{"id":"https://openalex.org/W4281783643","doi":"https://doi.org/10.3390/en15124204","title":"Bayesian Inference of Cavitation Model Coefficients and Uncertainty Quantification of a Venturi Flow Simulation","display_name":"Bayesian Inference of Cavitation Model Coefficients and Uncertainty Quantification of a Venturi Flow Simulation","publication_year":2022,"publication_date":"2022-06-07","ids":{"openalex":"https://openalex.org/W4281783643","doi":"https://doi.org/10.3390/en15124204"},"language":"en","primary_location":{"id":"doi:10.3390/en15124204","doi":"https://doi.org/10.3390/en15124204","is_oa":true,"landing_page_url":"https://doi.org/10.3390/en15124204","pdf_url":"https://www.mdpi.com/1996-1073/15/12/4204/pdf?version=1654674247","source":{"id":"https://openalex.org/S198098182","display_name":"Energies","issn_l":"1996-1073","issn":["1996-1073"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-140","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energies","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1996-1073/15/12/4204/pdf?version=1654674247","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072895622","display_name":"Jae-Hyeon Bae","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I40542001","display_name":"University of Ulsan","ror":"https://ror.org/02c2f8975","country_code":"KR","type":"education","lineage":["https://openalex.org/I40542001"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jae-Hyeon Bae","raw_affiliation_strings":["School of Mechanical Engineering, University of Ulsan, Ulsan 44610, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, University of Ulsan, Ulsan 44610, Korea","institution_ids":["https://openalex.org/I40542001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051348411","display_name":"Kyoungsik Chang","orcid":"https://orcid.org/0000-0002-6214-4398","observed_orcids":["https://orcid.org/0000-0002-6214-4398"]},"institutions":[{"id":"https://openalex.org/I40542001","display_name":"University of Ulsan","ror":"https://ror.org/02c2f8975","country_code":"KR","type":"education","lineage":["https://openalex.org/I40542001"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Kyoungsik Chang","raw_affiliation_strings":["School of Mechanical Engineering, University of Ulsan, Ulsan 44610, Korea"],"raw_orcid":"https://orcid.org/0000-0002-6214-4398","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, University of Ulsan, Ulsan 44610, Korea","institution_ids":["https://openalex.org/I40542001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042038851","display_name":"Gong Hee Lee","orcid":"https://orcid.org/0000-0003-3057-8789","observed_orcids":["https://orcid.org/0000-0003-3057-8789"]},"institutions":[{"id":"https://openalex.org/I2802571394","display_name":"Korea Institute of Nuclear Safety","ror":"https://ror.org/04zmybf18","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2802571394"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Gong-Hee Lee","raw_affiliation_strings":["Regulatory Assessment Department, Korea Institute of Nuclear Safety, Daejeon 34142, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Regulatory Assessment Department, Korea Institute of Nuclear Safety, Daejeon 34142, Korea","institution_ids":["https://openalex.org/I2802571394"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053844817","display_name":"Byeong-Cheon Kim","orcid":"https://orcid.org/0000-0003-0017-4521","observed_orcids":["https://orcid.org/0000-0003-0017-4521"]},"institutions":[{"id":"https://openalex.org/I40542001","display_name":"University of Ulsan","ror":"https://ror.org/02c2f8975","country_code":"KR","type":"education","lineage":["https://openalex.org/I40542001"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Byeong-Cheon Kim","raw_affiliation_strings":["School of Mechanical Engineering, University of Ulsan, Ulsan 44610, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, University of Ulsan, Ulsan 44610, Korea","institution_ids":["https://openalex.org/I40542001"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5051348411"],"corresponding_institution_ids":["https://openalex.org/I40542001"],"apc_list":{"value":2200,"currency":"CHF","value_usd":2303},"apc_paid":{"value":2200,"currency":"CHF","value_usd":2303},"fwci":0.6598,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.58667852,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"15","issue":"12","first_page":"4204","last_page":"4204"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11202","display_name":"Cavitation Phenomena in Pumps","score":0.6685000061988831,"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/T11202","display_name":"Cavitation Phenomena in Pumps","score":0.6685000061988831,"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/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.2054000049829483,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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":0.012900000438094139,"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/cavitating-flow","display_name":"cavitating flow","score":0.9079999923706055},{"id":"https://openalex.org/keywords/venturi-tube","display_name":"Venturi tube","score":0.9700000286102295},{"id":"https://openalex.org/keywords/zwart-gerber-belamri-cavitation-model","display_name":"Zwart-Gerber-Belamri cavitation model","score":0.8709999918937683},{"id":"https://openalex.org/keywords/bayesian-calibration","display_name":"Bayesian calibration","score":0.5910000205039978},{"id":"https://openalex.org/keywords/uncertainty-quantification","display_name":"uncertainty quantification","score":0.8949999809265137},{"id":"https://openalex.org/keywords/surrogate-modeling","display_name":"surrogate models","score":0.628000020980835},{"id":"https://openalex.org/keywords/void-fraction","display_name":"void fraction","score":0.7770000100135803},{"id":"https://openalex.org/keywords/wall-roughness","display_name":"wall roughness","score":0.7699999809265137},{"id":"https://openalex.org/keywords/inlet-velocity","display_name":"inlet velocity","score":0.9490000009536743},{"id":"https://openalex.org/keywords/grid-convergence-index","display_name":"grid convergence index","score":0.8050000071525574},{"id":"https://openalex.org/keywords/sobol-indices","display_name":"Sobol indices","score":0.7799999713897705},{"id":"https://openalex.org/keywords/rng-k-epsilon-turbulence-model","display_name":"RNG k-epsilon turbulence model","score":0.8679999709129333}],"concepts":[{"id":"https://openalex.org/C21423434","wikidata":"https://www.wikidata.org/wiki/Q725699","display_name":"Venturi effect","level":3,"score":0.9086449146270752},{"id":"https://openalex.org/C207057113","wikidata":"https://www.wikidata.org/wiki/Q201666","display_name":"Cavitation","level":2,"score":0.7366572618484497},{"id":"https://openalex.org/C32230216","wikidata":"https://www.wikidata.org/wiki/Q7882499","display_name":"Uncertainty quantification","level":2,"score":0.5380806922912598},{"id":"https://openalex.org/C196558001","wikidata":"https://www.wikidata.org/wiki/Q190132","display_name":"Turbulence","level":2,"score":0.5223590135574341},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.5158323645591736},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.43188250064849854},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.4231628179550171},{"id":"https://openalex.org/C127210992","wikidata":"https://www.wikidata.org/wiki/Q4291887","display_name":"Volume of fluid method","level":3,"score":0.42019617557525635},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.3678613305091858},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.2392837405204773},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1961860954761505},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.159388929605484},{"id":"https://openalex.org/C201289731","wikidata":"https://www.wikidata.org/wiki/Q1172599","display_name":"Inlet","level":2,"score":0.15751197934150696},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.1456293761730194}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/en15124204","doi":"https://doi.org/10.3390/en15124204","is_oa":true,"landing_page_url":"https://doi.org/10.3390/en15124204","pdf_url":"https://www.mdpi.com/1996-1073/15/12/4204/pdf?version=1654674247","source":{"id":"https://openalex.org/S198098182","display_name":"Energies","issn_l":"1996-1073","issn":["1996-1073"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-140","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energies","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jeners:v:15:y:2022:i:12:p:4204-:d:833556","doi":null,"is_oa":false,"landing_page_url":"https://www.mdpi.com/1996-1073/15/12/4204/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"},{"id":"pmh:oai:doaj.org/article:acc23b8b7bf443a7a72ea30d2b6a7a58","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/acc23b8b7bf443a7a72ea30d2b6a7a58","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Energies, Vol 15, Iss 12, p 4204 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/en15124204","doi":"https://doi.org/10.3390/en15124204","is_oa":true,"landing_page_url":"https://doi.org/10.3390/en15124204","pdf_url":"https://www.mdpi.com/1996-1073/15/12/4204/pdf?version=1654674247","source":{"id":"https://openalex.org/S198098182","display_name":"Energies","issn_l":"1996-1073","issn":["1996-1073"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-140","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energies","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G6540012554","display_name":null,"funder_award_id":"1805007","funder_id":"https://openalex.org/F4320322037","funder_display_name":"Nuclear Safety and Security Commission"}],"funders":[{"id":"https://openalex.org/F4320322037","display_name":"Nuclear Safety and Security Commission","ror":"https://ror.org/05qk3ge34"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4281783643.pdf","grobid_xml":"https://content.openalex.org/works/W4281783643.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1122659688","https://openalex.org/W1531455566","https://openalex.org/W1983406208","https://openalex.org/W1983417115","https://openalex.org/W2016226104","https://openalex.org/W2032777079","https://openalex.org/W2049895950","https://openalex.org/W2051187034","https://openalex.org/W2056760934","https://openalex.org/W2088771341","https://openalex.org/W2098233760","https://openalex.org/W2101687185","https://openalex.org/W2106600817","https://openalex.org/W2141578710","https://openalex.org/W2155726536","https://openalex.org/W2235611166","https://openalex.org/W2332781004","https://openalex.org/W2804265069","https://openalex.org/W2947113815","https://openalex.org/W3015275370","https://openalex.org/W3046060578","https://openalex.org/W3128071365","https://openalex.org/W3134558171","https://openalex.org/W3196196778","https://openalex.org/W4200087120","https://openalex.org/W4207002521","https://openalex.org/W4233509487","https://openalex.org/W4280564866","https://openalex.org/W4292403327"],"related_works":["https://openalex.org/W1571561319","https://openalex.org/W4206847436","https://openalex.org/W2810832252","https://openalex.org/W1983417115","https://openalex.org/W3167416506","https://openalex.org/W2736247209","https://openalex.org/W4405190675","https://openalex.org/W7221578610","https://openalex.org/W2616243763","https://openalex.org/W3046806247"],"abstract_inverted_index":{"In":[0],"the":[1,12,41,45,52,73,79,83,98,102,121,132,136,154,164,168,171,180,195,198,203],"present":[2],"work,":[3],"uncertainty":[4,84,95,196],"quantification":[5,96],"of":[6,97,120,159,170,187,197,206],"a":[7,184,190],"venturi":[8,46,99],"tube":[9,47],"simulation":[10,53,201],"with":[11,55,63,109,139,183],"cavitating":[13,42,199],"flow":[14,43,100,200],"is":[15,76,87,149,177],"conducted":[16,150],"based":[17,71,130],"on":[18,72,131,194],"Bayesian":[19],"inference":[20],"and":[21,32,51,58,82,117,146,167,173],"point-collocation":[22],"nonintrusive":[23],"polynomial":[24],"chaos":[25],"(PC-NIPC).":[26],"A":[27,66],"Zwart\u2013Gerber\u2013Belamri":[28],"(ZGB)":[29],"cavitation":[30,80,104,165],"model":[31,36,105,123,134],"RNG":[33],"k-\u03b5":[34],"turbulence":[35],"are":[37,61,107,125,161],"adopted":[38],"to":[39,163],"simulate":[40],"in":[44],"using":[48,127,151],"ANSYS":[49],"Fluent,":[50],"results,":[54],"void":[56,112,174],"fractions":[57],"velocity":[59,172,205],"profiles,":[60],"validated":[62],"experimental":[64,111],"data.":[65],"grid":[67],"convergence":[68],"index":[69,186],"(GCI)":[70],"SLS-GCI":[74],"method":[75],"investigated":[77],"for":[78,94,153],"area,":[81],"error":[85],"(UG)":[86],"estimated":[88],"as":[89,114],"1.12":[90],"\u00d7":[91],"10\u22125.":[92],"First,":[93],"simulation,":[101],"ZGB":[103],"coefficients":[106,124],"calibrated":[108,133],"an":[110,143],"fraction":[113],"observation":[115],"data,":[116],"posterior":[118],"distributions":[119],"four":[122],"obtained":[126],"MCMC.":[128],"Second,":[129],"coefficients,":[135],"forward":[137],"problem":[138],"two":[140],"random":[141],"inputs,":[142],"inlet":[144,204],"velocity,":[145],"wall":[147,181],"roughness,":[148],"PC-NIPC":[152],"surrogate":[155],"model.":[156],"The":[157],"quantities":[158],"interest":[160],"set":[162],"area":[166],"profile":[169],"fraction.":[175],"It":[176],"confirmed":[178],"that":[179],"roughness":[182],"Sobol":[185],"0.72":[188],"has":[189],"more":[191],"significant":[192],"effect":[193],"than":[202],"0.52.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-06-13T00:00:00"}
