{"id":"https://openalex.org/W4206772640","doi":"https://doi.org/10.1109/access.2021.3134931","title":"Optimization of Distribution Control System in Oil Refinery by Applying Hybrid Machine Learning Techniques","display_name":"Optimization of Distribution Control System in Oil Refinery by Applying Hybrid Machine Learning Techniques","publication_year":2021,"publication_date":"2021-12-10","ids":{"openalex":"https://openalex.org/W4206772640","doi":"https://doi.org/10.1109/access.2021.3134931"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3134931","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3134931","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09646957.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09646957.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032828449","display_name":"Ali Hussein Humod Al Jlibawi","orcid":"https://orcid.org/0000-0001-8815-9304"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Ali Hussein Humod Al Jlibawi","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Advanced Lightning, Power and Energy Research (ALPER), Faculty of Engineering, Universiti Putra Malaysia (UPM), Serdang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-8815-9304","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Advanced Lightning, Power and Energy Research (ALPER), Faculty of Engineering, Universiti Putra Malaysia (UPM), Serdang, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077183121","display_name":"Mohammad Lutfi Othman","orcid":"https://orcid.org/0000-0003-0382-8666"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohammad Lutfi Othman","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Advanced Lightning, Power and Energy Research (ALPER), Faculty of Engineering, Universiti Putra Malaysia (UPM), Serdang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0003-0382-8666","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Advanced Lightning, Power and Energy Research (ALPER), Faculty of Engineering, Universiti Putra Malaysia (UPM), Serdang, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112733472","display_name":"Aris Ishak","orcid":null},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Aris Ishak","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Advanced Lightning, Power and Energy Research (ALPER), Faculty of Engineering, Universiti Putra Malaysia (UPM), Serdang, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Advanced Lightning, Power and Energy Research (ALPER), Faculty of Engineering, Universiti Putra Malaysia (UPM), Serdang, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007074092","display_name":"Bahari S. Moh Noor","orcid":null},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Bahari S. Moh Noor","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Faculty of Engineering, Universiti Putra Malaysia, Selangor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Faculty of Engineering, Universiti Putra Malaysia, Selangor, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047700357","display_name":"Muayed S. Al\u2010Huseiny","orcid":null},"institutions":[{"id":"https://openalex.org/I39498419","display_name":"University of Wasit","ror":"https://ror.org/02ee2t316","country_code":"IQ","type":"education","lineage":["https://openalex.org/I39498419"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Al Huseiny M. Sattar Sajitt","raw_affiliation_strings":["Faculty of Engineering, University of Wassit, Kut, Iraq"],"raw_orcid":"https://orcid.org/0000-0003-3192-0232","affiliations":[{"raw_affiliation_string":"Faculty of Engineering, University of Wassit, Kut, Iraq","institution_ids":["https://openalex.org/I39498419"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5032828449"],"corresponding_institution_ids":["https://openalex.org/I130343225"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.2489,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.80055747,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"10","issue":null,"first_page":"3890","last_page":"3903"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9955000281333923,"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"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9955000281333923,"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"}},{"id":"https://openalex.org/T14249","display_name":"Water Quality Monitoring and Analysis","score":0.9828000068664551,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.9805999994277954,"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/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.6706396341323853},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.6294965744018555},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5658280849456787},{"id":"https://openalex.org/keywords/soft-sensor","display_name":"Soft sensor","score":0.5271658301353455},{"id":"https://openalex.org/keywords/refinery","display_name":"Refinery","score":0.5210894346237183},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.4481637477874756},{"id":"https://openalex.org/keywords/oil-refinery","display_name":"Oil refinery","score":0.4344383478164673},{"id":"https://openalex.org/keywords/process-engineering","display_name":"Process engineering","score":0.38205409049987793},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.35144472122192383},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.34136033058166504},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3006208539009094},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.2990823984146118},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2571335434913635},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.09097257256507874}],"concepts":[{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.6706396341323853},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.6294965744018555},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5658280849456787},{"id":"https://openalex.org/C115575686","wikidata":"https://www.wikidata.org/wiki/Q18822403","display_name":"Soft sensor","level":3,"score":0.5271658301353455},{"id":"https://openalex.org/C105168734","wikidata":"https://www.wikidata.org/wiki/Q1867977","display_name":"Refinery","level":2,"score":0.5210894346237183},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.4481637477874756},{"id":"https://openalex.org/C20309002","wikidata":"https://www.wikidata.org/wiki/Q12353044","display_name":"Oil refinery","level":2,"score":0.4344383478164673},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.38205409049987793},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.35144472122192383},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.34136033058166504},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3006208539009094},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.2990823984146118},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2571335434913635},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.09097257256507874},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2021.3134931","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3134931","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09646957.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:psasir.upm.edu.my:94458","is_oa":false,"landing_page_url":"http://psasir.upm.edu.my/id/eprint/94458/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196260","display_name":"Universiti Putra Malaysia Institutional Repository (Universiti Putra Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I130343225","host_organization_name":"Universiti Putra Malaysia","host_organization_lineage":["https://openalex.org/I130343225"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:f3478e0c9ba540daba32b27fb3dada8d","is_oa":true,"landing_page_url":"https://doaj.org/article/f3478e0c9ba540daba32b27fb3dada8d","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,"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":"IEEE Access, Vol 10, Pp 3890-3903 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3134931","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3134931","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9668973/09646957.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2463548756","display_name":null,"funder_award_id":"9671700","funder_id":"https://openalex.org/F4320322714","funder_display_name":"Universiti Putra Malaysia"},{"id":"https://openalex.org/G852183030","display_name":null,"funder_award_id":"UPM/800-3/3/1/GPB/2019/9671700","funder_id":"https://openalex.org/F4320322714","funder_display_name":"Universiti Putra Malaysia"}],"funders":[{"id":"https://openalex.org/F4320322714","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4206772640.pdf","grobid_xml":"https://content.openalex.org/works/W4206772640.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W623776627","https://openalex.org/W1991630732","https://openalex.org/W1993653097","https://openalex.org/W2022618729","https://openalex.org/W2030268996","https://openalex.org/W2047400527","https://openalex.org/W2053658981","https://openalex.org/W2059950799","https://openalex.org/W2085862958","https://openalex.org/W2108918564","https://openalex.org/W2114074483","https://openalex.org/W2168998316","https://openalex.org/W2172147742","https://openalex.org/W2180852392","https://openalex.org/W2192622361","https://openalex.org/W2293088351","https://openalex.org/W2403190298","https://openalex.org/W2517429062","https://openalex.org/W2521858059","https://openalex.org/W2522425700","https://openalex.org/W2570309338","https://openalex.org/W2570822839","https://openalex.org/W2608369887","https://openalex.org/W2854972277","https://openalex.org/W2883082268","https://openalex.org/W2910348593","https://openalex.org/W2983121042","https://openalex.org/W3005267128","https://openalex.org/W3036539853","https://openalex.org/W3089022146","https://openalex.org/W3127988635","https://openalex.org/W3133244160","https://openalex.org/W6696888109"],"related_works":["https://openalex.org/W3123234388","https://openalex.org/W4312885019","https://openalex.org/W2135001683","https://openalex.org/W2607953476","https://openalex.org/W9725264","https://openalex.org/W2495697527","https://openalex.org/W4206645016","https://openalex.org/W3022794556","https://openalex.org/W2570513290","https://openalex.org/W2254012195"],"abstract_inverted_index":{"In":[0],"this":[1],"research,":[2],"prediction":[3,268],"of":[4,12,37,51,80,104,115,138,144,214,222,226,267,276],"crude":[5,117,148],"oil":[6,38,107,118,227],"cuts":[7],"from":[8,119,177,232],"the":[9,35,47,58,68,76,97,112,124,128,134,142,145,153,158,163,175,206,212,215,219,223,233,243,257,265],"first":[10],"stage":[11],"refining":[13,116],"process":[14,103,113],"field":[15],"is":[16,109],"laid":[17],"out":[18],"using":[19,199],"rough":[20],"set":[21],"theory":[22],"(RST)":[23],"based":[24,236,261],"adaptive":[25,168],"neuro-fuzzy":[26],"inference":[27],"system":[28,184,195],"(ANFIS)":[29],"soft":[30,169,207],"sensor":[31,170,208],"model":[32,171,209,271],"to":[33,45,66,74,173,210],"enhance":[34],"performance":[36],"refinery":[39,108],"process.":[40],"The":[41,130,166,192,229],"RST":[42],"was":[43,185],"used":[44,65],"reduce":[46],"fuzzy":[48],"rule":[49],"sets":[50],"ANFIS":[52,201,235],"model,":[53],"and":[54,88,111,180,242,246,253,269],"its":[55],"features":[56],"in":[57,141,147,152,203,218],"decision":[59],"table.":[60],"Also,":[61],"discretisation":[62],"methods":[63],"were":[64],"optimise":[67],"continuous":[69],"data\u2019s":[70],"discretisation.":[71],"This":[72],"helps":[73],"predict":[75],"two":[77,121],"critical":[78],"variables":[79,132],"light":[81],"naphtha":[82],"product:":[83],"Reid":[84],"Vapor":[85],"Pressure":[86],"(RVP)":[87],"American":[89],"Petroleum":[90],"Institute":[91],"gravity":[92],"(API":[93],"gravity),":[94],"which":[95,156],"detect":[96],"cut\u2019s":[98],"quality.":[99],"Hence,":[100],"a":[101,181],"real-time":[102],"Al":[105],"Doura":[106],"examined":[110],"data":[114],"these":[120],"sources":[122],"improve":[123],"knowledge":[125],"provided":[126],"by":[127,251],"data.":[129],"response":[131],"represent":[133],"feedback":[135],"measured":[136],"value":[137],"cascade":[139,200,237,262],"controller":[140,202],"top":[143],"splitter":[146],"distillation":[149],"unit":[150],"(CDU)":[151],"rectifying":[154],"section,":[155],"controls":[157],"reflux":[159],"liquid\u2019s":[160],"flow":[161],"towards":[162],"splitter\u2019s":[164],"head.":[165],"proposed":[167,234],"succeeded":[172],"fit":[174],"results":[176,230,266],"laboratory":[178],"tests,":[179],"steady-state":[182],"control":[183,194,225,238,270],"achieved":[186],"through":[187],"an":[188],"embedded":[189],"virtual":[190],"sensor.":[191],"predictive":[193],"has":[196],"been":[197],"employed":[198],"parallel":[204],"with":[205,274],"keep":[211],"purity":[213],"distillate":[216],"product":[217],"stated":[220],"range":[221],"quality":[224],"refinery.":[228],"obtained":[231],"have":[239],"no":[240],"over/undershoots,":[241],"rise":[244],"time":[245,248],"settling":[247],"are":[249,272],"improved":[250],"26.65%":[252],"84.63%,":[254],"respectively":[255],"than":[256],"conventional":[258],"proportional-integral-derivative":[259],"(PID)":[260],"control.":[263],"Furthermore,":[264],"compared":[273],"those":[275],"other":[277],"machine":[278],"learning":[279],"techniques.":[280]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
