{"id":4243,"date":"2026-08-03T16:23:44","date_gmt":"2026-08-03T13:23:44","guid":{"rendered":"https:\/\/adcr.ru\/?p=4243"},"modified":"2026-08-03T18:00:25","modified_gmt":"2026-08-03T15:00:25","slug":"2025-2-4","status":"publish","type":"post","link":"https:\/\/adcr.ru\/en\/2025-2-4\/","title":{"rendered":"\u00ab\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u0410\u0441\u0441\u043e\u0446\u0438\u0430\u0446\u0438\u0438 \u0411\u0443\u0440\u043e\u0432\u044b\u0445 \u041f\u043e\u0434\u0440\u044f\u0434\u0447\u0438\u043a\u043e\u0432\u00bb \u21162 \u0437\u0430 2025 \u0433\u043e\u0434."},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"4243\" class=\"elementor elementor-4243\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-995ed34 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"995ed34\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cb893a1\" data-id=\"cb893a1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-382f8e4 elementor-widget elementor-widget-text-editor\" data-id=\"382f8e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><strong><img fetchpriority=\"high\" decoding=\"async\" class=\"alignleft wp-image-4219 size-medium\" src=\"https:\/\/adcr.ru\/wp-content\/uploads\/2026\/08\/\u0422\u0438\u0442\u0443\u043b-2025-2-210x300.png\" alt=\"\" width=\"210\" height=\"300\" srcset=\"https:\/\/adcr.ru\/wp-content\/uploads\/2026\/08\/\u0422\u0438\u0442\u0443\u043b-2025-2-210x300.png 210w, https:\/\/adcr.ru\/wp-content\/uploads\/2026\/08\/\u0422\u0438\u0442\u0443\u043b-2025-2-8x12.png 8w, https:\/\/adcr.ru\/wp-content\/uploads\/2026\/08\/\u0422\u0438\u0442\u0443\u043b-2025-2.png 639w\" sizes=\"(max-width: 210px) 100vw, 210px\" \/><\/strong><\/h3><p align=\"left\"><strong>\u0418\u0421\u041f\u041e\u041b\u042c\u0417\u041e\u0412\u0410\u041d\u0418\u0415 \u041c\u0410\u0428\u0418\u041d\u041d\u041e\u0413\u041e \u041e\u0411\u0423\u0427\u0415\u041d\u0418\u042f \u041f\u0420\u0418 \u0421\u0422\u0420\u041e\u0418\u0422\u0415\u041b\u042c\u0421\u0422\u0412\u0415<br \/>\u041d\u0415\u0424\u0422\u042f\u041d\u042b\u0425 \u0418 \u0413\u0410\u0417\u041e\u0412\u042b\u0425 \u0421\u041a\u0412\u0410\u0416\u0418\u041d<\/strong><\/p><p><em><strong>\u0412\u0435\u0442\u0440\u043e\u0432 \u0418\u0432\u0430\u043d \u0420\u043e\u043c\u0430\u043d\u043e\u0432\u0438\u0447 \u2013 \u0430\u0441\u043f\u0438\u0440\u0430\u043d\u0442 \u0420\u0413\u0423 \u043d\u0435\u0444\u0442\u0438 \u0438 \u0433\u0430\u0437\u0430 (\u041d\u0418\u0423) \u0438\u043c\u0435\u043d\u0438 \u0418.\u041c. \u0413\u0443\u0431\u043a\u0438\u043d\u0430, \u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440-\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0449\u0438\u043a \u043e\u0442\u0434\u0435\u043b\u0430<br \/>\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u0442\u0440\u043e\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u043e\u0440\u0441\u043a\u0438\u0445 \u0441\u043a\u0432\u0430\u0436\u0438\u043d \u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u0441\u0442\u0440\u043e\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u043a\u0432\u0430\u0436\u0438\u043d, \u041e\u041e\u041e<br \/>\u00ab\u0413\u0430\u0437\u043f\u0440\u043e\u043c \u041c\u043e\u0440\u0441\u043a\u0438\u0435 \u041f\u0440\u043e\u0435\u043a\u0442\u044b\u00bb, <a href=\"mailto:i.vetrov@gazprom-seaprojects.ru\">i.vetrov@gazprom-seaprojects.ru<\/a><\/strong><\/em><\/p><p align=\"left\">\u0423\u0414\u041a 622.24.063<\/p><p align=\"left\"><strong>Key words:<\/strong> \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u0431\u0443\u0440\u0435\u043d\u0438\u0435 \u0441\u043a\u0432\u0430\u0436\u0438\u043d.<\/p><p>\u0418\u0437\u043d\u0430\u0447\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u043f\u0440\u0438 \u0441\u0442\u0440\u043e\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0435 \u0441\u043a\u0432\u0430\u0436\u0438\u043d \u0440\u0435\u0448\u0430\u043b\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439. \u041d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u043e\u0433\u0440\u043e\u043c\u043d\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u0433\u0440\u043e\u043c\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0438 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438. \u041c\u0435\u0442\u043e\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u043d\u0435\u0441\u043b\u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0432\u043a\u043b\u0430\u0434 \u0432 \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u0441\u043f\u0435\u043a\u0442\u0440 \u043e\u0442\u0440\u0430\u0441\u043b\u0438. \u0415\u0433\u043e \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0448\u0438\u0440\u043e\u043a\u043e \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u0430 \u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u0445 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u043d\u043e \u0435\u0433\u043e \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b \u043d\u0435 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u0440\u0430\u0441\u043a\u0440\u044b\u0442 \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438. \u0412 \u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u043e\u0431\u0437\u043e\u0440, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0441\u043e\u0431\u0440\u0430\u043d\u044b \u0434\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0431\u0443\u0440\u043e\u0432\u044b\u0445 \u0440\u0430\u0431\u043e\u0442\u0430\u0445 \u0437\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043b\u0435\u0442. \u0412 \u044d\u0442\u043e\u043c \u043e\u0431\u0437\u043e\u0440\u0435 \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430, \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u043f\u0440\u0430\u043a\u0442\u0438\u043a, \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0438 \u043d\u043e\u0432\u044b\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432 \u0441\u0442\u0430\u0434\u0438\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u043b\u044f \u043f\u0440\u0435\u043e\u0434\u043e\u043b\u0435\u043d\u0438\u044f \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u043e\u0432 \u0432 \u043e\u0442\u0440\u0430\u0441\u043b\u0438.<\/p><p align=\"left\"><strong>THE USE OF MACHINE LEARNING IN THE CONSTRUCTION OF OIL AND GAS WELLS<br \/><\/strong><br \/><em><strong>Vetrov I.R. \u2013 Postgraduate student of Gubkin Russian State University of Oil and Gas (NIU), Leading Design Engineer of the Offshore<br \/>Well Construction Design Department of the Well Construction Design and Control Department,<br \/>Gazprom Marine Projects LLC, <a href=\"mailto:i.vetrov@gazprom-seaprojects.ru\">i.vetrov@gazprom-seaprojects.ru\u00a0<\/a><\/strong><\/em><\/p><p><strong>Key words:<\/strong> machine learning, artificial data analysis, well drilling.<\/p><p>Initially, well construction problems were solved using only physical models. Despite the mammoth generation of realtime metadata, there is a tremendous gap between statistical based models and mathematical models. Data mining techniques have made prominent contributions across a broad spectrum of industries. Its value is widely appreciated in a variety of applications, but its potential has not been fully tapped in the oil and gas industry. This paper presents a review compiling several years of Data Analytics applications in the drilling operations. This review discusses the benefits, deficiencies of the present practices, challenges, and novel applications under development to overcome industry deficiencies.<\/p><p><!-- \/wp:paragraph --><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>\u0418\u0421\u041f\u041e\u041b\u042c\u0417\u041e\u0412\u0410\u041d\u0418\u0415 \u041c\u0410\u0428\u0418\u041d\u041d\u041e\u0413\u041e \u041e\u0411\u0423\u0427\u0415\u041d\u0418\u042f \u041f\u0420\u0418 \u0421\u0422\u0420\u041e\u0418\u0422\u0415\u041b\u042c\u0421\u0422\u0412\u0415\u041d\u0415\u0424\u0422\u042f\u041d\u042b\u0425 \u0418 \u0413\u0410\u0417\u041e\u0412\u042b\u0425 \u0421\u041a\u0412\u0410\u0416\u0418\u041d \u0412\u0435\u0442\u0440\u043e\u0432 \u0418\u0432\u0430\u043d \u0420\u043e\u043c\u0430\u043d\u043e\u0432\u0438\u0447 \u2013 \u0430\u0441\u043f\u0438\u0440\u0430\u043d\u0442 \u0420\u0413\u0423 \u043d\u0435\u0444\u0442\u0438 \u0438 \u0433\u0430\u0437\u0430 (\u041d\u0418\u0423) \u0438\u043c\u0435\u043d\u0438 \u0418.\u041c. \u0413\u0443\u0431\u043a\u0438\u043d\u0430, \u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440-\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0449\u0438\u043a \u043e\u0442\u0434\u0435\u043b\u0430\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u0442\u0440\u043e\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u043e\u0440\u0441\u043a\u0438\u0445 \u0441\u043a\u0432\u0430\u0436\u0438\u043d \u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u0441\u0442\u0440\u043e\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u043a\u0432\u0430\u0436\u0438\u043d, \u041e\u041e\u041e\u00ab\u0413\u0430\u0437\u043f\u0440\u043e\u043c \u041c\u043e\u0440\u0441\u043a\u0438\u0435 \u041f\u0440\u043e\u0435\u043a\u0442\u044b\u00bb, i.vetrov@gazprom-seaprojects.ru \u0423\u0414\u041a 622.24.063 \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u043b\u043e\u0432\u0430: \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u0431\u0443\u0440\u0435\u043d\u0438\u0435 \u0441\u043a\u0432\u0430\u0436\u0438\u043d. \u0418\u0437\u043d\u0430\u0447\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u043f\u0440\u0438 \u0441\u0442\u0440\u043e\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0435 \u0441\u043a\u0432\u0430\u0436\u0438\u043d \u0440\u0435\u0448\u0430\u043b\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e &#8230; 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