{"id":"https://openalex.org/W4403765005","doi":"https://doi.org/10.3390/en17215306","title":"Predictive Modeling of the Hydrate Formation Temperature in Highly Pressurized Natural Gas Pipelines","display_name":"Predictive Modeling of the Hydrate Formation Temperature in Highly Pressurized Natural Gas Pipelines","publication_year":2024,"publication_date":"2024-10-25","ids":{"openalex":"https://openalex.org/W4403765005","doi":"https://doi.org/10.3390/en17215306"},"language":"en","primary_location":{"id":"doi:10.3390/en17215306","doi":"https://doi.org/10.3390/en17215306","is_oa":true,"landing_page_url":"https://doi.org/10.3390/en17215306","pdf_url":"https://www.mdpi.com/1996-1073/17/21/5306/pdf?version=1729846965","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","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1996-1073/17/21/5306/pdf?version=1729846965","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114407282","display_name":"Mustafa Karak\u00f6se","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I109297418","display_name":"Gebze Technical University","ror":"https://ror.org/01sdnnq10","country_code":"TR","type":"education","lineage":["https://openalex.org/I109297418"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mustafa Karak\u00f6se","raw_affiliation_strings":["Department of Chemical Engineering, Gebze Technical University, Kocaeli 41400, Turkey","Department of Chemical Engineering, Gebze Technical University, 41420 Gebze, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical Engineering, Gebze Technical University, Kocaeli 41400, Turkey","institution_ids":["https://openalex.org/I109297418"]},{"raw_affiliation_string":"Department of Chemical Engineering, Gebze Technical University, 41420 Gebze, Turkey","institution_ids":["https://openalex.org/I109297418"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036236378","display_name":"\u00d6zg\u00fcn Y\u00fccel","orcid":"https://orcid.org/0000-0001-8916-2628","observed_orcids":["https://orcid.org/0000-0001-8916-2628"]},"institutions":[{"id":"https://openalex.org/I109297418","display_name":"Gebze Technical University","ror":"https://ror.org/01sdnnq10","country_code":"TR","type":"education","lineage":["https://openalex.org/I109297418"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"\u00d6zg\u00fcn Y\u00fccel","raw_affiliation_strings":["Department of Chemical Engineering, Gebze Technical University, Kocaeli 41400, Turkey","Department of Chemical Engineering, Gebze Technical University, 41420 Gebze, Turkey"],"raw_orcid":"https://orcid.org/0000-0001-8916-2628","affiliations":[{"raw_affiliation_string":"Department of Chemical Engineering, Gebze Technical University, Kocaeli 41400, Turkey","institution_ids":["https://openalex.org/I109297418"]},{"raw_affiliation_string":"Department of Chemical Engineering, Gebze Technical University, 41420 Gebze, Turkey","institution_ids":["https://openalex.org/I109297418"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5036236378"],"corresponding_institution_ids":["https://openalex.org/I109297418"],"apc_list":{"value":2600,"currency":"CHF","value_usd":2955},"apc_paid":{"value":2600,"currency":"CHF","value_usd":2955},"fwci":0.4183,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.50633586,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":97},"biblio":{"volume":"17","issue":"21","first_page":"5306","last_page":"5306"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10402","display_name":"Phase Equilibria and Thermodynamics","score":0.48829999566078186,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10402","display_name":"Phase Equilibria and Thermodynamics","score":0.48829999566078186,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11948","display_name":"Machine Learning in Materials Science","score":0.15219999849796295,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13925","display_name":"Offshore Engineering and Technologies","score":0.11249999701976776,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/natural-gas-pipelines","display_name":"natural gas pipelines","score":0.8259999752044678},{"id":"https://openalex.org/keywords/hydrate-inhibition","display_name":"hydrate inhibition","score":0.5979999899864197},{"id":"https://openalex.org/keywords/machine-learning-regression","display_name":"machine learning regression","score":0.6639999747276306},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9309999942779541},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"ensemble learning","score":0.7789999842643738},{"id":"https://openalex.org/keywords/phase-behavior-prediction","display_name":"phase behavior prediction","score":0.6430000066757202}],"concepts":[{"id":"https://openalex.org/C100402318","wikidata":"https://www.wikidata.org/wiki/Q864080","display_name":"Clathrate hydrate","level":3,"score":0.7473279237747192},{"id":"https://openalex.org/C59427239","wikidata":"https://www.wikidata.org/wiki/Q40858","display_name":"Natural gas","level":2,"score":0.7348899841308594},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.7120511531829834},{"id":"https://openalex.org/C78762247","wikidata":"https://www.wikidata.org/wiki/Q1273174","display_name":"Petroleum engineering","level":1,"score":0.635188639163971},{"id":"https://openalex.org/C2781060337","wikidata":"https://www.wikidata.org/wiki/Q462174","display_name":"Hydrate","level":2,"score":0.4835350513458252},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.432582288980484},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3747493624687195},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.33807650208473206},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.3297210931777954},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.3251582086086273},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.27058035135269165},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2229400873184204},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.203862726688385},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.1446138620376587},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.07879137992858887},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.066508948802948}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/en17215306","doi":"https://doi.org/10.3390/en17215306","is_oa":true,"landing_page_url":"https://doi.org/10.3390/en17215306","pdf_url":"https://www.mdpi.com/1996-1073/17/21/5306/pdf?version=1729846965","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:17:y:2024:i:21:p:5306-:d:1506386","doi":null,"is_oa":false,"landing_page_url":"https://www.mdpi.com/1996-1073/17/21/5306/","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:65a1e8df45e04ea4b45656500d7e596c","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/65a1e8df45e04ea4b45656500d7e596c","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Energies, Vol 17, Iss 21, p 5306 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/en17215306","doi":"https://doi.org/10.3390/en17215306","is_oa":true,"landing_page_url":"https://doi.org/10.3390/en17215306","pdf_url":"https://www.mdpi.com/1996-1073/17/21/5306/pdf?version=1729846965","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":[{"id":"https://metadata.un.org/sdg/7","score":0.571399986743927,"display_name":"Affordable and clean energy"},{"id":"https://metadata.un.org/sdg/9","score":0.5378999710083008,"display_name":"Industry, innovation and infrastructure"}],"sustainable_development_goals_aurora":[{"id":"https://metadata.un.org/sdg/15","score":0.41999998688697815,"display_name":"Life on land"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403765005.pdf","grobid_xml":"https://content.openalex.org/works/W4403765005.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W136759331","https://openalex.org/W1965097275","https://openalex.org/W1967674037","https://openalex.org/W1992509050","https://openalex.org/W2003567072","https://openalex.org/W2017396468","https://openalex.org/W2056188184","https://openalex.org/W2064026969","https://openalex.org/W2067307291","https://openalex.org/W2071165546","https://openalex.org/W2081552847","https://openalex.org/W2100061766","https://openalex.org/W2134080536","https://openalex.org/W2162086856","https://openalex.org/W2162387923","https://openalex.org/W2167382751","https://openalex.org/W2168044142","https://openalex.org/W2291097754","https://openalex.org/W2520803149","https://openalex.org/W2521995291","https://openalex.org/W2771845322","https://openalex.org/W2970180389","https://openalex.org/W3004113322","https://openalex.org/W3044237800","https://openalex.org/W3129947456","https://openalex.org/W4221125724","https://openalex.org/W4237698517","https://openalex.org/W4293171766","https://openalex.org/W4311069496","https://openalex.org/W4388630546","https://openalex.org/W4399186513","https://openalex.org/W6726599137","https://openalex.org/W6726909669"],"related_works":["https://openalex.org/W2031786783","https://openalex.org/W2742825824","https://openalex.org/W2941116126","https://openalex.org/W1969719671","https://openalex.org/W2519671027","https://openalex.org/W2329484265","https://openalex.org/W2023438849","https://openalex.org/W2899572291","https://openalex.org/W2069487793","https://openalex.org/W4284966211"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"we":[3],"aim":[4],"to":[5,88,109],"develop":[6],"advanced":[7],"machine":[8,155],"learning":[9,120,156],"regression":[10],"models":[11,91,101],"for":[12,92,133,163,173],"the":[13,20,33,41,57,105,116,140,152,160],"prediction":[14,90],"of":[15,23,62,99,118,131,144,154],"hydrate":[16,93,135,164],"temperature":[17,69,95],"based":[18],"on":[19],"chemical":[21],"composition":[22],"sweet":[24],"gas":[25,145,168],"mixtures.":[26],"Data":[27],"were":[28],"collected":[29],"in":[30,158,166],"accordance":[31],"with":[32,125],"BOTAS":[34],"Gas":[35],"Network":[36],"Code":[37],"specifications,":[38],"approved":[39],"by":[40],"Turkish":[42],"Energy":[43],"Market":[44],"Regulatory":[45],"Authority":[46],"(EMRA),":[47],"and":[48,60,68,84,128,142,147,170],"generated":[49],"using":[50,104],"DNV":[51],"GasVLe":[52],"v3.10":[53],"software,":[54],"which":[55],"predicts":[56],"phase":[58],"behavior":[59],"properties":[61],"hydrocarbon-based":[63],"mixtures":[64],"under":[65],"various":[66],"pressure":[67],"conditions.":[70],"We":[71],"employed":[72],"linear":[73],"regression,":[74,77,80],"decision":[75],"tree":[76],"random":[78,123],"forest":[79,124],"generalized":[81],"additive":[82],"models,":[83],"artificial":[85],"neural":[86],"networks":[87],"create":[89],"formation":[94,136],"(HFT).":[96],"The":[97],"performance":[98],"these":[100],"was":[102],"evaluated":[103],"hold-out":[106],"cross-validation":[107],"technique":[108],"ensure":[110],"unbiased":[111],"results.":[112],"This":[113,149],"study":[114],"demonstrates":[115],"efficacy":[117],"ensemble":[119],"methods,":[121],"particularly":[122],"an":[126],"R2":[127,130],"Adj.":[129],"0.998,":[132],"predicting":[134],"conditions,":[137],"thereby":[138],"enhancing":[139],"safety":[141],"efficiency":[143],"transport":[146],"processing.":[148],"research":[150],"illustrates":[151],"potential":[153],"techniques":[157],"advancing":[159],"predictive":[161],"accuracy":[162],"formations":[165],"natural":[167],"pipelines":[169],"suggests":[171],"avenues":[172],"future":[174],"optimizations":[175],"through":[176],"hybrid":[177],"modeling":[178],"approaches.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2025-10-10T00:00:00"}
