{"id":11654,"date":"2026-04-22T07:05:15","date_gmt":"2026-04-22T06:05:15","guid":{"rendered":"https:\/\/izvestiyakbncran.ru\/?page_id=11654"},"modified":"2026-06-04T10:28:31","modified_gmt":"2026-06-04T09:28:31","slug":"28-2-3","status":"publish","type":"page","link":"https:\/\/izvestiyakbncran.ru\/index.php\/28-2-3\/","title":{"rendered":"28.2.3"},"content":{"rendered":"\n<h2 class=\"wp-block-heading has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-f04ed0324d359d2973f3cfacd626a019\" style=\"font-size:22px\"><strong>\u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 Apache Ozone \u0438 Argo Workflows<\/strong><\/h2>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-small-font-size wp-elements-e703596a585f4e376cb6c5d9f19c2d07 wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\"><strong>\u041a. \u0410. \u041f\u043e\u043b\u044f\u043d\u0446\u0435\u0432\u0430, \u0410. \u0412. \u041a\u043e\u043c\u043b\u0435\u0432, \u041c. \u0413. \u0413\u043e\u0440\u043e\u0434\u043d\u0438\u0447\u0435\u0432<\/strong><\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-content-justification-left is-nowrap is-layout-flex wp-container-core-group-is-layout-20193d73 wp-block-group-is-layout-flex\" style=\"border-style:none;border-width:0px;margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\">\n<p class=\"has-text-color has-link-color has-lora-font-family wp-elements-1934a6274ad67c2dd8d97ce7471e2bbb wp-block-paragraph\" style=\"color:#5b1919;font-size:12px;text-decoration:underline\"><\/p>\n\n\n\n<div class=\"wp-block-group is-horizontal is-layout-flex wp-container-core-group-is-layout-9076828a wp-block-group-is-layout-flex\" style=\"min-height:0px;margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\">\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-856cf56e wp-block-buttons-is-layout-flex\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-background-background-color has-text-color has-background has-link-color has-border-color has-custom-font-size wp-element-button\" href=\"http:\/\/izvestiyakbncran.ru\/wp-content\/uploads\/2026\/05\/3-polyanczeva-komlev.pdf\" style=\"border-color:#5b1919;border-style:solid;border-width:2px;border-radius:8px;color:#5b1919;padding-top:0.4rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:0.4rem;padding-left:var(--wp--preset--spacing--40);font-size:12px\">PDF<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:0px;width:0px\" aria-hidden=\"true\" class=\"wp-block-spacer wp-container-content-273e683f\"><\/div>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-outline is-style-outline--2\"><a class=\"wp-block-button__link has-background-background-color has-text-color has-background has-link-color has-border-color has-text-align-center has-custom-font-size wp-element-button\" href=\"http:\/\/izvestiyakbncran.ru\/wp-content\/uploads\/2026\/05\/03-architecture.xml\" style=\"border-color:#5b1919;border-width:2px;border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-left-radius:8px;border-bottom-right-radius:8px;color:#5b1919;padding-top:0.4rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:0.4rem;padding-left:var(--wp--preset--spacing--40);font-size:12px\">JATS XML<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-3cda26682677e57b9ccabaf76f2183d2 wp-block-paragraph\" style=\"border-style:none;border-width:0px;border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-left-radius:0px;border-bottom-right-radius:0px;color:#5b1919;margin-top:var(--wp--preset--spacing--20);margin-right:0;margin-bottom:var(--wp--preset--spacing--20);margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\"><\/p>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:0\"\/>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-d5f60d51ee364bd0499bdef4e196a5d7 wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;line-height:1.4\"><strong><em>\u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f<\/em><\/strong>. \u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u0430\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u043e\u0431\u044a\u0435\u043a\u0442\u043d\u043e\u0433\u043e \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0430 Apache Ozone \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u0438 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 Argo Workflows.<br><strong>\u0426\u0435\u043b\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f<\/strong>. \u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043d\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 Apache Ozone \u0438 Argo Workflows, \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u044e\u0449\u0435\u0439 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043e\u0446\u0435\u043d\u043a\u0430 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e 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\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0430 \u0431\u0430\u0437\u0435 Argo Workflows \u0432 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 Kubernetes. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0430 \u043c\u0435\u0442\u043e\u0434\u0438\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u0431\u0435\u0437 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u043e\u0433\u043e S3-\u0448\u043b\u044e\u0437\u0430, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u0441\u043d\u0438\u0437\u0438\u0442\u044c \u043d\u0430\u043a\u043b\u0430\u0434\u043d\u044b\u0435 \u0440\u0430\u0441\u0445\u043e\u0434\u044b \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u0443\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 Hadoop-\u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043e\u043c \u043f\u0440\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u0445 \u0447\u0442\u0435\u043d\u0438\u044f, \u0437\u0430\u043f\u0438\u0441\u0438 \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430 \u0432 \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u0438 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0438\u0441\u043a\u043e\u0432\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430 \u043f\u0440\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0438 erasure coding.<br><strong>\u0412\u044b\u0432\u043e\u0434\u044b<\/strong>. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0442 \u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 Apache Ozone \u0438 Argo Workflows \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u044b \u0442\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u044b\u043c \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430\u043c \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445. \u0420\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u044c \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432 \u0438 \u0441\u043d\u0438\u0437\u0438\u0442\u044c \u0437\u0430\u0442\u0440\u0430\u0442\u044b \u043d\u0430 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0438 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d \u043f\u0440\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c, \u0441\u0438\u0441\u0442\u0435\u043c \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-6cfa4137dfc92b459f4fa98f9a231813 wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;line-height:1.4\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-6cfa4137dfc92b459f4fa98f9a231813 wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;line-height:1.4\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-c1fae549f1d1626da1de505db92bdad9 wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;line-height:1.4\"><em><strong>\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u043b\u043e\u0432\u0430<\/strong>: <\/em>\u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445, \u0431\u043e\u043b\u044c\u0448\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, Apache Ozone, Argo Workflows, Kubernetes, Apache Spark, \u043e\u0431\u044a\u0435\u043a\u0442\u043d\u044b\u0435 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0430, \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439, \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c, \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043d\u044b\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f, \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u044c<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-6cfa4137dfc92b459f4fa98f9a231813 wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;line-height:1.4\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-6cfa4137dfc92b459f4fa98f9a231813 wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;line-height:1.4\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-32f5b72915465e986437be8476c487b7 wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:12px;line-height:1.4\"><strong>\u0414\u043b\u044f \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.<\/strong> \u041f\u043e\u043b\u044f\u043d\u0446\u0435\u0432\u0430 \u041a. \u0410., \u041a\u043e\u043c\u043b\u0435\u0432 \u0410. \u0412., \u0413\u043e\u0440\u043e\u0434\u043d\u0438\u0447\u0435\u0432 \u041c. \u0413. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 Apache Ozone \u0438 Argo Workflows \/\/ \u0418\u0437\u0432\u0435\u0441\u0442\u0438\u044f \u041a\u0430\u0431\u0430\u0440\u0434\u0438\u043d\u043e-\u0411\u0430\u043b\u043a\u0430\u0440\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0443\u0447\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0420\u0410\u041d. 2026. \u0422. 28. \u2116 2. \u0421. 34\u201350. DOI: 10.35330\/1991-6639-2026-28-2-34-50<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-8f50c26b3cf7553d4e64da7af5e89fd2 wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:12px;line-height:1.4\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-0f806578fff8ad276986f319651b13c3 wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:12px;line-height:1.4\">\u00a9&nbsp;&nbsp; \u041f\u043e\u043b\u044f\u043d\u0446\u0435\u0432\u0430 \u041a. \u0410., \u041a\u043e\u043c\u043b\u0435\u0432 \u0410. \u0412., \u0413\u043e\u0440\u043e\u0434\u043d\u0438\u0447\u0435\u0432 \u041c. \u0413., 2026<\/p>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-11fce5db wp-block-group-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20);padding-top:0;padding-bottom:0\">\n<figure class=\"wp-block-image size-full is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"80\" height=\"28\" src=\"https:\/\/izvestiyakbncran.ru\/wp-content\/uploads\/2026\/03\/image.png\" alt=\"\" class=\"wp-image-7229\"\/><\/figure>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-1f1ff0e6e8a3dea326d9efac0b45796f wp-block-paragraph\" style=\"margin-top:var(--wp--preset--spacing--20);margin-right:0;margin-bottom:0;margin-left:0;font-size:12px;line-height:1.4\">\u041a\u043e\u043d\u0442\u0435\u043d\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439&nbsp;<a href=\"http:\/\/creativecommons.org\/licenses\/by\/4.0\/\" target=\"_blank\" rel=\"noreferrer noopener\">Creative Commons Attribution 4.0 License<\/a><\/p>\n<\/div>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-8f50c26b3cf7553d4e64da7af5e89fd2 wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:12px;line-height:1.4\"><\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-8f50c26b3cf7553d4e64da7af5e89fd2 wp-block-paragraph\" style=\"margin-top:0;margin-bottom:0;font-size:12px;line-height:1.4\"><\/p>\n\n\n\n<details class=\"wp-block-details has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-ef161722eabc9915b043cb29f6e13f7c is-layout-flow wp-container-core-details-is-layout-bd2f46b7 wp-block-details-is-layout-flow\" style=\"font-size:14px\"><summary><strong>\u0421\u043f\u0438\u0441\u043e\u043a \u043b\u0438\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u044b<\/strong><\/summary>\n<ol class=\"wp-block-list\">\n<li class=\"has-foreground-color has-text-color has-link-color wp-elements-bfd1d6e4efa7647318f4e44f79337b15\"><em>\u041f\u043e\u043b\u044f\u043d\u0446\u0435\u0432\u0430 \u041a. \u0410.<\/em> \u0412\u044b\u0441\u043e\u043a\u043e\u043d\u0430\u0433\u0440\u0443\u0436\u0435\u043d\u043d\u0430\u044f \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043b\u044f \u0430\u0433\u0440\u0435\u0433\u0430\u0446\u0438\u0438 \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043d\u0435\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u043e\u0442\u043d\u0430 \/\/ \u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0432 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438. 2022. \u2116 5. \u0421. 32\u201337. DOI: 10.25728\/avtprom.2022.05.09<\/li>\n\n\n\n<li><em>\u0413\u043e\u0440\u043e\u0434\u043d\u0438\u0447\u0435\u0432 \u041c. \u0413., \u0422\u0438\u0442\u043e\u0432 \u0414. \u0412., \u041b\u0438\u043f\u0430\u0442\u043e\u0432\u0430 \u0410. \u0414.<\/em> \u041e \u0437\u0430\u0434\u0430\u0447\u0435 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \/\/ \u0418\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u0435\u0441\u0442\u043d\u0438\u043a \u0414\u043e\u043d\u0430. 2025. \u2116 11(131). \u0421. 62\u201392.<\/li>\n\n\n\n<li><em>Malik V.<\/em> Hadoop Distributed file system (HDFS) with its architecture. International Journal for Research in Applied Science and Engineering Technology. 2025. Vol. 13. Pp. 6031\u20136034. DOI: 10.22214\/ijraset.2025.71584<\/li>\n\n\n\n<li><em>Kala Karun A., Chitharanjan K.<\/em> A review on Hadoop \u2013 HDFS infrastructure extensions. 2013 IEEE Conference on Information &amp; Communication Technologies, Thuckalay, India. Pp. 132\u2013137. DOI: 10.1109\/CICT.2013.6558077<\/li>\n\n\n\n<li><em>Zhu Z., Tan L., Li Y., Ji C.<\/em> PHDFS: Optimizing I\/O performance of HDFS in deep learning cloud computing platform. Journal of Systems Architecture. 2020. Vol. 109. Article 101810. DOI: 10.1016\/j.sysarc.2020.101810<\/li>\n\n\n\n<li><em>\u0418\u0435\u0432\u043b\u0435\u0432 \u041a. \u041e., \u0413\u043e\u0440\u043e\u0434\u043d\u0438\u0447\u0435\u0432 \u041c. \u0413. <\/em>\u0421\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0441\u0438\u0441\u0442\u0435\u043c \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 HDFS \u0438 Apache Ozone \/\/ Computational Nanotechnology. 2025. \u0422. 12. \u2116 1. \u0421. 26\u201333. DOI: 10.33693\/2313-223X-2025-12-1-26-33<\/li>\n\n\n\n<li><em>Wilkinson S. R., Aloqalaa M., Belhajjame K. et al.<\/em> Applying the FAIR principles to computational workflows. Scientific Data. 2025. Vol. 12. Article 328. DOI: 10.1038\/s41597-025-04451-9<\/li>\n\n\n\n<li><em>Gustafsson O.J.R., Wilkinson S.R., Bacall F. et al.<\/em> WorkflowHub: a registry for computational workflows. Scientific Data. 2025. Vol. 12. Article 837. DOI: 10.1038\/s41597-025-04786-3<\/li>\n\n\n\n<li><em>Tourouta E., Gorodnichev M., Polyantseva K., Moseva M.<\/em> Providing fault tolerance of cluster computing systems based on fault-tolerant dynamic computation planning. Lecture Notes in Information Systems and Organisation: 3rd. Virtual, Online, 2022. Pp. 143\u2013150. DOI: 10.1007\/978-3-030-94252-6_10<\/li>\n\n\n\n<li><em>Kumar B., Verma A., Verma P.<\/em> Introduction of kubernetes. Modern kubernetes: From core concepts to intelligent autoscaling for cloud applications. Cham: Springer, 2026. Pp. 1\u201315. (Studies in Autonomic, Data-driven and Industrial Computing). DOI: 10.1007\/978-3-032-12972-7_1<\/li>\n\n\n\n<li><em>Aqasizade H., Ataie E., Bastam M.<\/em> Kubernetes in action: Exploring the performance of Kubernetes distributions in the cloud. Software: Practice and Experience. 2025. Vol. 55. Pp. 1711\u20131725. DOI: 10.1002\/spe.70000<\/li>\n\n\n\n<li><em>Lucani D., Feher M.<\/em> HyRES: A hybrid replication and erasure coding approach to data storage. 2025. 14 p. arXiv: 2511.00896. URL: https:\/\/arxiv.org\/abs\/2511.00896 (\u0430ccessed: 22\/02\/2026)<\/li>\n\n\n\n<li><em>Shen Z., Cai Y., Cheng K., Lee P. P. C., Li X., Hu Y., Shu J.<\/em> A survey of the past, present, and future of erasure coding for storage systems. ACM Transactions on Storage. 2025. Vol. 21. No. 1. Article 4. 39 p. DOI: 10.1145\/3708994<\/li>\n\n\n\n<li><em>Ibrahim S., Darrous J.<\/em> Erasure coding aware block placement for data-intensive applications. ACM SIGOPS Operating Systems Review. 2025. Vol. 59. No. 1. Pp. 62\u201369. DOI: 10.1145\/3759441.3759451<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-a16cfe9d8bb0682f6350650d697f83a2 is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u0418\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u043e\u0431 \u0430\u0432\u0442\u043e\u0440\u0430\u0445<\/strong><\/summary>\n<p class=\"has-foreground-color has-text-color has-link-color wp-elements-474a9d4e61a6ffe3657011da23502f58 wp-block-paragraph\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\"><strong>\u041f\u043e\u043b\u044f\u043d\u0446\u0435\u0432\u0430 \u041a\u0441\u0435\u043d\u0438\u044f \u0410\u043d\u0434\u0440\u0435\u0435\u0432\u043d\u0430<\/strong>, \u043a\u0430\u043d\u0434. \u0442\u0435\u0445\u043d. \u043d\u0430\u0443\u043a, \u0434\u043e\u0446\u0435\u043d\u0442 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u00ab\u0418\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb, \u041c\u043e\u0441\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0441\u0432\u044f\u0437\u0438 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0438;<br>111024, \u0420\u043e\u0441\u0441\u0438\u044f, \u041c\u043e\u0441\u043a\u0432\u0430, \u0443\u043b. \u0410\u0432\u0438\u0430\u043c\u043e\u0442\u043e\u0440\u043d\u0430\u044f, 8\u0410;<br>k.a.poliantseva@mtuci.ru, ORCID: https:\/\/orcid.org\/0000-0002-7102-4208, SPIN-\u043a\u043e\u0434: 8112-8560<br><strong>\u041a\u043e\u043c\u043b\u0435\u0432 \u0410\u0440\u0442\u0435\u043c \u0412\u043b\u0430\u0434\u0438\u043c\u0438\u0440\u043e\u0432\u0438\u0447<\/strong>, \u0441\u0442\u0443\u0434\u0435\u043d\u0442, \u041c\u043e\u0441\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0441\u0432\u044f\u0437\u0438 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0438;<br>111024, \u0420\u043e\u0441\u0441\u0438\u044f, \u041c\u043e\u0441\u043a\u0432\u0430, \u0443\u043b. \u0410\u0432\u0438\u0430\u043c\u043e\u0442\u043e\u0440\u043d\u0430\u044f, 8\u0410;<br>komlev1257@gmail.com<br><strong>\u0413\u043e\u0440\u043e\u0434\u043d\u0438\u0447\u0435\u0432 \u041c\u0438\u0445\u0430\u0438\u043b \u0413\u0435\u043d\u043d\u0430\u0434\u044c\u0435\u0432\u0438\u0447<\/strong>, \u043a\u0430\u043d\u0434. \u0442\u0435\u0445\u043d. \u043d\u0430\u0443\u043a, \u0434\u043e\u0446\u0435\u043d\u0442, \u0434\u0435\u043a\u0430\u043d \u0444\u0430\u043a\u0443\u043b\u044c\u0442\u0435\u0442\u0430 \u00ab\u0418\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438\u00bb, \u041c\u043e\u0441\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0441\u0432\u044f\u0437\u0438 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0438;<br>111024, \u0420\u043e\u0441\u0441\u0438\u044f, \u041c\u043e\u0441\u043a\u0432\u0430, \u0443\u043b. \u0410\u0432\u0438\u0430\u043c\u043e\u0442\u043e\u0440\u043d\u0430\u044f, 8\u0410;<br>m.g.gorodnichev@mtuci.ru, ORCID: https:\/\/orcid.org\/0000-0003-1739-9831, SPIN-\u043a\u043e\u0434: 4576-9642<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color wp-elements-6fd2a265d78d8e9d07d63a56a0895fa0 wp-block-paragraph\"><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-911b3fc35a8a6622067c7c42291d29be is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>\u0424\u0438\u043d\u0430\u043d\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/strong><\/summary>\n<p class=\"wp-block-paragraph\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\">\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u043e \u0431\u0435\u0437 \u0441\u043f\u043e\u043d\u0441\u043e\u0440\u0441\u043a\u043e\u0439 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0438.<\/p>\n<\/details>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 Apache Ozone \u0438 Argo Workflows \u041a. \u0410. \u041f\u043e\u043b\u044f\u043d\u0446\u0435\u0432\u0430, \u0410. \u0412. \u041a\u043e\u043c\u043b\u0435\u0432, \u041c. \u0413. \u0413\u043e\u0440\u043e\u0434\u043d\u0438\u0447\u0435\u0432 \u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f. \u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 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