{"id":"https://openalex.org/W7166311255","doi":"https://doi.org/10.1016/j.applthermaleng.2026.132079","title":"Large-scale vision-based interfacial characterization for heat transfer prediction in horizontal mini-channel flow boiling","display_name":"Large-scale vision-based interfacial characterization for heat transfer prediction in horizontal mini-channel flow boiling","publication_year":2026,"publication_date":"2026-06-27","ids":{"openalex":"https://openalex.org/W7166311255","doi":"https://doi.org/10.1016/j.applthermaleng.2026.132079"},"language":"en","primary_location":{"id":"doi:10.1016/j.applthermaleng.2026.132079","doi":"https://doi.org/10.1016/j.applthermaleng.2026.132079","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.applthermaleng.2026.132079","pdf_url":null,"source":{"id":"https://openalex.org/S129676613","display_name":"Applied Thermal Engineering","issn_l":"1359-4311","issn":["1359-4311","1873-5606"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","jufo-3","ki-jl-1","norway-1","poland-140","russia-white-list-1","vabb-shw"],"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":"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":"Applied Thermal Engineering","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.applthermaleng.2026.132079","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079053068","display_name":"Forouzan Naderi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Forouzan Naderi","raw_affiliation_strings":["Department of Mechanical Engineering, Case Western Reserve University, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Case Western Reserve University, United States of America","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiaoyu Ji","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaoyu Ji","raw_affiliation_strings":["School of Electrical and Computer Engineering, Purdue University, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Purdue University, United States of America","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059311090","display_name":"Jayachandran Kannamkulathu Narayanan","orcid":"https://orcid.org/0000-0001-7631-4127","observed_orcids":["https://orcid.org/0000-0001-7631-4127"]},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jayachandran K. Narayanan","raw_affiliation_strings":["Department of Mechanical Engineering, Case Western Reserve University, United States of America"],"raw_orcid":"https://orcid.org/0000-0001-7631-4127","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Case Western Reserve University, United States of America","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085532153","display_name":"Farshad Barghi Golezani","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Farshad Barghi Golezani","raw_affiliation_strings":["Department of Mechanical Engineering, Case Western Reserve University, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Case Western Reserve University, United States of America","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109989520","display_name":"C ZHANG","orcid":"https://orcid.org/0009-0001-7628-5925","observed_orcids":["https://orcid.org/0009-0001-7628-5925","https://orcid.org/0009-0002-2607-2128"]},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chenhao Zhang","raw_affiliation_strings":["School of Electrical and Computer Engineering, Purdue University, United States of America"],"raw_orcid":"https://orcid.org/0009-0001-7628-5925","affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Purdue University, United States of America","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092952160","display_name":"Logan M. Pirnstill","orcid":"https://orcid.org/0009-0000-6681-8137","observed_orcids":["https://orcid.org/0009-0000-6681-8137"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Logan Pirnstill","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001380619","display_name":"Fengqing Maggie Zhu","orcid":"https://orcid.org/0000-0002-3863-3220","observed_orcids":["https://orcid.org/0000-0002-3863-3220"]},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fengqing Zhu","raw_affiliation_strings":["School of Electrical and Computer Engineering, Purdue University, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-3863-3220","affiliations":[{"raw_affiliation_string":"School of Electrical and Computer Engineering, Purdue University, United States of America","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072100058","display_name":"Chirag R. Kharangate","orcid":"https://orcid.org/0000-0001-7636-7296","observed_orcids":["https://orcid.org/0000-0001-7636-7296"]},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Chirag Kharangate","raw_affiliation_strings":["Department of Mechanical Engineering, Case Western Reserve University, United States of America"],"raw_orcid":"https://orcid.org/0000-0001-7636-7296","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Case Western Reserve University, United States of America","institution_ids":["https://openalex.org/I58956616"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5072100058"],"corresponding_institution_ids":["https://openalex.org/I58956616"],"apc_list":{"value":3660,"currency":"USD","value_usd":3660},"apc_paid":{"value":3660,"currency":"USD","value_usd":3660},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.33732372,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"303","issue":null,"first_page":"132079","last_page":"132079"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10850","display_name":"Heat Transfer and Boiling Studies","score":0.9990000128746033,"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/T10850","display_name":"Heat Transfer and Boiling Studies","score":0.9990000128746033,"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/T11382","display_name":"Fluid Dynamics and Heat Transfer","score":9.999999747378752e-05,"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/T12567","display_name":"Heat transfer and supercritical fluids","score":9.999999747378752e-05,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/flow-boiling","display_name":"flow boiling","score":0.9509999752044678},{"id":"https://openalex.org/keywords/heat-transfer-coefficient-prediction","display_name":"heat transfer coefficient prediction","score":0.921999990940094},{"id":"https://openalex.org/keywords/void-fraction","display_name":"void fraction","score":0.6779999732971191},{"id":"https://openalex.org/keywords/interface-characterization","display_name":"interface characterization","score":0.7680000066757202},{"id":"https://openalex.org/keywords/flow-regimes","display_name":"flow regimes","score":0.7509999871253967},{"id":"https://openalex.org/keywords/high-speed-imaging","display_name":"high-speed imaging","score":0.6430000066757202},{"id":"https://openalex.org/keywords/computer-vision","display_name":"computer vision","score":0.7580000162124634},{"id":"https://openalex.org/keywords/instance-segmentation","display_name":"instance segmentation","score":0.8669999837875366},{"id":"https://openalex.org/keywords/yolov8","display_name":"YOLOv8","score":0.9900000095367432},{"id":"https://openalex.org/keywords/void-fraction-correlations","display_name":"void fraction correlations","score":0.6520000100135803},{"id":"https://openalex.org/keywords/high-heat-flux-thermal-management","display_name":"high heat flux thermal management","score":0.7239999771118164},{"id":"https://openalex.org/keywords/wall-heat-flux","display_name":"wall heat flux","score":0.652999997138977},{"id":"https://openalex.org/keywords/inlet-subcooling","display_name":"inlet subcooling","score":0.8799999952316284}],"concepts":[{"id":"https://openalex.org/C115139850","wikidata":"https://www.wikidata.org/wiki/Q7630971","display_name":"Subcooling","level":3,"score":0.8115000128746033},{"id":"https://openalex.org/C159188206","wikidata":"https://www.wikidata.org/wiki/Q1478382","display_name":"Heat flux","level":3,"score":0.593999981880188},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.588100016117096},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.5593000054359436},{"id":"https://openalex.org/C201289731","wikidata":"https://www.wikidata.org/wiki/Q1172599","display_name":"Inlet","level":2,"score":0.5555999875068665},{"id":"https://openalex.org/C50517652","wikidata":"https://www.wikidata.org/wiki/Q179635","display_name":"Heat transfer","level":2,"score":0.4876999855041504},{"id":"https://openalex.org/C29700514","wikidata":"https://www.wikidata.org/wiki/Q634340","display_name":"Heat transfer coefficient","level":3,"score":0.48590001463890076},{"id":"https://openalex.org/C157777378","wikidata":"https://www.wikidata.org/wiki/Q41716","display_name":"Boiling","level":2,"score":0.4715000092983246},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.4684999883174896},{"id":"https://openalex.org/C204530211","wikidata":"https://www.wikidata.org/wiki/Q752823","display_name":"Thermal","level":2,"score":0.4586000144481659},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.4537000060081482},{"id":"https://openalex.org/C57691317","wikidata":"https://www.wikidata.org/wiki/Q1289248","display_name":"Scalar (mathematics)","level":2,"score":0.4410000145435333},{"id":"https://openalex.org/C131584629","wikidata":"https://www.wikidata.org/wiki/Q4308705","display_name":"Coupling (piping)","level":2,"score":0.3977000117301941},{"id":"https://openalex.org/C197194406","wikidata":"https://www.wikidata.org/wiki/Q7068214","display_name":"Nucleate boiling","level":4,"score":0.3952000141143799},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.39100000262260437},{"id":"https://openalex.org/C91738503","wikidata":"https://www.wikidata.org/wiki/Q3265048","display_name":"Mass flux","level":2,"score":0.36410000920295715},{"id":"https://openalex.org/C174379495","wikidata":"https://www.wikidata.org/wiki/Q3523888","display_name":"Thermal hydraulics","level":3,"score":0.3490999937057495},{"id":"https://openalex.org/C2984797202","wikidata":"https://www.wikidata.org/wiki/Q3523888","display_name":"Flow boiling","level":5,"score":0.3465000092983246},{"id":"https://openalex.org/C2778644327","wikidata":"https://www.wikidata.org/wiki/Q468846","display_name":"Boiling water reactor","level":2,"score":0.3379000127315521},{"id":"https://openalex.org/C144308804","wikidata":"https://www.wikidata.org/wiki/Q232997","display_name":"Two-phase flow","level":3,"score":0.3370000123977661},{"id":"https://openalex.org/C16644385","wikidata":"https://www.wikidata.org/wiki/Q1327735","display_name":"Hydraulic diameter","level":4,"score":0.30079999566078186},{"id":"https://openalex.org/C2780841128","wikidata":"https://www.wikidata.org/wiki/Q5073781","display_name":"Characterization (materials science)","level":2,"score":0.29980000853538513},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.29670000076293945},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.29260000586509705},{"id":"https://openalex.org/C167131557","wikidata":"https://www.wikidata.org/wiki/Q5186725","display_name":"Critical heat flux","level":4,"score":0.2815000116825104},{"id":"https://openalex.org/C75892298","wikidata":"https://www.wikidata.org/wiki/Q1366187","display_name":"Mass flow rate","level":2,"score":0.2734000086784363},{"id":"https://openalex.org/C2987219539","wikidata":"https://www.wikidata.org/wiki/Q179635","display_name":"Boiling heat transfer","level":5,"score":0.2676999866962433},{"id":"https://openalex.org/C33493971","wikidata":"https://www.wikidata.org/wiki/Q3295893","display_name":"Mass flow","level":2,"score":0.26570001244544983},{"id":"https://openalex.org/C2781424430","wikidata":"https://www.wikidata.org/wiki/Q5462093","display_name":"Flow conditions","level":3,"score":0.26339998841285706},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.25760000944137573}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.applthermaleng.2026.132079","doi":"https://doi.org/10.1016/j.applthermaleng.2026.132079","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.applthermaleng.2026.132079","pdf_url":null,"source":{"id":"https://openalex.org/S129676613","display_name":"Applied Thermal Engineering","issn_l":"1359-4311","issn":["1359-4311","1873-5606"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","jufo-3","ki-jl-1","norway-1","poland-140","russia-white-list-1","vabb-shw"],"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":"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":"Applied Thermal Engineering","raw_type":"journal-article"},{"id":"doi:10.2139/ssrn.6505385","doi":"https://doi.org/10.2139/ssrn.6505385","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.6505385","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"}],"best_oa_location":{"id":"doi:10.1016/j.applthermaleng.2026.132079","doi":"https://doi.org/10.1016/j.applthermaleng.2026.132079","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.applthermaleng.2026.132079","pdf_url":null,"source":{"id":"https://openalex.org/S129676613","display_name":"Applied Thermal Engineering","issn_l":"1359-4311","issn":["1359-4311","1873-5606"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","jufo-3","ki-jl-1","norway-1","poland-140","russia-white-list-1","vabb-shw"],"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":"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":"Applied Thermal Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G3873519093","display_name":null,"funder_award_id":"N000142412545","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"}],"funders":[{"id":"https://openalex.org/F4320337345","display_name":"Office of Naval Research","ror":"https://ror.org/00rk2pe57"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W89933289","https://openalex.org/W1964752553","https://openalex.org/W1973278386","https://openalex.org/W1978294611","https://openalex.org/W1980732155","https://openalex.org/W1981046409","https://openalex.org/W1989351023","https://openalex.org/W1996305948","https://openalex.org/W1997088476","https://openalex.org/W2001913022","https://openalex.org/W2002849051","https://openalex.org/W2004280506","https://openalex.org/W2005096126","https://openalex.org/W2017601290","https://openalex.org/W2018210001","https://openalex.org/W2019758240","https://openalex.org/W2020309076","https://openalex.org/W2028661405","https://openalex.org/W2030461728","https://openalex.org/W2033674892","https://openalex.org/W2035493769","https://openalex.org/W2036275733","https://openalex.org/W2040389897","https://openalex.org/W2047088653","https://openalex.org/W2060534493","https://openalex.org/W2065386238","https://openalex.org/W2091684864","https://openalex.org/W2096096975","https://openalex.org/W2104115312","https://openalex.org/W2142780517","https://openalex.org/W2158736571","https://openalex.org/W2317748647","https://openalex.org/W2963150697","https://openalex.org/W2997791226","https://openalex.org/W3033943658","https://openalex.org/W3129410617","https://openalex.org/W3135457600","https://openalex.org/W3157930879","https://openalex.org/W3163095688","https://openalex.org/W4281803089","https://openalex.org/W4376880248","https://openalex.org/W4391720667","https://openalex.org/W4393970080","https://openalex.org/W4398770409","https://openalex.org/W4400200132","https://openalex.org/W4400850355","https://openalex.org/W4401022825","https://openalex.org/W4406062137","https://openalex.org/W4407765763","https://openalex.org/W4409383629","https://openalex.org/W4411101541","https://openalex.org/W4412514804"],"related_works":["https://openalex.org/W7146986113","https://openalex.org/W7115019026","https://openalex.org/W4403391009","https://openalex.org/W7213485061","https://openalex.org/W4392205969","https://openalex.org/W7019178884","https://openalex.org/W4386838959","https://openalex.org/W4378229473","https://openalex.org/W7212233567","https://openalex.org/W2914064718"],"abstract_inverted_index":{"Flow":[0],"boiling":[1,53],"is":[2,76,99],"a":[3,46,79,95,167],"promising":[4],"solution":[5],"for":[6,49],"high":[7],"heat":[8,28,71],"flux":[9],"thermal":[10],"management,":[11],"but":[12],"existing":[13],"models":[14],"struggle":[15],"to":[16,44,133],"capture":[17],"the":[18],"strong":[19],"coupling":[20],"between":[21],"local":[22,180],"phase":[23],"distribution,":[24],"flow":[25,52,124],"regime,":[26],"and":[27,41,73,82,112,122,140,143,166,173,208],"transfer":[29],"coefficient":[30],"(HTC).":[31],"In":[32],"this":[33],"work,":[34],"we":[35],"combinehigh-speed":[36],"visualization,":[37],"advanced":[38],"computer":[39],"vision,":[40],"machine":[42],"learning":[43],"build":[45],"regime-aware":[47],"framework":[48],"horizontal":[50],"mini-channel":[51],"under":[54],"terrestrial":[55],"conditions.":[56],"A":[57],"large":[58],"dataset":[59],"of":[60,66,187],"107":[61],"cases":[62],"over":[63],"broad":[64],"ranges":[65],"inlet":[67,74],"mass":[68],"flux,":[69,72],"wall":[70],"subcooling":[75],"acquired":[77],"in":[78,205],"single":[80],"mini-channel,":[81],"more":[83,210],"than":[84],"3.8\u00d7105":[85],"images":[86],"are":[87,130,159],"processed":[88],"with":[89,119,153,182],"benchmarked":[90],"instance-segmentation":[91],"models,":[92],"from":[93],"which":[94,115],"refined":[96],"YOLOv8-based":[97],"pipeline":[98],"selected.":[100],"The":[101,176],"vision":[102],"model":[103,169,178],"yields":[104],"spatially":[105],"resolved,time-averaged":[106],"interfacial":[107,157,197],"features,":[108],"including":[109],"streamwise":[110,164],"void-fraction":[111,128,136],"dry-fraction":[113,174],"distributions,":[114],"reveal":[116],"systematic":[117],"trends":[118],"operating":[120,151],"conditions":[121],"multiple":[123],"regimes.":[125],"These":[126],"image-derived":[127],"profiles":[129,204],"then":[131],"used":[132],"evaluate":[134],"severalstandard":[135],"correlations,":[137],"highlighting":[138],"regime-":[139],"condition-dependent":[141],"strengths":[142],"limitations.":[144],"Finally,":[145],"hybrid":[146],"neural":[147],"networks":[148],"combining":[149],"scalar":[150],"parameters":[152],"one-dimensional":[154],"axially":[155],"varying":[156],"distributions":[158,198],"developed:a":[160],"quality-informed":[161],"baseline":[162],"using":[163,170],"quality,":[165],"region-resolved":[168,177],"vision-based":[171,196],"void-":[172],"distributions.":[175],"predicts":[179],"HTC":[181,206],"mean":[183],"absolute":[184],"percentage":[185],"errors":[186],"about":[188],"14\u201315%,":[189],"while":[190],"offeringenhanced":[191],"physical":[192],"interpretability,":[193],"demonstrating":[194],"that":[195],"can":[199],"effectively":[200],"replace":[201],"explicit":[202],"quality":[203],"prediction":[207],"support":[209],"reliable,":[211],"data-driven":[212],"flow-boiling":[213],"design.":[214]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-06-28T00:00:00"}
