{"id":"https://openalex.org/W3091005627","doi":"https://doi.org/10.1109/ijcnn48605.2020.9207003","title":"Deep Learning for Cavitating Marine Propeller Noise Prediction at Design Stage","display_name":"Deep Learning for Cavitating Marine Propeller Noise Prediction at Design Stage","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3091005627","doi":"https://doi.org/10.1109/ijcnn48605.2020.9207003","mag":"3091005627"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn48605.2020.9207003","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn48605.2020.9207003","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-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/A5045802198","display_name":"Luca Oneto","orcid":"https://orcid.org/0000-0002-8445-395X"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Luca Oneto","raw_affiliation_strings":["DIBRIS, University of Genoa"],"affiliations":[{"raw_affiliation_string":"DIBRIS, University of Genoa","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033358562","display_name":"Francesca Cipollini","orcid":"https://orcid.org/0000-0003-1170-1374"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesca Cipollini","raw_affiliation_strings":["DIBRIS, University of Genoa"],"affiliations":[{"raw_affiliation_string":"DIBRIS, University of Genoa","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006947466","display_name":"Leonardo Miglianti","orcid":null},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Leonardo Miglianti","raw_affiliation_strings":["DIBRIS, University of Genoa"],"affiliations":[{"raw_affiliation_string":"DIBRIS, University of Genoa","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056549026","display_name":"Giorgio Tani","orcid":"https://orcid.org/0000-0002-9471-6338"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giorgio Tani","raw_affiliation_strings":["DIBRIS, University of Genoa"],"affiliations":[{"raw_affiliation_string":"DIBRIS, University of Genoa","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075774377","display_name":"Stefano Gaggero","orcid":"https://orcid.org/0000-0001-8470-2955"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Stefano Gaggero","raw_affiliation_strings":["DIBRIS, University of Genoa"],"affiliations":[{"raw_affiliation_string":"DIBRIS, University of Genoa","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102796415","display_name":"Michele Viviani","orcid":"https://orcid.org/0000-0001-6212-1586"},"institutions":[{"id":"https://openalex.org/I83816512","display_name":"University of Genoa","ror":"https://ror.org/0107c5v14","country_code":"IT","type":"education","lineage":["https://openalex.org/I83816512"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michele Viviani","raw_affiliation_strings":["DIBRIS, University of Genoa"],"affiliations":[{"raw_affiliation_string":"DIBRIS, University of Genoa","institution_ids":["https://openalex.org/I83816512"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008943031","display_name":"Andrea Coraddu","orcid":"https://orcid.org/0000-0001-8891-4963"},"institutions":[{"id":"https://openalex.org/I181647926","display_name":"University of Strathclyde","ror":"https://ror.org/00n3w3b69","country_code":"GB","type":"education","lineage":["https://openalex.org/I181647926"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Andrea Coraddu","raw_affiliation_strings":["Naval Architecture, Ocean & Marine Engineering, Strathclyde University"],"affiliations":[{"raw_affiliation_string":"Naval Architecture, Ocean & Marine Engineering, Strathclyde University","institution_ids":["https://openalex.org/I181647926"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5045802198"],"corresponding_institution_ids":["https://openalex.org/I83816512"],"apc_list":null,"apc_paid":null,"fwci":0.2995,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.51386151,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11202","display_name":"Cavitation Phenomena in Pumps","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/T11202","display_name":"Cavitation Phenomena in Pumps","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/T11220","display_name":"Water Systems and Optimization","score":0.9943000078201294,"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/T11372","display_name":"Hydraulic and Pneumatic Systems","score":0.987500011920929,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/propeller","display_name":"Propeller","score":0.769683301448822},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.7371491193771362},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6204004287719727},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5740256309509277},{"id":"https://openalex.org/keywords/marine-engineering","display_name":"Marine engineering","score":0.5323814153671265},{"id":"https://openalex.org/keywords/boundary-element-method","display_name":"Boundary element method","score":0.5006828308105469},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4912974238395691},{"id":"https://openalex.org/keywords/cavitation","display_name":"Cavitation","score":0.47553324699401855},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4699946343898773},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.41177621483802795},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3158761262893677},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.28386688232421875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25403356552124023},{"id":"https://openalex.org/keywords/finite-element-method","display_name":"Finite element method","score":0.20289796590805054},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.07373672723770142},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.07325193285942078}],"concepts":[{"id":"https://openalex.org/C80055088","wikidata":"https://www.wikidata.org/wiki/Q205451","display_name":"Propeller","level":2,"score":0.769683301448822},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.7371491193771362},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6204004287719727},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5740256309509277},{"id":"https://openalex.org/C199104240","wikidata":"https://www.wikidata.org/wiki/Q118291","display_name":"Marine engineering","level":1,"score":0.5323814153671265},{"id":"https://openalex.org/C63632240","wikidata":"https://www.wikidata.org/wiki/Q1935004","display_name":"Boundary element method","level":3,"score":0.5006828308105469},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4912974238395691},{"id":"https://openalex.org/C207057113","wikidata":"https://www.wikidata.org/wiki/Q201666","display_name":"Cavitation","level":2,"score":0.47553324699401855},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4699946343898773},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.41177621483802795},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3158761262893677},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.28386688232421875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25403356552124023},{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.20289796590805054},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.07373672723770142},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.07325193285942078},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn48605.2020.9207003","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn48605.2020.9207003","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.unige.it:11567/1031968","is_oa":false,"landing_page_url":"https://hdl.handle.net/11567/1031968","pdf_url":null,"source":{"id":"https://openalex.org/S4377196291","display_name":"CINECA IRIS Institutial Research Information System (University of Genoa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I83816512","host_organization_name":"University of Genoa","host_organization_lineage":["https://openalex.org/I83816512"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8299999833106995,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W607505555","https://openalex.org/W1510073064","https://openalex.org/W1677182931","https://openalex.org/W1994932064","https://openalex.org/W2023687281","https://openalex.org/W2043754818","https://openalex.org/W2079825829","https://openalex.org/W2085050586","https://openalex.org/W2134082715","https://openalex.org/W2148801326","https://openalex.org/W2186516054","https://openalex.org/W2270668130","https://openalex.org/W2301541953","https://openalex.org/W2563022518","https://openalex.org/W2580883289","https://openalex.org/W2769633770","https://openalex.org/W2792439829","https://openalex.org/W2799753289","https://openalex.org/W2807614500","https://openalex.org/W2915360345","https://openalex.org/W2919115771","https://openalex.org/W2920908887","https://openalex.org/W2963015369","https://openalex.org/W2964350391","https://openalex.org/W2998216295","https://openalex.org/W3023163444","https://openalex.org/W3024163013","https://openalex.org/W3166070526","https://openalex.org/W4236362309","https://openalex.org/W4285719527","https://openalex.org/W6671900082","https://openalex.org/W6686457152","https://openalex.org/W6730267373","https://openalex.org/W6732519586","https://openalex.org/W6745651041","https://openalex.org/W6777286873","https://openalex.org/W6777342567","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W67232056","https://openalex.org/W2273522490","https://openalex.org/W2965566260","https://openalex.org/W1966882637","https://openalex.org/W654271579","https://openalex.org/W2371860547","https://openalex.org/W2369540071","https://openalex.org/W1984243985","https://openalex.org/W578811019","https://openalex.org/W2056070594"],"abstract_inverted_index":{"Reducing":[0],"the":[1,7,13,22,43,51,74,87,106,124,154,171,180,187],"noise":[2,46,69,128],"impact":[3],"of":[4,12,15,25,53,67,108,137,143,170,179],"ships":[5],"on":[6,73,97],"marine":[8,126],"environment":[9],"is":[10],"one":[11],"objectives":[14],"new":[16,37],"propellers":[17],"designs,":[18],"since":[19],"they":[20],"represent":[21,80],"dominant":[23],"source":[24],"underwater":[26],"radiated":[27],"noise,":[28],"especially":[29],"when":[30],"cavitation":[31,150],"occurs.":[32],"Consequently,":[33],"ship":[34],"designers":[35],"require":[36],"predictive":[38],"tools":[39,60],"able":[40,61,121],"to":[41,49,62,84,117,122],"verify":[42],"compliance":[44],"with":[45,153,163],"requirements":[47],"and":[48,111,182],"compare":[50],"effectiveness":[52],"different":[54,177],"design":[55,78,88],"solutions.":[56],"In":[57],"this":[58,131],"context,":[59],"provide":[63],"a":[64,81,100,119,138,149,164],"reliable":[65],"estimate":[66],"propeller":[68,127],"spectra":[70],"based":[71],"just":[72],"information":[75],"available":[76],"at":[77],"stage":[79],"fundamental":[82],"tool":[83],"speed":[85],"up":[86],"process":[89],"avoiding":[90],"model":[91,120,145],"scale":[92,146],"tests.":[93],"This":[94],"work":[95],"focus":[96],"developing":[98],"such":[99],"tool,":[101],"adopting":[102],"methods":[103],"coming":[104],"from":[105],"world":[107],"Machine":[109],"Learning":[110],"Deep":[112],"Neural":[113],"Networks,":[114],"in":[115,148],"order":[116],"create":[118],"predict":[123],"cavitating":[125],"spectra.":[129],"For":[130],"purpose":[132],"authors":[133],"will":[134],"make":[135],"use":[136],"dataset":[139],"collected":[140],"by":[141,159],"means":[142],"dedicated":[144],"measurements":[147],"tunnel":[151],"combined":[152],"detailed":[155],"flow":[156],"characterization":[157],"obtainable":[158],"calculations":[160],"carried":[161],"out":[162],"Boundary":[165],"Element":[166],"Method.":[167],"The":[168],"performance":[169],"proposed":[172],"approaches":[173],"are":[174],"analyzed":[175],"considering":[176],"definitions":[178],"input":[181],"output":[183],"variables":[184],"used":[185],"during":[186],"modelization.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2020-10-08T00:00:00"}
