{"id":"https://openalex.org/W4400929656","doi":"https://doi.org/10.2139/ssrn.4902375","title":"Advanced Machine Learning Evaluation for Predicting Bubble and Slug Length and Assessing Flow Stability in L and T-Type Taylor Flow Channels","display_name":"Advanced Machine Learning Evaluation for Predicting Bubble and Slug Length and Assessing Flow Stability in L and T-Type Taylor Flow Channels","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400929656","doi":"https://doi.org/10.2139/ssrn.4902375"},"language":"en","primary_location":{"id":"doi:10.2139/ssrn.4902375","doi":"https://doi.org/10.2139/ssrn.4902375","is_oa":true,"landing_page_url":"http://dx.doi.org/10.2139/ssrn.4902375","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://dx.doi.org/10.2139/ssrn.4902375","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038067990","display_name":"Ertu\u011frul Erko\u00e7","orcid":"https://orcid.org/0000-0002-7934-1515","observed_orcids":["https://orcid.org/0000-0002-7934-1515"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Ertu\u011frul Erko\u00e7","raw_affiliation_strings":["Independent  - affiliation not provided to SSRN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Independent  - affiliation not provided to SSRN","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000746492","display_name":"\u00d6zge Akyava\u015fo\u011flu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I192257213","display_name":"Bursa Technical University","ror":"https://ror.org/03rdpn141","country_code":"TR","type":"education","lineage":["https://openalex.org/I192257213"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"\u00d6zge Akyava\u015fo\u011flu","raw_affiliation_strings":["Bursa Technical University","Bursa Technical University, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bursa Technical University","institution_ids":["https://openalex.org/I192257213"]},{"raw_affiliation_string":"Bursa Technical University, Turkey","institution_ids":["https://openalex.org/I192257213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5093987305","display_name":"Bon A.A Ramamonjisoa","orcid":"https://orcid.org/0000-0002-6586-194X","observed_orcids":["https://orcid.org/0000-0002-6586-194X"]},"institutions":[{"id":"https://openalex.org/I192257213","display_name":"Bursa Technical University","ror":"https://ror.org/03rdpn141","country_code":"TR","type":"education","lineage":["https://openalex.org/I192257213"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Bon A.A Ramamonjisoa","raw_affiliation_strings":["Bursa Technical University","Bursa Technical University, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bursa Technical University","institution_ids":["https://openalex.org/I192257213"]},{"raw_affiliation_string":"Bursa Technical University, Turkey","institution_ids":["https://openalex.org/I192257213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5038067990"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11407","display_name":"Innovative Microfluidic and Catalytic Techniques Innovation","score":0.47510001063346863,"subfield":{"id":"https://openalex.org/subfields/1507","display_name":"Fluid Flow and Transfer Processes"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11407","display_name":"Innovative Microfluidic and Catalytic Techniques Innovation","score":0.47510001063346863,"subfield":{"id":"https://openalex.org/subfields/1507","display_name":"Fluid Flow and Transfer Processes"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical 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":0.20090000331401825,"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/T10850","display_name":"Heat Transfer and Boiling Studies","score":0.08250000327825546,"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/taylor-flow","display_name":"Taylor flow","score":0.9210000038146973},{"id":"https://openalex.org/keywords/bubble-length","display_name":"bubble length","score":0.9649999737739563},{"id":"https://openalex.org/keywords/slug-length","display_name":"slug length","score":1.0},{"id":"https://openalex.org/keywords/hydrodynamic-stability","display_name":"hydrodynamic stability","score":0.7699999809265137},{"id":"https://openalex.org/keywords/gas-liquid-two-phase-flow","display_name":"gas-liquid two-phase flow","score":0.6230000257492065},{"id":"https://openalex.org/keywords/flow-visualization","display_name":"flow visualization","score":0.5709999799728394},{"id":"https://openalex.org/keywords/image-processing","display_name":"image processing","score":0.7609999775886536},{"id":"https://openalex.org/keywords/gaussian-process-regression","display_name":"Gaussian process regression","score":0.9369999766349792},{"id":"https://openalex.org/keywords/machine-learning-prediction","display_name":"machine learning prediction","score":0.6800000071525574},{"id":"https://openalex.org/keywords/flow-uniformity","display_name":"flow uniformity","score":0.7049999833106995},{"id":"https://openalex.org/keywords/nonparametric-models","display_name":"nonparametric models","score":0.5139999985694885}],"concepts":[{"id":"https://openalex.org/C139514615","wikidata":"https://www.wikidata.org/wiki/Q16935556","display_name":"Slug flow","level":4,"score":0.848738431930542},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.7710767388343811},{"id":"https://openalex.org/C2781381752","wikidata":"https://www.wikidata.org/wiki/Q1953597","display_name":"Slug","level":2,"score":0.7249081134796143},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.5967921018600464},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.45864278078079224},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.43020907044410706},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3742864727973938},{"id":"https://openalex.org/C144308804","wikidata":"https://www.wikidata.org/wiki/Q232997","display_name":"Two-phase flow","level":3,"score":0.25968223810195923},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.23362696170806885},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.16619142889976501},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.13008055090904236},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.053567200899124146}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2139/ssrn.4902375","doi":"https://doi.org/10.2139/ssrn.4902375","is_oa":true,"landing_page_url":"http://dx.doi.org/10.2139/ssrn.4902375","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.2139/ssrn.4902375","doi":"https://doi.org/10.2139/ssrn.4902375","is_oa":true,"landing_page_url":"http://dx.doi.org/10.2139/ssrn.4902375","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1495751511","https://openalex.org/W1628653889","https://openalex.org/W1975371341","https://openalex.org/W1998780076","https://openalex.org/W2003018975","https://openalex.org/W2012193734","https://openalex.org/W2019405640","https://openalex.org/W2023464821","https://openalex.org/W2026429688","https://openalex.org/W2049952510","https://openalex.org/W2054964117","https://openalex.org/W2056356551","https://openalex.org/W2064972263","https://openalex.org/W2068413164","https://openalex.org/W2070859965","https://openalex.org/W2073370694","https://openalex.org/W2076790758","https://openalex.org/W2084573902","https://openalex.org/W2091995906","https://openalex.org/W2105806612","https://openalex.org/W2135162558","https://openalex.org/W2142423992","https://openalex.org/W2150908898","https://openalex.org/W2473599700","https://openalex.org/W2795754134","https://openalex.org/W2936501393","https://openalex.org/W3128654249","https://openalex.org/W3205355066","https://openalex.org/W4210255629","https://openalex.org/W4281557614"],"related_works":["https://openalex.org/W2058179788","https://openalex.org/W1995610459","https://openalex.org/W1978054786","https://openalex.org/W3003590886","https://openalex.org/W2270998060","https://openalex.org/W2336644588","https://openalex.org/W2081977882","https://openalex.org/W2362554950","https://openalex.org/W2349046269","https://openalex.org/W1975371341"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2024-07-24T00:00:00"}