalex.org/W2013587512","https://openalex.org/W2026558319","https://openalex.org/W2051175355","https://openalex.org/W2064149108","https://openalex.org/W2067986066","https://openalex.org/W2069662250","https://openalex.org/W2086848671","https://openalex.org/W2130261685","https://openalex.org/W2898315544","https://openalex.org/W2981731882","https://openalex.org/W3000245589","https://openalex.org/W3036214255","https://openalex.org/W3083038124","https://openalex.org/W3086207959","https://openalex.org/W3093717610","https://openalex.org/W3158257521","https://openalex.org/W3201032957","https://openalex.org/W3214541433","https://openalex.org/W4207059360","https://openalex.org/W4213248101","https://openalex.org/W4226076233","https://openalex.org/W4292640234","https://openalex.org/W4300687551","https://openalex.org/W4308463651","https://openalex.org/W4311764544","https://openalex.org/W4313560063","https://openalex.org/W4317042322","https://openalex.org/W4317470341","https://openalex.org/W4319336254","https://openalex.org/W4320520354","https://openalex.org/W4321354593","https://openalex.org/W4321768195","https://openalex.org/W4365452826","https://openalex.org/W4380768525","https://openalex.org/W4385192023","https://openalex.org/W4387737677","https://openalex.org/W4388921586","https://openalex.org/W4389498837","https://openalex.org/W4390650096","https://openalex.org/W4391868215","https://openalex.org/W4393062957","https://openalex.org/W4394842207","https://openalex.org/W4396777776","https://openalex.org/W4399107853","https://openalex.org/W4399574915","https://openalex.org/W4401820938","https://openalex.org/W4401900261","https://openalex.org/W4402483293","https://openalex.org/W4402548621","https://openalex.org/W4402646881","https://openalex.org/W4404505996","https://openalex.org/W4405487273","https://openalex.org/W4406533079","https://openalex.org/W4408313117","https://openalex.org/W4409218121","https://openalex.org/W4414248876"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-06-15T08:34:33.830935","created_date":"2025-11-23T00:00:00"}
