{"id":"https://openalex.org/W4200340430","doi":"https://doi.org/10.2118/207946-ms","title":"Intelligent Waterflood Optimization Advisory System \u2013 A Step Change Towards Digital Transformation","display_name":"Intelligent Waterflood Optimization Advisory System \u2013 A Step Change Towards Digital Transformation","publication_year":2021,"publication_date":"2021-12-09","ids":{"openalex":"https://openalex.org/W4200340430","doi":"https://doi.org/10.2118/207946-ms"},"language":"en","primary_location":{"id":"doi:10.2118/207946-ms","doi":"https://doi.org/10.2118/207946-ms","is_oa":false,"landing_page_url":"https://doi.org/10.2118/207946-ms","pdf_url":null,"source":{"id":"https://openalex.org/S7407086369","display_name":"Abu Dhabi International Petroleum Exhibition & Conference (ADIPEC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Abu Dhabi International Petroleum Exhibition &amp; Conference","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","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/A5074208426","display_name":"Samat Ramatullayev","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210090857","display_name":"Schlumberger (United States)","ror":"https://ror.org/009m79n22","country_code":"US","type":"company","lineage":["https://openalex.org/I4210090857","https://openalex.org/I4210092184"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samat Ramatullayev","raw_affiliation_strings":["Schlumberger"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Schlumberger","institution_ids":["https://openalex.org/I4210090857"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104019625","display_name":"Muzahidin Muhamed Salim","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210090857","display_name":"Schlumberger (United States)","ror":"https://ror.org/009m79n22","country_code":"US","type":"company","lineage":["https://openalex.org/I4210090857","https://openalex.org/I4210092184"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Muzahidin Muhamed Salim","raw_affiliation_strings":["Schlumberger"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Schlumberger","institution_ids":["https://openalex.org/I4210090857"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000283424","display_name":"Muhammad Ibrahim","orcid":"https://orcid.org/0000-0001-8729-8759","observed_orcids":["https://orcid.org/0000-0001-8729-8759"]},"institutions":[{"id":"https://openalex.org/I4210090857","display_name":"Schlumberger (United States)","ror":"https://ror.org/009m79n22","country_code":"US","type":"company","lineage":["https://openalex.org/I4210090857","https://openalex.org/I4210092184"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Muhammad Ibrahim","raw_affiliation_strings":["Schlumberger"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Schlumberger","institution_ids":["https://openalex.org/I4210090857"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103558516","display_name":"Hussein Mustapha","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210090857","display_name":"Schlumberger (United States)","ror":"https://ror.org/009m79n22","country_code":"US","type":"company","lineage":["https://openalex.org/I4210090857","https://openalex.org/I4210092184"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hussein Mustapha","raw_affiliation_strings":["Schlumberger"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Schlumberger","institution_ids":["https://openalex.org/I4210090857"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066913213","display_name":"Obeida El Jundi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210090857","display_name":"Schlumberger (United States)","ror":"https://ror.org/009m79n22","country_code":"US","type":"company","lineage":["https://openalex.org/I4210090857","https://openalex.org/I4210092184"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Obeida El Jundi","raw_affiliation_strings":["Schlumberger"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Schlumberger","institution_ids":["https://openalex.org/I4210090857"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067364576","display_name":"Nour El Droubi","orcid":"https://orcid.org/0000-0001-8464-1056","observed_orcids":["https://orcid.org/0000-0001-8464-1056"]},"institutions":[{"id":"https://openalex.org/I4210090857","display_name":"Schlumberger (United States)","ror":"https://ror.org/009m79n22","country_code":"US","type":"company","lineage":["https://openalex.org/I4210090857","https://openalex.org/I4210092184"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nour El Droubi","raw_affiliation_strings":["Schlumberger"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Schlumberger","institution_ids":["https://openalex.org/I4210090857"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011360203","display_name":"Alaa Maarouf","orcid":"https://orcid.org/0000-0001-9943-2089","observed_orcids":["https://orcid.org/0000-0001-9943-2089"]},"institutions":[{"id":"https://openalex.org/I4210090857","display_name":"Schlumberger (United States)","ror":"https://ror.org/009m79n22","country_code":"US","type":"company","lineage":["https://openalex.org/I4210090857","https://openalex.org/I4210092184"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alaa Maarouf","raw_affiliation_strings":["Schlumberger"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Schlumberger","institution_ids":["https://openalex.org/I4210090857"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210090857"],"apc_list":null,"apc_paid":null,"fwci":1.7047,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.84310019,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"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/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.9740999937057495,"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/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.9740999937057495,"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/T10491","display_name":"Enhanced Oil Recovery Techniques","score":0.01140000019222498,"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/T13050","display_name":"Oil and Gas Production Techniques","score":0.010099999606609344,"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/waterflood-optimization","display_name":"waterflood optimization","score":0.9710000157356262},{"id":"https://openalex.org/keywords/production-forecasting","display_name":"production forecasting","score":0.5149999856948853},{"id":"https://openalex.org/keywords/reservoir-simulation","display_name":"reservoir simulation","score":0.6079999804496765},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.6269999742507935},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.6890000104904175},{"id":"https://openalex.org/keywords/voidage-replacement-ratio","display_name":"voidage replacement ratio","score":0.8399999737739563},{"id":"https://openalex.org/keywords/opportunity-management","display_name":"opportunity management","score":0.5640000104904175},{"id":"https://openalex.org/keywords/incremental-oil-production","display_name":"incremental oil production","score":0.5440000295639038}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7639568448066711},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6691201329231262},{"id":"https://openalex.org/C2778668878","wikidata":"https://www.wikidata.org/wiki/Q6380338","display_name":"Reservoir simulation","level":2,"score":0.4667798578739166},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.46412304043769836},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.45624274015426636},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4490472078323364},{"id":"https://openalex.org/C183250156","wikidata":"https://www.wikidata.org/wiki/Q5916050","display_name":"Reservoir engineering","level":3,"score":0.44327348470687866},{"id":"https://openalex.org/C548895740","wikidata":"https://www.wikidata.org/wiki/Q22656","display_name":"Petroleum","level":2,"score":0.2571321129798889},{"id":"https://openalex.org/C78762247","wikidata":"https://www.wikidata.org/wiki/Q1273174","display_name":"Petroleum engineering","level":1,"score":0.2568967938423157},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19948309659957886},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.15212002396583557},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","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},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2118/207946-ms","doi":"https://doi.org/10.2118/207946-ms","is_oa":false,"landing_page_url":"https://doi.org/10.2118/207946-ms","pdf_url":null,"source":{"id":"https://openalex.org/S7407086369","display_name":"Abu Dhabi International Petroleum Exhibition & Conference (ADIPEC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Abu Dhabi International Petroleum Exhibition &amp; Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7207000255584717,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"},{"score":0.6618000268936157,"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2090798192","https://openalex.org/W2185531626","https://openalex.org/W2594593995","https://openalex.org/W2888465179","https://openalex.org/W2928224142","https://openalex.org/W2982682617","https://openalex.org/W3097897796"],"related_works":["https://openalex.org/W4313304411","https://openalex.org/W7163052977","https://openalex.org/W4387359102","https://openalex.org/W4394831834","https://openalex.org/W4387896813","https://openalex.org/W4200448606","https://openalex.org/W7172309701","https://openalex.org/W4396559216","https://openalex.org/W4404014464","https://openalex.org/W4415777554"],"abstract_inverted_index":{"Abstract":[0],"In":[1],"this":[2],"paper,":[3],"we":[4],"discuss":[5],"the":[6,87,118,180,191,221,255,261,324,338,344,374,379,412,420],"development":[7],"of":[8,48,61,89,93,107,112,117,182,220,228,245,252,263,277,291,326,373,411,414,424],"an":[9,39,67,160,169,319,388,404],"end-to-end":[10,207,405],"waterflood":[11,35,49,120,133,202,222,229,408],"optimization":[12,142,161,208,265,400,409],"solution":[13,43,78,173,351,392,406],"that":[14,336,417],"provides":[15,224],"monitoring":[16,108],"and":[17,24,31,71,95,109,115,135,151,200,217,223,237,281,306,422],"surveillance":[18,110],"dashboards":[19,111,128],"with":[20,86,131,387],"artificial":[21],"intelligence":[22],"(AI)":[23],"machine":[25],"learning":[26],"(ML)":[27],"components":[28,242,416],"to":[29,168,178,189,284,322,343,354,385,397],"generate":[30],"assess":[32,179,285,323,398],"insights":[33,144,380],"into":[34,66,313],"operational":[36,198],"efficiency":[37],"in":[38,74,126,139,159,196,210,254,297,302,318,366,377,383,427],"automated":[40,149,320],"manner.":[41],"The":[42,83,124,141,154,185,271,334,350,371],"allows":[44],"for":[45,63,72,348,362,407,419],"fast":[46],"screening":[47],"performance":[50,199],"at":[51],"diverse":[52],"levels":[53],"(reservoir,":[54],"sector,":[55,235,304],"pattern,":[56],"well)":[57],"enabling":[58],"prompt":[59],"identification":[60,421],"opportunities":[62,156,425],"immediate":[64],"uptake":[65],"opportunity":[68,143],"management":[69],"process":[70,84],"evaluation":[73],"AI-driven":[75,170],"production":[76,94,136,171,273,290,390],"forecast":[77,172,274],"and/or":[79,174,393],"a":[80,90,105,175,225,357,394],"reservoir":[81,96,134,176,314,395],"simulator.":[82],"starts":[85],"integration":[88,413],"wide":[91],"range":[92],"engineering":[97,137],"data":[98],"types":[99],"from":[100,231],"multiple":[101],"sources.":[102],"Following":[103],"this,":[104],"series":[106],"key":[113,132],"units":[114],"elements":[116],"entire":[119],"operations":[121,230,346],"are":[122,129,145,157,310,341],"created.":[123],"workflows":[125,209],"these":[127],"framed":[130],"concepts":[138],"mind.":[140],"then":[146],"extracted":[147],"using":[148,329],"traditional":[150],"AI/ML":[152,241,389],"algorithms.":[153],"identified":[155],"consolidated":[158],"action":[162],"list.":[163],"This":[164],"list":[165],"is":[166,187,282,352,403],"passed":[167,342],"simulator":[177,315,396],"impact":[181,262,287,325,340],"each":[183],"scenario.":[184],"system":[186,375],"designed":[188],"improve":[190],"business-time":[192],"decision-making":[193],"cycle,":[194],"resulting":[195],"increased":[197],"lower":[201],"operating":[203],"costs":[204],"by":[205],"consolidating":[206],"one":[211,428],"platform.":[212],"It":[213,402],"incorporates":[214],"both":[215],"surface":[216],"subsurface":[218],"aspects":[219],"comprehensive":[226],"understanding":[227,244],"top-down":[232],"field,":[233],"reservoir,":[234,303],"pattern":[236,305],"well":[238,258,307],"levels.":[239,308],"Its":[240],"facilitate":[243],"producer-injector":[246],"relationships,":[247],"injector":[248],"dynamic":[249],"performance,":[250],"underperformance":[251],"patterns":[253],"sector":[256],"as":[257,259,295,356],"evaluating":[260],"different":[264,292,327,399],"scenarios":[266,293,328,335],"on":[267,288],"incremental":[268],"oil":[269,289],"production.":[270],"data-driven":[272],"component":[275],"consists":[276],"several":[278],"ML":[279],"models":[280],"tailored":[283],"their":[286],"such":[294],"changes":[296],"voidage":[298],"replacement":[299],"ratio":[300],"(VRR)":[301],"Opportunities":[309],"also":[311],"converted":[312],"compatible":[316],"format":[317],"manner":[321],"more":[330],"rigorous":[331],"numerical":[332],"methods.":[333],"yield":[337],"highest":[339],"field":[345,368],"team":[347],"execution.":[349],"expected":[353],"serve":[355],"benchmark,":[358],"upon":[359],"successful":[360],"implementation,":[361],"optimizing":[363],"injection":[364],"schemas":[365],"any":[367],"or":[369],"reservoir.":[370],"novelty":[372],"lies":[376],"automating":[378],"generation":[381],"process,":[382],"addition":[384],"integrating":[386],"forecasting":[391],"scenarios.":[401],"because":[410],"various":[415],"allow":[418],"assessment":[423],"all":[426],"environment.":[429]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-10-05T09:50:58.205359","created_date":"2021-12-31T00:00:00"}
