{"id":"https://openalex.org/W7220443121","doi":"https://doi.org/10.25689/np.2026.3.37-51","title":"\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e\u0434\u0431\u043e\u0440 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0432\u0430\u0440\u0438\u043e\u0433\u0440\u0430\u043c\u043c \u0438 \u0438\u0445 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432 \u0434\u043b\u044f \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f \u0433\u0435\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043a\u0430\u0440\u0442 \u043c\u0435\u0442\u043e\u0434\u043e\u043c \u043a\u0440\u0438\u0433\u0438\u043d\u0433\u0430","display_name":"\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e\u0434\u0431\u043e\u0440 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0432\u0430\u0440\u0438\u043e\u0433\u0440\u0430\u043c\u043c \u0438 \u0438\u0445 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432 \u0434\u043b\u044f \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f \u0433\u0435\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043a\u0430\u0440\u0442 \u043c\u0435\u0442\u043e\u0434\u043e\u043c \u043a\u0440\u0438\u0433\u0438\u043d\u0433\u0430","publication_year":2026,"publication_date":"2026-09-30","ids":{"openalex":"https://openalex.org/W7220443121","doi":"https://doi.org/10.25689/np.2026.3.37-51"},"language":"ru","primary_location":{"id":"doi:10.25689/np.2026.3.37-51","doi":"https://doi.org/10.25689/np.2026.3.37-51","is_oa":true,"landing_page_url":"https://doi.org/10.25689/np.2026.3.37-51","pdf_url":null,"source":{"id":"https://openalex.org/S4404533543","display_name":"Neft\u00e2na\u00e2 provinci\u00e2.","issn_l":"2412-8910","issn":["2412-8910"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u041d\u0435\u0444\u0442\u044f\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0438\u043d\u0446\u0438\u044f","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.25689/np.2026.3.37-51","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087076979","display_name":"Ram.Z. Sattarov","orcid":"https://orcid.org/0009-0006-7284-4618","observed_orcids":["https://orcid.org/0009-0006-7284-4618"]},"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":"\u0420.\u0417. \u0421\u0430\u0442\u0442\u0430\u0440\u043e\u0432","raw_affiliation_strings":["\u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u00ab\u0422\u0430\u0442\u041d\u0418\u041f\u0418\u043d\u0435\u0444\u0442\u044c\u00bb \u041f\u0410\u041e \u00ab\u0422\u0430\u0442\u043d\u0435\u0444\u0442\u044c\u00bb \u0438\u043c. \u0412.\u0414. \u0428\u0430\u0448\u0438\u043d\u0430"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u00ab\u0422\u0430\u0442\u041d\u0418\u041f\u0418\u043d\u0435\u0444\u0442\u044c\u00bb \u041f\u0410\u041e \u00ab\u0422\u0430\u0442\u043d\u0435\u0444\u0442\u044c\u00bb \u0438\u043c. \u0412.\u0414. \u0428\u0430\u0448\u0438\u043d\u0430","institution_ids":["https://openalex.org/I4210121463"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5157562326","display_name":"\u0410.\u0420. \u0421\u0430\u0442\u0442\u0430\u0440\u043e\u0432\u0430","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u0410.\u0420. \u0421\u0430\u0442\u0442\u0430\u0440\u043e\u0432\u0430","raw_affiliation_strings":["\u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 (\u0418\u0412\u041c\u0438\u0418\u0422-\u0412\u041c\u041a), \u041a\u0430\u0437\u0430\u043d\u0441\u043a\u0438\u0439 (\u041f\u0440\u0438\u0432\u043e\u043b\u0436\u0441\u043a\u0438\u0439) \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 (\u041a\u0424\u0423)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 (\u0418\u0412\u041c\u0438\u0418\u0422-\u0412\u041c\u041a), \u041a\u0430\u0437\u0430\u043d\u0441\u043a\u0438\u0439 (\u041f\u0440\u0438\u0432\u043e\u043b\u0436\u0441\u043a\u0438\u0439) \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 (\u041a\u0424\u0423)","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":"3(47)","first_page":"37","last_page":"51"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13067","display_name":"Geological Modeling and Analysis","score":0.9940999746322632,"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/T13067","display_name":"Geological Modeling and Analysis","score":0.9940999746322632,"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/T10770","display_name":"Soil Geostatistics and Mapping","score":0.003800000064074993,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11911","display_name":"Spatial and Panel Data Analysis","score":0.0008999999845400453,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/kriging","display_name":"kriging","score":0.9470000267028809},{"id":"https://openalex.org/keywords/geological-mapping","display_name":"geological mapping","score":0.9160000085830688},{"id":"https://openalex.org/keywords/spatial-anisotropy","display_name":"spatial anisotropy","score":0.9909999966621399},{"id":"https://openalex.org/keywords/least-squares-estimation","display_name":"least squares estimation","score":0.7680000066757202},{"id":"https://openalex.org/keywords/porosity-prediction","display_name":"porosity estimation","score":0.7730000019073486},{"id":"https://openalex.org/keywords/productive-horizons","display_name":"productive horizons","score":0.7419999837875366}],"concepts":[{"id":"https://openalex.org/C154881674","wikidata":"https://www.wikidata.org/wiki/Q2269270","display_name":"Variogram","level":3,"score":0.8374999761581421},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.6787999868392944},{"id":"https://openalex.org/C125572338","wikidata":"https://www.wikidata.org/wiki/Q1440020","display_name":"Geostatistics","level":3,"score":0.6639999747276306},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.6187000274658203},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5411999821662903},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5389999747276306},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4837000072002411},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4377000033855438},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.3630000054836273},{"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/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28610000014305115},{"id":"https://openalex.org/C12426560","wikidata":"https://www.wikidata.org/wiki/Q189569","display_name":"Basis (linear algebra)","level":2,"score":0.28040000796318054},{"id":"https://openalex.org/C2775973920","wikidata":"https://www.wikidata.org/wiki/Q3252726","display_name":"Selection algorithm","level":3,"score":0.27900001406669617},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2558000087738037},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.25200000405311584}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.25689/np.2026.3.37-51","doi":"https://doi.org/10.25689/np.2026.3.37-51","is_oa":true,"landing_page_url":"https://doi.org/10.25689/np.2026.3.37-51","pdf_url":null,"source":{"id":"https://openalex.org/S4404533543","display_name":"Neft\u00e2na\u00e2 provinci\u00e2.","issn_l":"2412-8910","issn":["2412-8910"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u041d\u0435\u0444\u0442\u044f\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0438\u043d\u0446\u0438\u044f","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.25689/np.2026.3.37-51","doi":"https://doi.org/10.25689/np.2026.3.37-51","is_oa":true,"landing_page_url":"https://doi.org/10.25689/np.2026.3.37-51","pdf_url":null,"source":{"id":"https://openalex.org/S4404533543","display_name":"Neft\u00e2na\u00e2 provinci\u00e2.","issn_l":"2412-8910","issn":["2412-8910"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u041d\u0435\u0444\u0442\u044f\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0438\u043d\u0446\u0438\u044f","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2885796256","https://openalex.org/W2283415954","https://openalex.org/W3203164254","https://openalex.org/W6958068539","https://openalex.org/W4404555875","https://openalex.org/W6940336430","https://openalex.org/W2606446279","https://openalex.org/W7217342525","https://openalex.org/W2014772157","https://openalex.org/W2983912919"],"abstract_inverted_index":{"\u0412":[0],"\u0441\u0442\u0430\u0442\u044c\u0435":[1],"\u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f":[2],"\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435":[3],"\u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430,":[4],"\u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u043e\u0433\u043e":[5],"\u0434\u043b\u044f":[6,15],"\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e":[7],"\u043f\u043e\u0434\u0431\u043e\u0440\u0430":[8],"\u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0449\u0435\u0439":[9],"\u0432\u0430\u0440\u0438\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u0439":[10],"\u043c\u043e\u0434\u0435\u043b\u0438":[11,45],"\u0432":[12],"\u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445":[13],"\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f\u0445":[14],"\u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f":[16],"\u0433\u0435\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445":[17],"\u043a\u0430\u0440\u0442":[18],"\u043c\u0435\u0442\u043e\u0434\u043e\u043c":[19],"\u043a\u0440\u0438\u0433\u0438\u043d\u0433\u0430.":[20],"\u0422\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u044b\u0439":[21],"\u0440\u0443\u0447\u043d\u043e\u0439":[22],"\u043f\u043e\u0434\u0431\u043e\u0440":[23],"\u0432\u0430\u0440\u0438\u043e\u0433\u0440\u0430\u043c\u043c":[24],"\u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0438\u0432\u0435\u043d":[25],"\u0438":[26,46,73],"\u0442\u0440\u0443\u0434\u043e\u0435\u043c\u043e\u043a,":[27],"\u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e":[28],"\u043f\u0440\u0438":[29],"\u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043d\u043e\u0439":[30],"\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439":[31],"\u0430\u043d\u0438\u0437\u043e\u0442\u0440\u043e\u043f\u0438\u0438":[32],"\u0441\u0432\u043e\u0439\u0441\u0442\u0432":[33],"\u043f\u043b\u0430\u0441\u0442\u0430.":[34],"\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0439":[35],"\u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c":[36],"\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438":[37],"\u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442":[38],"\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435":[39],"\u0434\u0430\u043d\u043d\u044b\u0435,":[40],"\u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442":[41],"\u043e\u043f\u0442\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439":[42],"\u0442\u0438\u043f":[43],"\u0442\u0435\u043e\u0440\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439":[44],"\u0440\u0430\u0441\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442":[47],"\u0435\u0435":[48],"\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b":[49],"\u043d\u0430":[50,58],"\u043e\u0441\u043d\u043e\u0432\u0435":[51],"\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f":[52],"\u043d\u0430\u0438\u043c\u0435\u043d\u044c\u0448\u0438\u0445":[53],"\u043a\u0432\u0430\u0434\u0440\u0430\u0442\u043e\u0432.":[54],"\u042d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c":[55],"\u043f\u043e\u0434\u0445\u043e\u0434\u0430":[56],"\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430":[57],"\u043f\u0440\u0438\u043c\u0435\u0440\u0435":[59],"\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f":[60],"\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430":[61],"\u043f\u043e\u0440\u0438\u0441\u0442\u043e\u0441\u0442\u0438":[62],"\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e":[63],"\u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430.":[64],"\u0412\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u0435":[65],"\u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430":[66],"\u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442":[67],"\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c":[68],"\u0440\u0443\u0442\u0438\u043d\u043d\u044b\u0435":[69],"\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438":[70],"\u0433\u0435\u043e\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e":[71],"\u0430\u043d\u0430\u043b\u0438\u0437\u0430":[72],"\u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c":[74],"\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c":[75],"\u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0430":[76],"\u043c\u0435\u0436\u0441\u043a\u0432\u0430\u0436\u0438\u043d\u043d\u043e\u0433\u043e":[77],"\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430.":[78],"The":[79,125,147,165],"paper":[80],"describes":[81],"an":[82,90],"algorithm":[83,127,169],"designed":[84],"for":[85,100,183],"the":[86,104,133,144,155,158,168,171,180],"automated":[87],"selection":[88],"of":[89,118,122,149,157,167,173],"appropriate":[91],"variogram":[92,109],"model":[93,136],"and":[94,113,138,178],"its":[95,140],"parameters":[96,141],"in":[97,116],"multiple":[98],"directions":[99],"geological":[101],"mapping":[102],"via":[103],"kriging":[105],"method.":[106],"Traditional":[107],"manual":[108],"fitting":[110],"is":[111,152],"subjective":[112],"time-consuming,":[114],"particularly":[115],"cases":[117],"pronounced":[119],"spatial":[120],"anisotropy":[121],"reservoir":[123],"properties.":[124],"developed":[126],"automatically":[128],"analyzes":[129],"experimental":[130],"data,":[131],"selects":[132],"optimal":[134],"theoretical":[135],"type,":[137],"calculates":[139],"based":[142],"on":[143],"least-squares":[145],"criterion.":[146],"effectiveness":[148],"this":[150],"approach":[151],"validated":[153],"through":[154],"simulation":[156],"porosity":[159],"parameter":[160],"within":[161],"a":[162],"productive":[163],"horizon.":[164],"implementation":[166],"enables":[170],"automation":[172],"routine":[174],"geostatistical":[175],"analysis":[176],"operations":[177],"enhances":[179],"prediction":[181],"accuracy":[182],"interwell":[184],"space.":[185]},"counts_by_year":[],"updated_date":"2026-10-07T09:51:55.459714","created_date":"2026-10-06T00:00:00"}