{"id":"https://openalex.org/W4415180829","doi":"https://doi.org/10.23919/ecc65951.2025.11187293","title":"Machine Learning-Based Predictive Modeling of Conversion in an Industrial Visbreaker Unit","display_name":"Machine Learning-Based Predictive Modeling of Conversion in an Industrial Visbreaker Unit","publication_year":2025,"publication_date":"2025-06-24","ids":{"openalex":"https://openalex.org/W4415180829","doi":"https://doi.org/10.23919/ecc65951.2025.11187293"},"language":"en","primary_location":{"id":"doi:10.23919/ecc65951.2025.11187293","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ecc65951.2025.11187293","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 European Control Conference (ECC)","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/A5119998431","display_name":"Melike Duvano\u011flu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155803","display_name":"CPCL Polytechnic College","ror":"https://ror.org/05gebng48","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210155803"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Melike Duvano\u011flu","raw_affiliation_strings":["Turkish Petroleum Refineries Corporation,K&#x00F6;rfez, Kocaeli,T&#x00FC;rkiye,41780"],"affiliations":[{"raw_affiliation_string":"Turkish Petroleum Refineries Corporation,K&#x00F6;rfez, Kocaeli,T&#x00FC;rkiye,41780","institution_ids":["https://openalex.org/I4210155803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069653156","display_name":"Sena Kurban","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155803","display_name":"CPCL Polytechnic College","ror":"https://ror.org/05gebng48","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210155803"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sena Kurban","raw_affiliation_strings":["Turkish Petroleum Refineries Corporation,K&#x00F6;rfez, Kocaeli,T&#x00FC;rkiye,41780"],"affiliations":[{"raw_affiliation_string":"Turkish Petroleum Refineries Corporation,K&#x00F6;rfez, Kocaeli,T&#x00FC;rkiye,41780","institution_ids":["https://openalex.org/I4210155803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052023532","display_name":"Gizem Ku\u015fo\u011flu Kaya","orcid":"https://orcid.org/0000-0003-2825-0143"},"institutions":[{"id":"https://openalex.org/I4210155803","display_name":"CPCL Polytechnic College","ror":"https://ror.org/05gebng48","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210155803"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gizem Ku\u015fo\u011flu Kaya","raw_affiliation_strings":["Turkish Petroleum Refineries Corporation,K&#x00F6;rfez, Kocaeli,T&#x00FC;rkiye,41780"],"affiliations":[{"raw_affiliation_string":"Turkish Petroleum Refineries Corporation,K&#x00F6;rfez, Kocaeli,T&#x00FC;rkiye,41780","institution_ids":["https://openalex.org/I4210155803"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054216311","display_name":"Erdal Ayd\u0131n","orcid":"https://orcid.org/0000-0002-8498-4830"},"institutions":[{"id":"https://openalex.org/I2799978770","display_name":"X-Fab (Germany)","ror":"https://ror.org/030bh9196","country_code":"DE","type":"company","lineage":["https://openalex.org/I2799978770"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Erdal Ayd\u0131n","raw_affiliation_strings":["Ko&#x00E7; University,Dept. of Chemical and Biological Engineering,Sar&#x0131;yer, &#x0130;stanbul,T&#x00FC;rkiye,34450"],"affiliations":[{"raw_affiliation_string":"Ko&#x00E7; University,Dept. of Chemical and Biological Engineering,Sar&#x0131;yer, &#x0130;stanbul,T&#x00FC;rkiye,34450","institution_ids":["https://openalex.org/I2799978770"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5119998431"],"corresponding_institution_ids":["https://openalex.org/I4210155803"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.37713364,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3323","last_page":"3324"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13050","display_name":"Oil and Gas Production Techniques","score":0.9937000274658203,"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"}},"topics":[{"id":"https://openalex.org/T13050","display_name":"Oil and Gas Production Techniques","score":0.9937000274658203,"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"}},{"id":"https://openalex.org/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.9527999758720398,"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"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9469000101089478,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/sorting","display_name":"Sorting","score":0.5224000215530396},{"id":"https://openalex.org/keywords/multigraph","display_name":"Multigraph","score":0.49239999055862427},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4478999972343445},{"id":"https://openalex.org/keywords/backhaul","display_name":"Backhaul (telecommunications)","score":0.4172999858856201},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.3962000012397766}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6080999970436096},{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.5224000215530396},{"id":"https://openalex.org/C17758045","wikidata":"https://www.wikidata.org/wiki/Q2642629","display_name":"Multigraph","level":3,"score":0.49239999055862427},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4478999972343445},{"id":"https://openalex.org/C103760667","wikidata":"https://www.wikidata.org/wiki/Q798444","display_name":"Backhaul (telecommunications)","level":3,"score":0.4172999858856201},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.3962000012397766},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.36730000376701355},{"id":"https://openalex.org/C122637931","wikidata":"https://www.wikidata.org/wiki/Q118084","display_name":"Unit (ring theory)","level":2,"score":0.3246000111103058},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.29899999499320984},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.2962000072002411},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2874000072479248},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.28139999508857727},{"id":"https://openalex.org/C123784306","wikidata":"https://www.wikidata.org/wiki/Q944041","display_name":"Vehicle routing problem","level":3,"score":0.25429999828338623}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/ecc65951.2025.11187293","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ecc65951.2025.11187293","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 European Control Conference (ECC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":1,"referenced_works":["https://openalex.org/W4253512585"],"related_works":[],"abstract_inverted_index":{"Rural":[0],"areas":[1],"face":[2],"significant":[3],"logistical":[4],"challenges,":[5],"including":[6],"inadequate":[7],"infrastructure,":[8],"safety":[9],"risks,":[10],"and":[11,29,36,52],"high":[12],"transfer":[13],"costs.":[14],"Traditional":[15],"inventory":[16],"routing":[17],"models":[18],"often":[19],"overlook":[20],"these":[21],"complexities,":[22],"particularly":[23],"the":[24,54],"need":[25],"for":[26,61],"alternative":[27],"routes":[28,33],"backhaul":[30],"integration,":[31],"where":[32],"include":[34],"deliveries":[35],"pickups.":[37],"This":[38],"study":[39],"introduces":[40],"a":[41,47],"Multi-Objective":[42],"Inventory":[43],"Routing":[44],"Problem":[45],"in":[46],"Multigraph":[48],"with":[49],"Backhauls":[50],"(MO-IRPMGB)":[51],"employs":[53],"Non-dominated":[55],"Sorting":[56],"Genetic":[57],"Algorithm":[58],"II":[59],"(NSGA-II)":[60],"optimization,":[62],"achieving":[63],"average":[64],"savings":[65],"of":[66],"7%":[67],"to":[68],"14%.":[69]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-15T00:00:00"}
