{"id":"https://openalex.org/W3202274174","doi":"https://doi.org/10.2118/207004-ms","title":"The Use of Neural Network Technologies in Prediction the Reservoir Properties of Unconsolidated Reservoir Rocks of Shallow Bitumen Deposits","display_name":"The Use of Neural Network Technologies in Prediction the Reservoir Properties of Unconsolidated Reservoir Rocks of Shallow Bitumen Deposits","publication_year":2021,"publication_date":"2021-10-05","ids":{"openalex":"https://openalex.org/W3202274174","doi":"https://doi.org/10.2118/207004-ms","mag":"3202274174"},"language":"en","primary_location":{"id":"doi:10.2118/207004-ms","doi":"https://doi.org/10.2118/207004-ms","is_oa":false,"landing_page_url":"https://doi.org/10.2118/207004-ms","pdf_url":null,"source":{"id":"https://openalex.org/S4306530597","display_name":"SPE Annual Caspian Technical Conference and Exhibition","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":"SPE Annual Caspian Technical Conference","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5065447579","display_name":"\u041c\u0430\u0440\u0430\u0442 \u0424\u0430\u043d\u0438\u0441\u043e\u0432\u0438\u0447 \u0412\u0430\u043b\u0438\u0434\u043e\u0432","orcid":"https://orcid.org/0009-0006-4610-0594","observed_orcids":["https://orcid.org/0009-0006-4610-0594"]},"institutions":[{"id":"https://openalex.org/I21203515","display_name":"Kazan Federal University","ror":"https://ror.org/05256ym39","country_code":"RU","type":"education","lineage":["https://openalex.org/I21203515"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Marat F Validov","raw_affiliation_strings":["Kazan Federal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazan Federal University","institution_ids":["https://openalex.org/I21203515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108751417","display_name":"Danis Karlovich Nurgaliev","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I21203515","display_name":"Kazan Federal University","ror":"https://ror.org/05256ym39","country_code":"RU","type":"education","lineage":["https://openalex.org/I21203515"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Danis K Nurgaliev","raw_affiliation_strings":["Kazan Federal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazan Federal University","institution_ids":["https://openalex.org/I21203515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063538335","display_name":"Vladislav Anatolevich Sudakov","orcid":"https://orcid.org/0000-0002-6865-7477","observed_orcids":["https://orcid.org/0000-0002-6865-7477"]},"institutions":[{"id":"https://openalex.org/I21203515","display_name":"Kazan Federal University","ror":"https://ror.org/05256ym39","country_code":"RU","type":"education","lineage":["https://openalex.org/I21203515"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Vladislav A Sudakov","raw_affiliation_strings":["Kazan Federal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazan Federal University","institution_ids":["https://openalex.org/I21203515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070234654","display_name":"Timur Murtazin","orcid":"https://orcid.org/0000-0003-0354-1374","observed_orcids":["https://orcid.org/0000-0003-0354-1374"]},"institutions":[{"id":"https://openalex.org/I21203515","display_name":"Kazan Federal University","ror":"https://ror.org/05256ym39","country_code":"RU","type":"education","lineage":["https://openalex.org/I21203515"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Timur A Murtazin","raw_affiliation_strings":["Kazan Federal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazan Federal University","institution_ids":["https://openalex.org/I21203515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091404152","display_name":"Kseniya A. Golod","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I21203515","display_name":"Kazan Federal University","ror":"https://ror.org/05256ym39","country_code":"RU","type":"education","lineage":["https://openalex.org/I21203515"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Kseniya A Golod","raw_affiliation_strings":["Kazan Federal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazan Federal University","institution_ids":["https://openalex.org/I21203515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002143097","display_name":"Albina R Galimova","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I21203515","display_name":"Kazan Federal University","ror":"https://ror.org/05256ym39","country_code":"RU","type":"education","lineage":["https://openalex.org/I21203515"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Albina R Galimova","raw_affiliation_strings":["Kazan Federal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazan Federal University","institution_ids":["https://openalex.org/I21203515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002539570","display_name":"Ruslan R. Shamsiev","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I21203515","display_name":"Kazan Federal University","ror":"https://ror.org/05256ym39","country_code":"RU","type":"education","lineage":["https://openalex.org/I21203515"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Ruslan R Shamsiev","raw_affiliation_strings":["Kazan Federal University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazan Federal University","institution_ids":["https://openalex.org/I21203515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032163344","display_name":"Azat Abuzarovich Lutfullin","orcid":"https://orcid.org/0000-0002-6219-1848","observed_orcids":["https://orcid.org/0000-0002-6219-1848"]},"institutions":[{"id":"https://openalex.org/I4210121463","display_name":"Tatneft (Russia)","ror":"https://ror.org/02smtnw54","country_code":"RU","type":"company","lineage":["https://openalex.org/I4210121463"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Azat A Lutfullin","raw_affiliation_strings":["PJSC, Tatneft"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PJSC, Tatneft","institution_ids":["https://openalex.org/I4210121463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091690544","display_name":"\u041c\u0430\u0440\u0430\u0442 \u0418\u043d\u043a\u0438\u043b\u0430\u043f\u043e\u0432\u0438\u0447 \u0410\u043c\u0435\u0440\u0445\u0430\u043d\u043e\u0432","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210121463","display_name":"Tatneft (Russia)","ror":"https://ror.org/02smtnw54","country_code":"RU","type":"company","lineage":["https://openalex.org/I4210121463"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Marat I Amerhanov","raw_affiliation_strings":["PJSC, Tatneft"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PJSC, Tatneft","institution_ids":["https://openalex.org/I4210121463"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043355183","display_name":"Niyaz A Aslyamov","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210121463","display_name":"Tatneft (Russia)","ror":"https://ror.org/02smtnw54","country_code":"RU","type":"company","lineage":["https://openalex.org/I4210121463"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Niyaz A Aslyamov","raw_affiliation_strings":["PJSC, Tatneft"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PJSC, Tatneft","institution_ids":["https://openalex.org/I4210121463"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.8201,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.92202121,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":95},"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/T10399","display_name":"Hydrocarbon exploration and reservoir analysis","score":0.8984000086784363,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10399","display_name":"Hydrocarbon exploration and reservoir analysis","score":0.8984000086784363,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10491","display_name":"Enhanced Oil Recovery Techniques","score":0.03920000046491623,"subfield":{"id":"https://openalex.org/subfields/2103","display_name":"Fuel Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.025599999353289604,"subfield":{"id":"https://openalex.org/subfields/2103","display_name":"Fuel Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.7540000081062317},{"id":"https://openalex.org/keywords/reservoir-parameter-estimation","display_name":"reservoir parameter estimation","score":0.718999981880188},{"id":"https://openalex.org/keywords/bitumen-deposits","display_name":"bitumen deposits","score":0.6970000267028809},{"id":"https://openalex.org/keywords/loose-sand","display_name":"loose sand","score":0.44200000166893005},{"id":"https://openalex.org/keywords/permian-deposits","display_name":"Permian deposits","score":0.718999981880188},{"id":"https://openalex.org/keywords/appraisal-wells","display_name":"appraisal wells","score":0.6830000281333923},{"id":"https://openalex.org/keywords/tatarstan","display_name":"Republic of Tatarstan","score":0.7649999856948853}],"concepts":[{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.7692813873291016},{"id":"https://openalex.org/C78762247","wikidata":"https://www.wikidata.org/wiki/Q1273174","display_name":"Petroleum engineering","level":1,"score":0.58176189661026},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.5266197323799133},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4450558125972748},{"id":"https://openalex.org/C173736775","wikidata":"https://www.wikidata.org/wiki/Q58964","display_name":"Drill","level":2,"score":0.44142067432403564},{"id":"https://openalex.org/C2780129039","wikidata":"https://www.wikidata.org/wiki/Q1931107","display_name":"Section (typography)","level":2,"score":0.4413597881793976},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.43636706471443176},{"id":"https://openalex.org/C2992960596","wikidata":"https://www.wikidata.org/wiki/Q502102","display_name":"Drill hole","level":3,"score":0.41331109404563904},{"id":"https://openalex.org/C16674752","wikidata":"https://www.wikidata.org/wiki/Q1370637","display_name":"Mining engineering","level":1,"score":0.373715341091156},{"id":"https://openalex.org/C5900021","wikidata":"https://www.wikidata.org/wiki/Q163082","display_name":"Petrology","level":1,"score":0.34294387698173523},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.15355175733566284},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.13741689920425415},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11087390780448914},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","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":1,"locations":[{"id":"doi:10.2118/207004-ms","doi":"https://doi.org/10.2118/207004-ms","is_oa":false,"landing_page_url":"https://doi.org/10.2118/207004-ms","pdf_url":null,"source":{"id":"https://openalex.org/S4306530597","display_name":"SPE Annual Caspian Technical Conference and Exhibition","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":"SPE Annual Caspian Technical Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W18345360","https://openalex.org/W1825077972","https://openalex.org/W2005697477","https://openalex.org/W2072691783","https://openalex.org/W2123585936","https://openalex.org/W2728466453","https://openalex.org/W2789676341","https://openalex.org/W2803486046"],"related_works":["https://openalex.org/W7099453584","https://openalex.org/W7087138028","https://openalex.org/W3171498101","https://openalex.org/W7099248258","https://openalex.org/W3006596045","https://openalex.org/W4411393685","https://openalex.org/W182454090","https://openalex.org/W2078827957","https://openalex.org/W2067607655","https://openalex.org/W2788542512"],"abstract_inverted_index":{"Abstract":[0],"In":[1,42,163],"the":[2,5,10,22,29,38,56,62,67,79,83,93,96,123,132,138,148,166,185,189,192,197,209,213,240,259,269,274,292,296],"conditions":[3,260],"of":[4,9,24,31,64,66,81,86,90,92,135,137,153,168,184,191,215,239,242,254,261,266,276,283,291,295],"dynamically":[6],"changing":[7],"conjuncture":[8],"oil":[11,25,72],"and":[12,27,59,128,195],"gas":[13],"market,":[14],"there":[15],"is":[16,34,46,75,108,120],"an":[17,278,307],"urgent":[18],"need":[19],"to":[20,48,100,109,177,249],"reduce":[21],"cost":[23],"production":[26],"increase":[28],"efficiency":[30],"development,":[32],"this":[33,43,74,164],"especially":[35,76],"important":[36],"for":[37,218,280],"local":[39],"ultra-viscous":[40,71],"oil.":[41],"regard,":[44,165],"it":[45],"necessary":[47],"optimize":[49],"costs":[50],"at":[51,61,78,105,236,268],"all":[52],"stages,":[53],"starting":[54],"from":[55,233],"geological":[57,186],"exploration":[58],"even":[60],"stage":[63,80],"completion":[65],"development":[68],"process.":[69],"For":[70],"deposits,":[73],"relevant":[77],"assessing":[82],"resource":[84],"potential":[85],"a":[87,102,182,200,251,288],"separate":[88],"uplift":[89,198],"any":[91],"fields,":[94],"when":[95],"only":[97],"reliable":[98],"way":[99],"perform":[101],"high-frequency":[103],"section":[104,187],"shallow":[106],"depths":[107],"drill":[110],"appraisal":[111,193],"wells":[112,235],"with":[113],"full":[114],"core":[115,126,143,229,267],"sampling.":[116],"An":[117],"additional":[118],"load":[119],"exerted":[121],"by":[122,147],"period":[124],"between":[125],"extraction":[127],"obtaining":[129],"information":[130],"about":[131],"flow":[133,216],"properties":[134,217],"each":[136],"samples.":[139],"By":[140],"themselves,":[141],"standard":[142],"studies":[144],"are":[145,202],"complicated":[146],"fact":[149],"that":[150,211],"sand":[151,289],"rocks":[152,222],"weakly":[154],"cemented":[155],"bitumoids":[156],"can":[157],"often":[158],"be":[159],"destroyed":[160],"during":[161],"experiments.":[162],"use":[167],"new":[169],"approaches,":[170],"including":[171],"digital":[172],"ones,":[173],"which":[174],"allow":[175,212],"us":[176,248],"make":[178],"quick":[179],"decisions":[180],"on":[181,196],"part":[183],"in":[188,204,223,258,287],"area":[190],"well":[194,304],"as":[199,303,305],"whole,":[201],"highly":[203],"demand.":[205],"This":[206,271],"article":[207],"describes":[208],"methods":[210],"determining":[214],"uncemented":[219],"(loose":[220],"sands)":[221],"Permian":[224,297],"sediments.":[225],"More":[226],"than":[227],"25,000":[228],"samples":[230],"were":[231],"studied":[232],"805":[234],"several":[237],"fields":[238],"Republic":[241],"Tatarstan.":[243],"The":[244],"technology":[245],"used":[246],"allows":[247],"calculate":[250],"continuous":[252],"curve":[253],"volumetric":[255],"bitumen":[256,285],"saturation":[257,286],"complete":[262],"or":[263],"partial":[264],"absence":[265],"well.":[270],"paper":[272],"presents":[273],"results":[275],"creating":[277],"algorithm":[279],"automatic":[281],"prediction":[282],"weight":[284],"pack":[290],"Sheshminsky":[293],"horizon":[294],"system":[298],"using":[299,306],"neural":[300],"network":[301],"technologies,":[302],"alternative":[308],"calculation":[309],"method.":[310]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2021-10-11T00:00:00"}