{"id":10617,"date":"2024-07-13T20:50:45","date_gmt":"2024-07-13T18:50:45","guid":{"rendered":"https:\/\/geopard.tech\/?p=10617"},"modified":"2024-07-13T20:50:51","modified_gmt":"2024-07-13T18:50:51","slug":"5g-%d1%82%d2%b1%d1%80%d0%b0%d2%9b%d1%82%d1%8b-%d0%b5%d0%b3%d1%96%d0%bd%d1%88%d1%96%d0%bb%d1%96%d0%ba%d1%82%d0%b5-%d0%bd%d0%b0%d2%9b%d1%82%d1%8b-%d1%83%d0%b0%d2%9b%d1%8b%d1%82-%d1%80%d0%b5%d0%b6%d0%b8","status":"publish","type":"post","link":"https:\/\/geopard.tech\/kz\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/","title":{"rendered":"\u0422\u04b1\u0440\u0430\u049b\u0442\u044b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0434\u0430 5G-\u043c\u0435\u043d \u049b\u0430\u043c\u0442\u0430\u043c\u0430\u0441\u044b\u0437 \u0435\u0442\u0456\u043b\u0433\u0435\u043d \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442\u0442\u0430\u0493\u044b \u043e\u049b\u044b\u0442\u0443: \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d\u0430 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u0421\u043e\u043b\u0442\u04af\u0441\u0442\u0456\u043a \u0420\u0435\u0439\u043d-\u0412\u0435\u0441\u0442\u0444\u0430\u043b\u0438\u044f \u0448\u0442\u0430\u0442\u044b\u043d\u044b\u04a3 \u042d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0430\u043b\u044b\u049b \u0456\u0441\u0442\u0435\u0440, \u04e9\u043d\u0435\u0440\u043a\u04d9\u0441\u0456\u043f, \u043a\u043b\u0438\u043c\u0430\u0442\u0442\u044b\u049b \u0456\u0441-\u049b\u0438\u043c\u044b\u043b \u0436\u04d9\u043d\u0435 \u044d\u043d\u0435\u0440\u0433\u0435\u0442\u0438\u043a\u0430 \u043c\u0438\u043d\u0438\u0441\u0442\u0440\u043b\u0456\u0433\u0456\u043d\u0456\u04a3 \u0456\u0448\u0456\u043d\u0430\u0440\u0430 \u049b\u0430\u0440\u0436\u044b\u043b\u0430\u043d\u0434\u044b\u0440\u0443\u044b\u043c\u0435\u043d \u049b\u043e\u043b\u0434\u0430\u0443 \u0442\u0430\u043f\u049b\u0430\u043d \u201c\u0422\u04b1\u0440\u0430\u049b\u0442\u044b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0434\u0430 \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442 \u0440\u0435\u0436\u0438\u043c\u0456\u043d\u0434\u0435 \u043e\u049b\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0442\u0456\u043d 5G \u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0456\u201d \u0436\u043e\u0431\u0430\u0441\u044b\u043d\u044b\u04a3 \u0441\u04d9\u0442\u0442\u0456 \u0430\u044f\u049b\u0442\u0430\u043b\u0493\u0430\u043d\u044b\u043d \u0445\u0430\u0431\u0430\u0440\u043b\u0430\u0443\u0493\u0430 \u049b\u0443\u0430\u043d\u044b\u0448\u0442\u044b\u043c\u044b\u0437.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/08\/image-2.png?w=1620&amp;ssl=1\" alt=\"\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04b1\u043b \u0431\u0430\u0441\u0442\u0430\u043c\u0430 \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0434\u0430\u0493\u044b 5G \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0441\u044b\u043d\u044b\u04a3 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f\u043b\u044b\u049b \u04d9\u043b\u0435\u0443\u0435\u0442\u0456\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0434\u0435\u0433\u0456 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u049b\u0430\u0434\u0430\u043c \u0431\u043e\u043b\u044b\u043f \u0442\u0430\u0431\u044b\u043b\u0430\u0434\u044b, \u0430\u0442\u0430\u043f \u0430\u0439\u0442\u049b\u0430\u043d\u0434\u0430, \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d \u04e9\u0441\u0456\u0440\u0443\u0434\u0456\u04a3 \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u044b\u049b, \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0430\u043b\u044b\u049b \u0436\u04d9\u043d\u0435 \u0442\u04b1\u0440\u0430\u049b\u0442\u044b \u0430\u0441\u043f\u0435\u043a\u0442\u0456\u043b\u0435\u0440\u0456\u043d \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0443\u0493\u0430 \u0431\u0430\u0493\u044b\u0442\u0442\u0430\u043b\u0493\u0430\u043d.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u043b 5G-\u0434\u0456\u04a3 \u0442\u04e9\u043c\u0435\u043d \u043a\u0456\u0434\u0456\u0440\u0456\u0441\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u044b\u043f, \u043e\u0437\u044b\u049b \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u0442\u044b\u049b \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u0430\u0440 \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0456\u043d \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442 \u0440\u0435\u0436\u0438\u043c\u0456\u043d\u0434\u0435 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0434\u0456, \u0431\u04b1\u043b \u0430\u043b\u0434\u044b\u043d \u0430\u043b\u0430 \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u043d\u0433\u0435\u043d \u0443\u0430\u049b\u044b\u0442 \u0430\u0440\u0430\u043b\u044b\u0493\u044b\u043d\u0434\u0430 \u0441\u0435\u043d\u0441\u043e\u0440\u043b\u0430\u0440 \u043c\u0435\u043d \u043f\u043e\u0437\u0438\u0446\u0438\u044f\u043b\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0433\u0435 \u0436\u0435\u0434\u0435\u043b \u0436\u0430\u0443\u0430\u043f \u0431\u0435\u0440\u0443\u0433\u0435 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0434\u0456.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"624\" height=\"386\" data-attachment-id=\"10624\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/picture-from-the-final-event-of-the-project-presentation-at-hochschule-hamm-lippstadt-hshl\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Picture-from-the-final-event-of-the-project-presentation-at-Hochschule-Hamm-Lippstadt-HSHL.png?fit=624%2C386&amp;ssl=1\" data-orig-size=\"624,386\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Picture from the final event of the project presentation at Hochschule Hamm-Lippstadt (HSHL)\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Picture-from-the-final-event-of-the-project-presentation-at-Hochschule-Hamm-Lippstadt-HSHL.png?fit=624%2C386&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Picture-from-the-final-event-of-the-project-presentation-at-Hochschule-Hamm-Lippstadt-HSHL.png?resize=624%2C386&#038;ssl=1\" alt=\"Hochschule Hamm-Lippstadt (HSHL) \u0436\u043e\u0431\u0430 \u0442\u04b1\u0441\u0430\u0443\u043a\u0435\u0441\u0435\u0440\u0456\u043d\u0456\u04a3 \u0441\u043e\u04a3\u0493\u044b \u0456\u0441-\u0448\u0430\u0440\u0430\u0441\u044b\u043d\u0430\u043d \u0441\u0443\u0440\u0435\u0442\" class=\"wp-image-10624\" style=\"width:836px;height:auto\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Picture-from-the-final-event-of-the-project-presentation-at-Hochschule-Hamm-Lippstadt-HSHL.png?w=624&amp;ssl=1 624w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Picture-from-the-final-event-of-the-project-presentation-at-Hochschule-Hamm-Lippstadt-HSHL.png?resize=300%2C186&amp;ssl=1 300w\" sizes=\"(max-width: 624px) 100vw, 624px\" \/><figcaption class=\"wp-element-caption\">Hochschule Hamm-Lippstadt (HSHL) \u0436\u043e\u0431\u0430 \u0442\u04b1\u0441\u0430\u0443\u043a\u0435\u0441\u0435\u0440\u0456\u043d\u0456\u04a3 \u0441\u043e\u04a3\u0493\u044b \u0456\u0441-\u0448\u0430\u0440\u0430\u0441\u044b\u043d\u0430\u043d \u0441\u0443\u0440\u0435\u0442<\/figcaption><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-project-focus-and-partnership\">\u0416\u043e\u0431\u0430\u0493\u0430 \u0431\u0430\u0493\u0434\u0430\u0440\u043b\u0430\u043d\u0443 \u0436\u04d9\u043d\u0435 \u0441\u0435\u0440\u0456\u043a\u0442\u0435\u0441\u0442\u0456\u043a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">HSHL \u0441\u0435\u0440\u0456\u043a\u0442\u0435\u0441\u0442\u0435\u0440\u0456\u043c\u0435\u043d \u0431\u0456\u0440\u043b\u0435\u0441\u0456\u043f \u0436\u04d9\u043d\u0435 Pfeifer &amp; Langen \u049b\u043e\u043b\u0434\u0430\u0443\u044b\u043c\u0435\u043d \u0436\u043e\u0431\u0430 \u0441\u0435\u0440\u0456\u043a\u0442\u0435\u0441\u0442\u0435\u0440\u0433\u0435 \u0442\u0438\u0435\u0441\u0456\u043b\u0456 \u0435\u0433\u0456\u0441\u0442\u0456\u043a\u0442\u0435\u0440\u0434\u0435 \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d \u04e9\u0441\u0456\u0440\u0443\u0434\u0456\u04a3 \u0431\u04af\u043a\u0456\u043b \u04e9\u043c\u0456\u0440\u043b\u0456\u043a \u0446\u0438\u043a\u043b\u0456\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0433\u0435 \u0431\u0430\u0493\u044b\u0442\u0442\u0430\u043b\u0493\u0430\u043d. \u041e\u043d\u044b\u04a3 \u043c\u0430\u049b\u0441\u0430\u0442\u044b 5G-\u043d\u0456\u04a3 \u0421\u043e\u043b\u0442\u04af\u0441\u0442\u0456\u043a \u0420\u0435\u0439\u043d-\u0412\u0435\u0441\u0442\u0444\u0430\u043b\u0438\u044f\u043d\u044b\u04a3 \u0430\u0443\u044b\u043b\u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u049b \u0441\u0435\u043a\u0442\u043e\u0440\u044b\u043d\u0434\u0430 \u043d\u0435\u0433\u0456\u0437\u0433\u0456 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u044b\u049b \u043a\u0430\u0442\u0430\u043b\u0438\u0437\u0430\u0442\u043e\u0440 \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u049b\u0430\u043b\u0430\u0439 \u049b\u044b\u0437\u043c\u0435\u0442 \u0435\u0442\u0435 \u0430\u043b\u0430\u0442\u044b\u043d\u044b\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0443, \u0438\u043d\u043d\u043e\u0432\u0430\u0446\u0438\u044f \u043c\u0435\u043d \u0442\u0438\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0430\u0440\u0442\u0442\u044b\u0440\u0443 \u04d9\u043b\u0435\u0443\u0435\u0442\u0456\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0443 \u0431\u043e\u043b\u0434\u044b.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-role-of-geopard-agriculture\">GeoPard \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u044b\u04a3 \u0440\u04e9\u043b\u0456<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GeoPard Agriculture \u0436\u043e\u0431\u0430\u043d\u044b\u04a3 \u043d\u0435\u0433\u0456\u0437\u0433\u0456 \u0430\u0441\u043f\u0435\u043a\u0442\u0456\u043b\u0435\u0440\u0456\u043d, \u0441\u043e\u043d\u044b\u04a3 \u0456\u0448\u0456\u043d\u0434\u0435 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443, \u0431\u0430\u049b\u044b\u043b\u0430\u0443 \u0436\u04d9\u043d\u0435 \u04e9\u043d\u0434\u0456\u0440\u0456\u0441\u0442\u0456 \u0431\u043e\u043b\u0436\u0430\u0443 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439\u043b\u0435\u0440\u0456\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u0430 \u0436\u04d9\u043d\u0435 \u0435\u043d\u0433\u0456\u0437\u0443\u0434\u0435 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0440\u04e9\u043b \u0430\u0442\u049b\u0430\u0440\u0434\u044b. \u0411\u0456\u0437 5G \u0430\u0443\u044b\u043b\u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u049b \u043e\u0440\u0442\u0430\u0441\u044b\u043d\u0430 \u0431\u0435\u0439\u0456\u043c\u0434\u0435\u043b\u0433\u0435\u043d \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0436\u04af\u0439\u0435\u0441\u0456\u043d\u0456\u04a3 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f\u0456\u043d \u04d9\u0437\u0456\u0440\u043b\u0435\u0434\u0456\u043a, \u0431\u04b1\u043b\u0442\u0442\u044b\u049b \u0438\u043d\u0444\u0440\u0430\u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u0434\u0430 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0456 \u043e\u0440\u044b\u043d\u0434\u0430\u0434\u044b\u049b \u0436\u04d9\u043d\u0435 \u0431\u04b1\u043b\u0442\u049b\u0430 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0433\u0435\u043d \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u043c\u0435\u043d \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442 \u0440\u0435\u0436\u0438\u043c\u0456\u043d\u0434\u0435 \u04e9\u0437\u0430\u0440\u0430 \u04d9\u0440\u0435\u043a\u0435\u0442\u0442\u0435\u0441\u0443\u0433\u0435 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u043c\u043e\u0431\u0438\u043b\u044c\u0434\u0456 \u049b\u043e\u0441\u044b\u043c\u0448\u0430 \u0436\u0430\u0441\u0430\u0434\u044b\u049b.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-technological-integration\">\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u044b\u049b \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0416\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 (\u0416\u0418) \u04d9\u0434\u0456\u0441\u0442\u0435\u0440\u0456 \u0436\u043e\u0493\u0430\u0440\u044b \u0435\u0441\u0435\u043f\u0442\u0435\u0443 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a\u0442\u0435\u0440\u0456 \u0431\u0430\u0440 \u0431\u0435\u0440\u0456\u043a \u0431\u04b1\u043b\u0442\u0442\u044b\u049b \u0438\u043d\u0444\u0440\u0430\u049b\u04b1\u0440\u044b\u043b\u044b\u043c \u0430\u0440\u049b\u044b\u043b\u044b \u0435\u043d\u0433\u0456\u0437\u0456\u043b\u0434\u0456. \u0416\u0418 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0434\u0435\u0440\u0456 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u04d9\u0440\u0431\u0456\u0440 \u049b\u0438\u044b\u043b\u044b\u0441\u0443 \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442 \u0440\u0435\u0436\u0438\u043c\u0456\u043d\u0434\u0435 \u0436\u0456\u043a\u0442\u0435\u0434\u0456 \u0436\u04d9\u043d\u0435 \u043e\u043b\u0430\u0440\u0434\u044b\u04a3 \u04e9\u0441\u0443\u0456\u043d \u0431\u04af\u043a\u0456\u043b \u04e9\u043c\u0456\u0440\u043b\u0456\u043a \u0446\u0438\u043a\u043b\u0456 \u0431\u043e\u0439\u044b \u0431\u0430\u049b\u044b\u043b\u0430\u0434\u044b, \u0431\u04b1\u043b \u0442\u0435\u043a \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u043d\u0430\u0443 \u043c\u0430\u049b\u0441\u0430\u0442\u044b\u043d\u0434\u0430 \u049b\u0430\u0436\u0435\u0442\u0441\u0456\u0437 \u0434\u0430\u043b\u0430\u043b\u044b\u049b \u0441\u0430\u043f\u0430\u0440\u043b\u0430\u0440\u0434\u044b\u04a3 \u049b\u0430\u0436\u0435\u0442\u0442\u0456\u043b\u0456\u0433\u0456\u043d \u0431\u043e\u043b\u0434\u044b\u0440\u043c\u0430\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04b1\u043b \u0436\u0435\u0442\u0456\u0441\u0442\u0456\u043a \u0442\u044b\u04a3\u0430\u0439\u0442\u049b\u044b\u0448\u0442\u0430\u0440 \u043c\u0435\u043d \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b \u049b\u043e\u0440\u0493\u0430\u0443 \u049b\u04b1\u0440\u0430\u043b\u0434\u0430\u0440\u044b\u043d \u0434\u04d9\u043b \u049b\u043e\u043b\u0434\u0430\u043d\u0443\u0493\u0430, \u043c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043e\u049b\u044b\u0442\u0443 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0434\u0435\u0440\u0456 \u0430\u0440\u049b\u044b\u043b\u044b \u043a\u0435\u0441\u0443 \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u049b\u043e\u043b\u0434\u0430\u043d\u0443 \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b\u043d \u0434\u0438\u043d\u0430\u043c\u0438\u043a\u0430\u043b\u044b\u049b \u0442\u04af\u0440\u0434\u0435 \u0440\u0435\u0442\u0442\u0435\u0443\u0433\u0435 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0434\u0456.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-deployment-of-unmanned-vehicles\">\u041f\u0438\u043b\u043e\u0442\u0441\u044b\u0437 \u043a\u04e9\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0442\u044b\u0440\u0443<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u043e\u043d\u044b\u043c\u0435\u043d \u049b\u0430\u0442\u0430\u0440, \u0436\u043e\u0431\u0430 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0430\u049b\u044b\u043b\u0430\u0443 \u0436\u04d9\u043d\u0435 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u043d\u0430\u0443 \u04af\u0448\u0456\u043d \u043f\u0438\u043b\u043e\u0442\u0441\u044b\u0437 \u043a\u04e9\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0442\u044b\u0440\u0443 \u04af\u0448\u0456\u043d 5G \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0441\u044b\u043d\u044b\u04a3 \u043a\u0456\u0434\u0456\u0440\u0456\u0441\u0456\u043d \u0430\u0437\u0430\u0439\u0442\u0442\u044b. \u0411\u04b1\u043b \u043a\u04e9\u043b\u0456\u043a\u0442\u0435\u0440 \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442 \u0440\u0435\u0436\u0438\u043c\u0456\u043d\u0434\u0435 \u0430\u049b\u043f\u0430\u0440\u0430\u0442 \u0436\u0438\u043d\u0430\u0443\u0434\u0430 \u0436\u04d9\u043d\u0435 \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u0442\u04d9\u0436\u0456\u0440\u0438\u0431\u0435\u043b\u0435\u0440\u0456\u043d \u043e\u0434\u0430\u043d \u04d9\u0440\u0456 \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0443\u0434\u0430 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0440\u04e9\u043b \u0430\u0442\u049b\u0430\u0440\u0434\u044b.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-project-outcomes-enhancing-sugar-beet-production-with-5g-technology\">\u0416\u043e\u0431\u0430 \u043d\u04d9\u0442\u0438\u0436\u0435\u043b\u0435\u0440\u0456: 5G \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0441\u044b\u043d \u049b\u043e\u043b\u0434\u0430\u043d\u0430 \u043e\u0442\u044b\u0440\u044b\u043f, \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b \u04e9\u043d\u0434\u0456\u0440\u0456\u0441\u0456\u043d \u0430\u0440\u0442\u0442\u044b\u0440\u0443<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0416\u043e\u0431\u0430 \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d \u04e9\u0441\u0456\u0440\u0443\u0434\u0456\u04a3 \u0431\u04af\u043a\u0456\u043b \u04e9\u043c\u0456\u0440\u043b\u0456\u043a \u0446\u0438\u043a\u043b\u0456\u043d \u0442\u0430\u043b\u0434\u0430\u0439 \u043e\u0442\u044b\u0440\u044b\u043f, 5G \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0441\u044b\u043d\u044b\u04a3 \u0421\u043e\u043b\u0442\u04af\u0441\u0442\u0456\u043a \u0420\u0435\u0439\u043d-\u0412\u0435\u0441\u0442\u0444\u0430\u043b\u0438\u044f\u043d\u044b\u04a3 \u0430\u0443\u044b\u043b\u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u049b \u0441\u0435\u043a\u0442\u043e\u0440\u044b\u043d\u0434\u0430 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f\u043b\u044b\u049b \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u049b\u044b\u0437\u043c\u0435\u0442 \u0435\u0442\u0435 \u0430\u043b\u0430\u0442\u044b\u043d\u044b\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456, 5G \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0441\u044b \u0430\u0440\u049b\u044b\u043b\u044b \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0456\u043b\u0433\u0435\u043d \u0430\u0439\u0442\u0430\u0440\u043b\u044b\u049b\u0442\u0430\u0439 \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0443\u043b\u0430\u0440\u0434\u044b \u0430\u0442\u0430\u043f \u04e9\u0442\u0442\u0456. \u0414\u0435\u0433\u0435\u043d\u043c\u0435\u043d, \u0436\u043e\u0431\u0430 \u043d\u04d9\u0442\u0438\u0436\u0435\u043b\u0435\u0440\u0456\u043d \u0442\u0438\u0456\u043c\u0434\u0456 \u043a\u04e9\u0440\u0441\u0435\u0442\u0443 \u04af\u0448\u0456\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439\u043b\u0435\u0440 \u043c\u0435\u043d \u0438\u043d\u0444\u0440\u0430\u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u0434\u0430\u0440\u0434\u044b \u049b\u0430\u043c\u0442\u0438\u0442\u044b\u043d \u0436\u04b1\u043c\u044b\u0441 \u043f\u0430\u043a\u0435\u0442\u0442\u0435\u0440\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0434\u044b.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"810\" height=\"610\" data-attachment-id=\"10625\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/sugar-beet-test-field\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?fit=2048%2C1542&amp;ssl=1\" data-orig-size=\"2048,1542\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Sugar beet test field\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?fit=1024%2C771&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=810%2C610&#038;ssl=1\" alt=\"\u049a\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d \u0441\u044b\u043d\u0430\u0443 \u0430\u043b\u0430\u04a3\u044b \" class=\"wp-image-10625\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?w=2048&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=300%2C226&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=1024%2C771&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=768%2C578&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=1536%2C1157&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=400%2C300&amp;ssl=1 400w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=200%2C150&amp;ssl=1 200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?resize=1200%2C904&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-test-field.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><figcaption class=\"wp-element-caption\">\u049a\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d \u0441\u044b\u043d\u0430\u0443 \u0430\u043b\u0430\u04a3\u044b<\/figcaption><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-scenario-definition-considering-existing-geodata-and-ml-infrastructure\">\u049a\u043e\u043b\u0434\u0430\u043d\u044b\u0441\u0442\u0430\u0493\u044b \u0433\u0435\u043e\u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u043c\u0435\u043d \u043c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043e\u049b\u044b\u0442\u0443 \u0438\u043d\u0444\u0440\u0430\u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u044b\u043d \u0435\u0441\u043a\u0435\u0440\u0435 \u043e\u0442\u044b\u0440\u044b\u043f, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0416\u043e\u0431\u0430 \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d \u04e9\u043d\u0434\u0456\u0440\u0443 \u0446\u0438\u043a\u043b\u0456\u043d\u0434\u0435\u0433\u0456 \u0434\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 \u043f\u0440\u043e\u0446\u0435\u0441\u0442\u0435\u0440\u0434\u0456 5G \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0441\u044b\u043d \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u049b\u0430\u043b\u0430\u0439 \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0443\u0493\u0430 \u0431\u043e\u043b\u0430\u0442\u044b\u043d\u044b\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456. \u041d\u0435\u0433\u0456\u0437\u0433\u0456 \u043c\u0430\u049b\u0441\u0430\u0442\u0442\u0430\u0440\u0493\u0430 \u043c\u044b\u043d\u0430\u043b\u0430\u0440 \u043a\u0456\u0440\u0434\u0456:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u04e8\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0442\u0430\u043d\u0443, \u0431\u0430\u049b\u044b\u043b\u0430\u0443 \u0436\u04d9\u043d\u0435 \u04e9\u043d\u0434\u0456\u0440\u0456\u0441\u0442\u0456 \u0431\u043e\u043b\u0436\u0430\u0443 \u04af\u0448\u0456\u043d \u0456\u0441\u043a\u0435 \u0430\u0441\u044b\u0440\u0443\u0493\u0430 \u0434\u0430\u0439\u044b\u043d \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439\u043b\u0435\u0440 \u04d9\u0437\u0456\u0440\u043b\u0435\u043d\u0434\u0456.<\/li>\n\n\n\n<li>\u0411\u04b1\u043b \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439\u043b\u0435\u0440\u0434\u0456 \u0441\u04d9\u0442\u0442\u0456 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0442\u044b\u0440\u0443 \u04af\u0448\u0456\u043d \u049b\u0430\u0436\u0435\u0442\u0442\u0456 \u0442\u0435\u0445\u043d\u0438\u043a\u0430\u043b\u044b\u049b \u0442\u0430\u043b\u0430\u043f\u0442\u0430\u0440 \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u043d\u0434\u0456.<\/li>\n\n\n\n<li>5G \u0436\u0435\u043b\u0456\u0441\u0456\u043d\u0456\u04a3 \u049b\u043e\u0441\u044b\u043c\u0448\u0430 \u049b\u04b1\u043d\u0434\u044b\u043b\u044b\u0493\u044b\u043d \u0431\u0430\u0493\u0430\u043b\u0430\u0443 \u04af\u0448\u0456\u043d \u0442\u0438\u0456\u0441\u0442\u0456 \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u044b\u049b \u0436\u04d9\u043d\u0435 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0430\u043b\u044b\u049b \u043a\u04e9\u0440\u0441\u0435\u0442\u043a\u0456\u0448\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u043f, \u0431\u0430\u0493\u0430\u043b\u0430\u0434\u044b.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04b1\u043b \u043a\u0435\u0437\u0435\u04a3 \u0436\u043e\u0431\u0430\u043d\u044b\u04a3 \u0437\u0430\u043c\u0430\u043d\u0430\u0443\u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u0430\u0440\u0434\u044b \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u0441\u0442\u0430\u0493\u044b \u0430\u0443\u044b\u043b\u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u049b \u0442\u04d9\u0436\u0456\u0440\u0438\u0431\u0435\u043b\u0435\u0440\u0456\u043c\u0435\u043d \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443\u0433\u0435 \u0434\u0435\u0433\u0435\u043d \u043c\u0456\u043d\u0434\u0435\u0442\u0442\u0435\u043c\u0435\u0441\u0456\u043d \u0430\u0442\u0430\u043f \u04e9\u0442\u0442\u0456. \u0411\u04b1\u043b \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0448\u0435\u0442\u043a\u0456 \u049b\u04b1\u0440\u044b\u043b\u0493\u044b\u043b\u0430\u0440 \u043c\u0435\u043d \u0431\u04b1\u043b\u0442 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430 \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442 \u0440\u0435\u0436\u0438\u043c\u0456\u043d\u0434\u0435 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0436\u0438\u043d\u0430\u0443 \u043c\u0435\u043d \u04e9\u04a3\u0434\u0435\u0443\u0434\u0456 \u0436\u0435\u04a3\u0456\u043b\u0434\u0435\u0442\u0443 \u04af\u0448\u0456\u043d 5G \u0436\u0435\u043b\u0456\u0441\u0456\u043d\u0456\u04a3 \u0436\u043e\u0493\u0430\u0440\u044b \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u049b\u0442\u044b \u049b\u043e\u0441\u044b\u043b\u044b\u043c\u044b\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0434\u044b. \u0411\u04b1\u043b\u0442\u0442\u044b\u049b \u0438\u043d\u0444\u0440\u0430\u049b\u04b1\u0440\u044b\u043b\u044b\u043c \u0430\u0443\u049b\u044b\u043c\u0434\u044b \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d \u043e\u049b\u044b\u0442\u0443 \u0436\u04d9\u043d\u0435 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0442\u044b\u0440\u0443 \u04af\u0448\u0456\u043d \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0440\u0435\u0441\u0443\u0440\u0441\u0442\u0430\u0440\u0434\u044b \u049b\u0430\u043c\u0442\u0430\u043c\u0430\u0441\u044b\u0437 \u0435\u0442\u0442\u0456, \u0430\u043b \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430\u0441\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0456 \u04d9\u0437\u0456\u0440\u043b\u0435\u0443 \u0436\u04d9\u043d\u0435 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0442\u044b\u0440\u0443 \u04af\u0448\u0456\u043d \u0441\u0435\u043d\u0456\u043c\u0434\u0456 \u049b\u04b1\u0440\u0430\u043b\u0434\u0430\u0440\u0434\u044b \u04b1\u0441\u044b\u043d\u0434\u044b. \u049a\u043e\u043b\u0434\u0430\u043d\u0431\u0430\u043b\u044b \u049b\u0430\u0431\u0430\u0442 \u0441\u043e\u04a3\u0493\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0448\u044b\u043b\u0430\u0440\u0493\u0430 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d\u0435\u043d \u0430\u043b\u044b\u043d\u0493\u0430\u043d \u0456\u0441 \u0436\u04af\u0437\u0456\u043d\u0434\u0435 \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0430\u0442\u044b\u043d \u0442\u04af\u0441\u0456\u043d\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u04b1\u0441\u044b\u043d\u0434\u044b, \u0431\u04b1\u043b \u0448\u0435\u0448\u0456\u043c \u049b\u0430\u0431\u044b\u043b\u0434\u0430\u0443 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a\u0442\u0435\u0440\u0456\u043d \u0430\u0440\u0442\u0442\u044b\u0440\u0434\u044b.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-machine-learning-and-ai-in-the-context-of-5g\">5G \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0456\u043d\u0434\u0435\u0433\u0456 \u043c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043e\u049b\u044b\u0442\u0443 \u0436\u04d9\u043d\u0435 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04b1\u043b \u0431\u04e9\u043b\u0456\u043c\u043d\u0456\u04a3 \u0431\u0430\u0441\u0442\u044b \u043c\u0430\u049b\u0441\u0430\u0442\u044b - \u043c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043e\u049b\u044b\u0442\u0443 \u043c\u0435\u043d \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0456\u043d \u0436\u043e\u0493\u0430\u0440\u044b\u0434\u0430 \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u043b\u0493\u0430\u043d \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439\u043b\u0435\u0440\u0433\u0435 \u0441\u04d9\u0439\u043a\u0435\u0441\u0442\u0435\u043d\u0434\u0456\u0440\u0443, \u043e\u043b\u0430\u0440\u0434\u044b \u0442\u0438\u0456\u0441\u0456\u043d\u0448\u0435 \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0443 \u0431\u043e\u043b\u0434\u044b. \u041d\u0435\u0433\u0456\u0437\u0433\u0456 \u043c\u0430\u049b\u0441\u0430\u0442\u0442\u0430\u0440\u0493\u0430 \u043c\u044b\u043d\u0430\u043b\u0430\u0440 \u043a\u0456\u0440\u0434\u0456:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0416\u04af\u0439\u0435\u043d\u0456\u04a3 \u043c\u0430\u049b\u0441\u0430\u0442\u0442\u0430\u0440\u044b\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u04a3\u044b\u0437 \u0436\u04d9\u043d\u0435 \u0436\u04af\u0439\u0435\u043d\u0456\u04a3 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u0441\u044b\u043d \u0436\u0430\u0441\u0430\u04a3\u044b\u0437<\/li>\n\n\n\n<li>\u0416\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d \u043e\u049b\u044b\u0442\u0443 \u0436\u04d9\u043d\u0435 \u0442\u0435\u043a\u0441\u0435\u0440\u0443 \u04af\u0448\u0456\u043d \u043d\u0435\u0433\u0456\u0437\u0433\u0456 \u0448\u044b\u043d\u0434\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456 \u0436\u0438\u043d\u0430\u043b\u0434\u044b.<\/li>\n\n\n\n<li>\u04e8\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0436\u04d9\u043d\u0435 \u0431\u0430\u049b\u044b\u043b\u0430\u0443 \u04af\u0448\u0456\u043d \u0430\u0440\u043d\u0430\u0439\u044b \u0436\u0430\u0441\u0430\u043b\u0493\u0430\u043d \u0442\u0438\u0456\u0441\u0442\u0456 \u0434\u0435\u0440\u0435\u043a\u049b\u043e\u0440 \u049b\u04b1\u0440\u044b\u043b\u0434\u044b \u0436\u04d9\u043d\u0435 \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f\u043b\u0430\u043d\u0434\u044b.<\/li>\n\n\n\n<li>5G \u0436\u0435\u043b\u0456\u043b\u0456\u043a \u0438\u043d\u0444\u0440\u0430\u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u044b\u043d\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u043d\u0493\u0430\u043d \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456 \u04af\u0437\u0434\u0456\u043a\u0441\u0456\u0437 \u0435\u043d\u0433\u0456\u0437\u0456\u043b\u0434\u0456.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04b1\u043b \u043a\u0435\u0437\u0435\u04a3\u0434\u0435 5G \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0441\u044b\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430\u0442\u044b\u043d \u04b1\u044f\u043b\u044b \u0442\u0435\u043b\u0435\u0444\u043e\u043d SIM \u043a\u0430\u0440\u0442\u0430\u043b\u0430\u0440\u044b\u043c\u0435\u043d \u0436\u0430\u0431\u0434\u044b\u049b\u0442\u0430\u043b\u0493\u0430\u043d \u0448\u0435\u0442\u043a\u0456 \u049b\u04b1\u0440\u044b\u043b\u0493\u044b\u043b\u0430\u0440 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0440\u04e9\u043b \u0430\u0442\u049b\u0430\u0440\u0434\u044b. \u041a\u0456\u0434\u0456\u0440\u0456\u0441 \u043d\u0435\u043c\u0435\u0441\u0435 \u0442\u043e\u043b\u044b\u049b (E2E) \u043a\u0456\u0434\u0456\u0440\u0456\u0441 \u0441\u0438\u044f\u049b\u0442\u044b \u043d\u0435\u0433\u0456\u0437\u0433\u0456 \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u043a \u043a\u04e9\u0440\u0441\u0435\u0442\u043a\u0456\u0448\u0442\u0435\u0440\u0456 (KPI) \u043c\u04b1\u049b\u0438\u044f\u0442 \u0431\u0430\u049b\u044b\u043b\u0430\u043d\u0434\u044b. \u04e8\u043b\u0448\u0435\u0443\u043b\u0435\u0440\u0433\u0435 \u0430\u043b\u044b\u043d\u0493\u0430\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u043f\u0430\u043a\u0435\u0442\u0442\u0435\u0440\u0456\u043d\u0456\u04a3 \u0441\u0435\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456 \u043c\u0435\u043d \u049b\u043e\u043b\u0436\u0435\u0442\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u043d \u0434\u04d9\u043b \u0431\u0430\u0493\u0430\u043b\u0430\u0443, \u0441\u043e\u043d\u0434\u0430\u0439-\u0430\u049b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0448\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043d\u0456\u04a3 \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b \u043c\u0435\u043d \u0435\u04a3 \u0436\u043e\u0493\u0430\u0440\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b\u043d \u0442\u0430\u043b\u0434\u0430\u0443 \u043a\u0456\u0440\u0434\u0456.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u043e\u043d\u044b\u043c\u0435\u043d \u049b\u0430\u0442\u0430\u0440, \u0431\u043e\u043b\u0436\u0430\u043c\u0434\u0430\u0440 Transmission Control Protocol (TCP) \u0430\u0440\u049b\u044b\u043b\u044b \u0431\u0435\u0440\u0456\u043b\u0435\u0442\u0456\u043d MP4 \u0444\u043e\u0440\u043c\u0430\u0442\u044b\u043d\u0434\u0430\u0493\u044b UHD \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b\u0442\u0430\u0493\u044b \u0431\u0435\u0439\u043d\u0435\u043d\u0456 \u0430\u0493\u044b\u043d\u043c\u0435\u043d \u0442\u0430\u0440\u0430\u0442\u0443\u0493\u0430 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0433\u0435\u043d. \u0417\u0435\u0440\u0442\u0442\u0435\u043b\u0433\u0435\u043d \u04d9\u043b\u0435\u0443\u0435\u0442\u0442\u0456 \u0448\u0435\u0448\u0456\u043c\u0434\u0435\u0440\u0433\u0435 \u04af\u0437\u0434\u0456\u043a\u0441\u0456\u0437 \u0431\u0435\u0439\u043d\u0435 \u0430\u0493\u044b\u043d\u0434\u0430\u0440\u044b\u043d\u044b\u04a3 \u043e\u0440\u043d\u044b\u043d\u0430 \u0436\u0435\u043a\u0435 \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u043c\u0435\u043d \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0443, \u0431\u0430\u0437\u0430\u043b\u044b\u049b \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0443\u043b\u0430\u0440\u0434\u044b \u0442\u0456\u043a\u0435\u043b\u0435\u0439 \u0448\u0435\u0442\u043a\u0456 \u049b\u04b1\u0440\u044b\u043b\u0493\u044b\u043b\u0430\u0440\u0434\u0430 \u043e\u0440\u044b\u043d\u0434\u0430\u0443 \u0436\u04d9\u043d\u0435 \u0442\u0438\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0430\u0440\u0442\u0442\u044b\u0440\u0443 \u04af\u0448\u0456\u043d \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u043a\u0432\u0430\u043d\u0442\u0442\u0430\u0443 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440\u0456\u043d \u0435\u043d\u0433\u0456\u0437\u0443 \u043a\u0456\u0440\u0434\u0456.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-cloud-infrastructure-and-aws-services\">\u0411\u04b1\u043b\u0442\u0442\u044b\u049b \u0438\u043d\u0444\u0440\u0430\u049b\u04b1\u0440\u044b\u043b\u044b\u043c \u0436\u04d9\u043d\u0435 AWS \u049b\u044b\u0437\u043c\u0435\u0442\u0442\u0435\u0440\u0456<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0416\u043e\u0431\u0430 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d \u043e\u049b\u044b\u0442\u0443 \u0436\u04d9\u043d\u0435 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0442\u044b\u0440\u0443 \u04af\u0448\u0456\u043d \u049b\u0430\u0436\u0435\u0442\u0442\u0456 \u0440\u0435\u0441\u0443\u0440\u0441\u0442\u0430\u0440\u0434\u044b \u049b\u0430\u043c\u0442\u0430\u043c\u0430\u0441\u044b\u0437 \u0435\u0442\u0443\u0434\u0435 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0440\u04e9\u043b \u0430\u0442\u049b\u0430\u0440\u0493\u0430\u043d Lambda, SageMaker, S3, CloudWatch \u0436\u04d9\u043d\u0435 RDS \u0441\u0438\u044f\u049b\u0442\u044b AWS \u049b\u044b\u0437\u043c\u0435\u0442\u0442\u0435\u0440\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430\u0442\u044b\u043d \u0431\u04b1\u043b\u0442\u0442\u044b\u049b \u0438\u043d\u0444\u0440\u0430\u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u0493\u0430 \u049b\u0430\u0442\u0442\u044b \u0441\u04af\u0439\u0435\u043d\u0434\u0456.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AWS Lambda \u0442\u0438\u0456\u043c\u0434\u0456 \u0438\u043d\u0441\u0442\u0430\u043d\u0446\u0438\u044f\u043b\u0430\u0440\u0434\u044b \u0431\u0430\u0441\u049b\u0430\u0440\u0443 \u0436\u04d9\u043d\u0435 \u049b\u043e\u043b\u0434\u0430\u043d\u0431\u0430\u043b\u0430\u0440\u0493\u0430 \u049b\u044b\u0437\u043c\u0435\u0442 \u043a\u04e9\u0440\u0441\u0435\u0442\u0443 \u04af\u0448\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u044b\u043b\u0434\u044b, \u0430\u043b AWS SageMaker \u0441\u0435\u043d\u0456\u043c\u0434\u0456 \u043c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043e\u049b\u044b\u0442\u0443 \u049b\u04b1\u0431\u044b\u0440\u043b\u0430\u0440\u044b\u043d \u049b\u04b1\u0440\u0443\u0493\u0430 \u044b\u049b\u043f\u0430\u043b \u0435\u0442\u0442\u0456. S3, CloudWatch \u0436\u04d9\u043d\u0435 RDS \u0441\u0438\u044f\u049b\u0442\u044b \u0441\u0430\u049b\u0442\u0430\u0443 \u0448\u0435\u0448\u0456\u043c\u0434\u0435\u0440\u0456 \u043c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043e\u049b\u044b\u0442\u0443 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456 \u043c\u0435\u043d \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0434\u0456\u04a3 \u0436\u04b1\u043c\u044b\u0441\u044b \u04af\u0448\u0456\u043d \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b \u043c\u0435\u043d \u0436\u0443\u0440\u043d\u0430\u043b\u0434\u0430\u0440\u0434\u044b \u0441\u0430\u049b\u0442\u0430\u0443 \u04af\u0448\u0456\u043d \u04e9\u0442\u0435 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0431\u043e\u043b\u0434\u044b.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"800\" height=\"490\" data-attachment-id=\"10627\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/aws-cloud-infrastructure\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/AWS-cloud-infrastructure.png?fit=800%2C490&amp;ssl=1\" data-orig-size=\"800,490\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"AWS cloud infrastructure\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/AWS-cloud-infrastructure.png?fit=800%2C490&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/AWS-cloud-infrastructure.png?resize=800%2C490&#038;ssl=1\" alt=\"AWS \u0431\u04b1\u043b\u0442\u0442\u044b\u049b \u0438\u043d\u0444\u0440\u0430\u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u044b\" class=\"wp-image-10627\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/AWS-cloud-infrastructure.png?w=800&amp;ssl=1 800w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/AWS-cloud-infrastructure.png?resize=300%2C184&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/AWS-cloud-infrastructure.png?resize=768%2C470&amp;ssl=1 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">AWS \u0431\u04b1\u043b\u0442\u0442\u044b\u049b \u0438\u043d\u0444\u0440\u0430\u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u044b<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0441\u044b\u043b\u0430\u0439\u0448\u0430, \u0431\u04b1\u043b \u0438\u043d\u0444\u0440\u0430\u049b\u04b1\u0440\u044b\u043b\u044b\u043c 5G \u0436\u0435\u043b\u0456\u0441\u0456 \u0430\u0440\u049b\u044b\u043b\u044b \u049b\u043e\u0441\u044b\u043b\u0493\u0430\u043d \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442 \u0440\u0435\u0436\u0438\u043c\u0456\u043d\u0434\u0435\u0433\u0456 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u04e9\u04a3\u0434\u0435\u0443 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a\u0442\u0435\u0440\u0456\u043d \u049b\u043e\u043b\u0434\u0430\u0434\u044b.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5g-network-latency\">5G \u0436\u0435\u043b\u0456\u0441\u0456\u043d\u0456\u04a3 \u043a\u0456\u0434\u0456\u0440\u0456\u0441\u0456<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">5G \u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0456 \u04d9\u0434\u0435\u0442\u0442\u0435 1-\u0434\u0435\u043d 10 \u043c\u0438\u043b\u043b\u0438\u0441\u0435\u043a\u0443\u043d\u0434\u049b\u0430 \u0434\u0435\u0439\u0456\u043d\u0433\u0456 \u0443\u043b\u044c\u0442\u0440\u0430 \u0442\u04e9\u043c\u0435\u043d \u043a\u0456\u0434\u0456\u0440\u0456\u0441\u043a\u0435 \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0443 \u04af\u0448\u0456\u043d \u0436\u0430\u0441\u0430\u043b\u0493\u0430\u043d. \u0411\u04b1\u043b \u043a\u0456\u0434\u0456\u0440\u0456\u0441 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 5G \u0436\u0435\u043b\u0456\u0441\u0456 \u0430\u0440\u049b\u044b\u043b\u044b \u043c\u043e\u0431\u0438\u043b\u044c\u0434\u0456 \u049b\u04b1\u0440\u044b\u043b\u0493\u044b\u043b\u0430\u0440 \u043c\u0435\u043d AWS \u0441\u0435\u0440\u0432\u0435\u0440\u043b\u0435\u0440\u0456 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430 \u0442\u0430\u0441\u044b\u043c\u0430\u043b\u0434\u0430\u043d\u0443\u044b\u043d\u0430 \u043a\u0435\u0442\u0435\u0442\u0456\u043d \u0443\u0430\u049b\u044b\u0442\u0442\u044b \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456. \u0416\u043e\u0493\u0430\u0440\u044b \u04e9\u043d\u0456\u043c\u0434\u0456 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u043b\u0430\u0440\u044b \u0431\u0430\u0440 \u0441\u043c\u0430\u0440\u0442\u0444\u043e\u043d\u0434\u0430\u0440\u0434\u0430 \u0444\u043e\u0442\u043e\u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0456 \u0442\u04af\u0441\u0456\u0440\u0443 \u0436\u04d9\u043d\u0435 \u04e9\u04a3\u0434\u0435\u0443 \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b \u0441\u0438\u044f\u049b\u0442\u044b \u049b\u04b1\u0440\u044b\u043b\u0493\u044b\u0493\u0430 \u0442\u04d9\u043d \u04e9\u04a3\u0434\u0435\u0443 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a\u0442\u0435\u0440\u0456 \u0434\u0435 \u043a\u0456\u0434\u0456\u0440\u0456\u0441\u043a\u0435 \u04d9\u0441\u0435\u0440 \u0435\u0442\u0442\u0456.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">5G \u0436\u0435\u043b\u0456\u0441\u0456\u043d\u0434\u0435\u0433\u0456 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0436\u04af\u043a\u0442\u0435\u0443 \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b \u0436\u04d9\u043d\u0435 \u0444\u043e\u0442\u043e\u0441\u0443\u0440\u0435\u0442\u0442\u0456\u04a3 \u04e9\u043b\u0448\u0435\u043c\u0456 AWS-\u043a\u0435 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0435\u0440\u0443 \u0443\u0430\u049b\u044b\u0442\u044b\u043d\u0430 \u04d9\u0441\u0435\u0440 \u0435\u0442\u0442\u0456. AWS \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u0433\u0435 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0433\u0435\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0436\u04d9\u043d\u0435 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0442\u0435\u0443 \u0441\u0438\u044f\u049b\u0442\u044b \u0442\u0430\u043f\u0441\u044b\u0440\u043c\u0430\u043b\u0430\u0440\u0434\u044b \u04e9\u04a3\u0434\u0435\u0443 \u0443\u0430\u049b\u044b\u0442\u044b\u043c\u0435\u043d \u043a\u0456\u0434\u0456\u0440\u0456\u0441\u043a\u0435 \u044b\u049b\u043f\u0430\u043b \u0435\u0442\u0442\u0456, \u0431\u04b1\u043b \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043d\u0456\u04a3 \u043a\u04af\u0440\u0434\u0435\u043b\u0456\u043b\u0456\u0433\u0456 \u043c\u0435\u043d AWS \u049b\u044b\u0437\u043c\u0435\u0442\u0456\u043d\u0456\u04a3 \u0442\u0438\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u043d\u0435 \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u044b \u04e9\u0437\u0433\u0435\u0440\u0456\u043f \u043e\u0442\u044b\u0440\u0434\u044b. \u04e8\u04a3\u0434\u0435\u0443\u0434\u0435\u043d \u043a\u0435\u0439\u0456\u043d \u043d\u04d9\u0442\u0438\u0436\u0435\u043b\u0435\u0440 \u043c\u043e\u0431\u0438\u043b\u044c\u0434\u0456 \u049b\u04b1\u0440\u044b\u043b\u0493\u044b\u043b\u0430\u0440\u0493\u0430 \u049b\u0430\u0439\u0442\u0430 \u0436\u04af\u043a\u0442\u0435\u043b\u0434\u0456, \u0431\u04b1\u043b 5G \u0436\u04af\u043a\u0442\u0435\u0443 \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b\u043d\u0430 \u0436\u04d9\u043d\u0435 \u043d\u04d9\u0442\u0438\u0436\u0435 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043d\u0456\u04a3 \u04e9\u043b\u0448\u0435\u043c\u0456\u043d\u0435 \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u044b \u0431\u043e\u043b\u0434\u044b.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-plant-recognition-using-ai\">\u0416\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043a\u04e9\u043c\u0435\u0433\u0456\u043c\u0435\u043d \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0442\u0430\u043d\u0443<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u04e8\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0442\u0430\u043d\u0443 \u0441\u0430\u043b\u0430\u0441\u044b\u043d\u0434\u0430 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0431\u0430\u0441\u049b\u0430\u0440\u0430\u0442\u044b\u043d \u043f\u0440\u043e\u0446\u0435\u0441\u0442\u0435\u0440 \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0433\u0435 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0433\u0435\u043d \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0434\u0435\u0440\u0434\u0456 \u043e\u049b\u044b\u0442\u0443 \u04af\u0448\u0456\u043d \u04e9\u0441\u0456\u043c\u0434\u0456\u043a \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0456\u043d\u0456\u04a3 \u043a\u0435\u0448\u0435\u043d\u0434\u0456 \u0434\u0435\u0440\u0435\u043a\u049b\u043e\u0440\u044b\u043d \u0436\u0430\u0441\u0430\u0443\u0434\u044b \u049b\u0430\u043c\u0442\u044b\u0434\u044b. \u0411\u04b1\u043b \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0434\u0435\u0440 \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d\u044b\u04a3 \u0442\u04af\u0440\u043b\u0435\u0440\u0456\u043d \u0431\u0430\u0441\u049b\u0430 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0435\u043d \u0430\u0436\u044b\u0440\u0430\u0442\u0443\u0493\u0430 \u04af\u0439\u0440\u0435\u0442\u0456\u043b\u0434\u0456, \u0431\u04b1\u043b \u04af\u0448\u0456\u043d \u0436\u0430\u043f\u044b\u0440\u0430\u049b \u043f\u0456\u0448\u0456\u043d\u0434\u0435\u0440\u0456, \u0433\u04af\u043b \u0442\u04af\u0441\u0442\u0435\u0440\u0456 \u0436\u04d9\u043d\u0435 \u0442.\u0431. \u0441\u0438\u044f\u049b\u0442\u044b \u04e9\u0441\u0456\u043c\u0434\u0456\u043a \u0442\u04af\u0440\u0456\u043d\u0435 \u0442\u04d9\u043d \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0440\u0434\u0456 \u0442\u0430\u043d\u0443 \u049b\u0430\u0436\u0435\u0442 \u0431\u043e\u043b\u0434\u044b.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"264\" data-attachment-id=\"10628\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/phenological-development-of-sugar-beet-plants\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?fit=2048%2C667&amp;ssl=1\" data-orig-size=\"2048,667\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Phenological development of sugar beet plants\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?fit=1024%2C334&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?resize=810%2C264&#038;ssl=1\" alt=\"\u049a\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0456\u043d\u0456\u04a3 \u0444\u0435\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u044b\u049b \u0434\u0430\u043c\u0443\u044b\" class=\"wp-image-10628\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?w=2048&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?resize=300%2C98&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?resize=1024%2C334&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?resize=768%2C250&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?resize=1536%2C500&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?resize=1200%2C391&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Phenological-development-of-sugar-beet-plants.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><figcaption class=\"wp-element-caption\">\u049a\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0456\u043d\u0456\u04a3 \u0444\u0435\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u044b\u049b \u0434\u0430\u043c\u0443\u044b. \u0414\u0435\u0440\u0435\u043a\u043a\u04e9\u0437: <a href=\"https:\/\/www.mdpi.com\/2073-4395\/11\/7\/1277\" rel=\"nofollow\">https:\/\/www.mdpi.com\/2073-4395\/11\/7\/1277<\/a><\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u041c\u04b1\u043d\u0434\u0430 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0442\u0430\u043d\u0443 \u0434\u0435\u043f \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0436\u04d9\u043d\u0435 \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0456\u043d \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0442\u0435\u0443 \u043c\u0456\u043d\u0434\u0435\u0442\u0456\u043d \u0430\u0439\u0442\u0430\u043c\u044b\u0437.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0410\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0410\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u04af\u0448\u0456\u043d \u0436\u043e\u0431\u0430\u0434\u0430 MobileNet-v3 \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0434\u044b, \u043e\u043b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u043a\u0435\u04a3\u0435\u0439\u0442\u0443 \u0436\u04d9\u043d\u0435 \u0441\u0430\u043b\u043c\u0430\u049b\u0442\u0430\u043b\u0493\u0430\u043d \u0456\u0440\u0456\u043a\u0442\u0435\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u043e\u049b\u044b\u0442\u044b\u043b\u0434\u044b. \u0411\u04b1\u043b \u043c\u043e\u0434\u0435\u043b\u044c 0,984 \u0434\u04d9\u043b\u0434\u0456\u043a\u043a\u0435 \u0436\u04d9\u043d\u0435 0,998 AUC-\u043a\u0435 \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0434\u0456.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u049a\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0442\u0435\u0443<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0442\u0435\u0443 \u0442\u0430\u043f\u0441\u044b\u0440\u043c\u0430\u043b\u0430\u0440\u044b \u04af\u0448\u0456\u043d YOLACT, ResNeSt, SOLO \u0436\u04d9\u043d\u0435 U-net \u0441\u0438\u044f\u049b\u0442\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0435\u0433\u0456 \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d\u044b\u04a3 \u0436\u0435\u043a\u0435 \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0456\u043d \u0434\u04d9\u043b \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u04af\u0448\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u044b\u043b\u0434\u044b. \u0421\u043e\u0434\u0430\u043d \u043a\u0435\u0439\u0456\u043d \u0435\u04a3 \u0442\u0438\u0456\u043c\u0434\u0456 \u043c\u043e\u0434\u0435\u043b\u044c \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\u043b\u0435\u0440\u0433\u0435 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0456\u043f \u0442\u0430\u04a3\u0434\u0430\u043b\u0434\u044b: \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u049b, \u049b\u043e\u0440\u044b\u0442\u044b\u043d\u0434\u044b \u0443\u0430\u049b\u044b\u0442\u044b \u0436\u04d9\u043d\u0435 \u0442.\u0431. \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0442\u0435\u0443 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456 \u0434\u0440\u043e\u043d\u043c\u0435\u043d \u0442\u04af\u0441\u0456\u0440\u0456\u043b\u0433\u0435\u043d RGB \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0456\u043d\u0435\u043d \u0430\u043b\u044b\u043d\u0434\u044b, \u043e\u043b\u0430\u0440\u0434\u044b\u04a3 \u04e9\u043b\u0448\u0435\u043c\u0434\u0435\u0440\u0456 \u043e\u049b\u044b\u0442\u0443 \u0436\u04d9\u043d\u0435 \u0442\u0435\u043a\u0441\u0435\u0440\u0443 \u043c\u0430\u049b\u0441\u0430\u0442\u0442\u0430\u0440\u044b \u04af\u0448\u0456\u043d \u04e9\u0437\u0433\u0435\u0440\u0442\u0456\u043b\u0456\u043f, \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f\u043b\u0430\u043d\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0442\u0435\u0443 \u043c\u0456\u043d\u0434\u0435\u0442\u0442\u0435\u0440\u0456 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0434\u04d9\u043b \u043a\u04e9\u0440\u0441\u0435\u0442\u0435\u0442\u0456\u043d \u043c\u0430\u0441\u043a\u0430\u043b\u0430\u0440 \u0436\u0430\u0441\u0430\u0443\u0434\u044b \u049b\u0430\u043c\u0442\u044b\u0434\u044b. \u0411\u04b1\u043b \u04d9\u0434\u0456\u0441 \u0442\u0438\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0443 \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u0430\u0434\u0430\u043c\u043d\u044b\u04a3 \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f\u043b\u0430\u0443 \u043a\u04af\u0448-\u0436\u0456\u0433\u0435\u0440\u0456\u043d \u0430\u0437\u0430\u0439\u0442\u0442\u044b. \u041a\u04af\u0440\u0434\u0435\u043b\u0456 \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0434\u0456 \u0442\u0430\u04a3\u0431\u0430\u043b\u0430\u0443\u0493\u0430 \u0431\u0430\u0441\u044b\u043c\u0434\u044b\u049b \u0431\u0435\u0440\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456\u04a3 \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456 \u0430\u0439\u0442\u0430\u0440\u043b\u044b\u049b\u0442\u0430\u0439 \u0436\u0430\u049b\u0441\u0430\u0440\u0434\u044b. \u0418\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u044b\u049b \u049b\u0430\u0439\u0442\u0430 \u0434\u0430\u044f\u0440\u043b\u0430\u0443 \u0436\u04d9\u043d\u0435 \u0431\u0435\u043b\u0433\u0456\u0441\u0456\u0437\u0434\u0456\u043a \u0456\u0440\u0456\u043a\u0442\u0435\u0443 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f\u043b\u0430\u0440\u044b \u0442\u0438\u0456\u043c\u0434\u0456 \u0431\u043e\u043b\u044b\u043f \u0448\u044b\u049b\u0442\u044b, \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u04e9\u0441\u0443 \u043a\u0435\u0437\u0435\u04a3\u0434\u0435\u0440\u0456\u043d\u0434\u0435 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0442\u0435\u0443 \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d\u0456\u04a3 \u043a\u04e9\u0440\u0441\u0435\u0442\u043a\u0456\u0448\u0442\u0435\u0440\u0456 98%-\u0434\u0435\u043d \u0430\u0441\u044b\u043f \u0442\u04af\u0441\u0442\u0456.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"355\" height=\"146\" data-attachment-id=\"10629\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/example-of-input-output-of-segmentation\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-segmentation.png?fit=355%2C146&amp;ssl=1\" data-orig-size=\"355,146\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Example of input-output of segmentation\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-segmentation.png?fit=355%2C146&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-segmentation.png?resize=355%2C146&#038;ssl=1\" alt=\"\u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f\u043d\u044b\u04a3 \u043a\u0456\u0440\u0456\u0441-\u0448\u044b\u0493\u044b\u0441\u044b\u043d\u044b\u04a3 \u043c\u044b\u0441\u0430\u043b\u044b\" class=\"wp-image-10629\" style=\"width:767px;height:auto\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-segmentation.png?w=355&amp;ssl=1 355w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-segmentation.png?resize=300%2C123&amp;ssl=1 300w\" sizes=\"(max-width: 355px) 100vw, 355px\" \/><figcaption class=\"wp-element-caption\">\u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f\u043d\u044b\u04a3 \u043a\u0456\u0440\u0456\u0441-\u0448\u044b\u0493\u044b\u0441\u044b\u043d\u044b\u04a3 \u043c\u044b\u0441\u0430\u043b\u044b<\/figcaption><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u041c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u0431\u0430\u0493\u0430\u043b\u0430\u0443<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u041c\u043e\u0434\u0435\u043b\u044c \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u043c\u04b1\u049b\u0438\u044f\u0442 \u0442\u043e\u043b\u044b\u049b\u0442\u044b\u0440\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u043e\u049b\u044b\u0442\u044b\u043b\u0434\u044b. \u041c\u043e\u0434\u0435\u043b\u044c \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u043a\u04e9\u0440\u0441\u0435\u0442\u043a\u0456\u0448\u0442\u0435\u0440\u0434\u0456, \u0441\u043e\u043d\u044b\u04a3 \u0456\u0448\u0456\u043d\u0434\u0435 \u0411\u0456\u0440\u043b\u0435\u0441\u0442\u0456\u043a \u04af\u0441\u0442\u0456\u043d\u0434\u0435\u0433\u0456 \u049b\u0438\u044b\u043b\u044b\u0441\u0443\u0434\u044b (IoU) \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u044b\u043f \u0431\u0430\u0493\u0430\u043b\u0430\u043d\u0434\u044b. \u049a\u04b1\u0440\u044b\u043b\u0493\u0430\u043d \u043c\u043e\u0434\u0435\u043b\u044c \u04af\u0448\u0456\u043d \u2018plant seeds v2\u2019 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d\u0430\u043d \u0430\u043b\u044b\u043d\u0493\u0430\u043d \u0456\u0448\u043a\u0456 \u0436\u0438\u044b\u043d\u0442\u044b\u049b\u0442\u0430 \u0436\u04af\u0440\u0433\u0456\u0437\u0456\u043b\u0433\u0435\u043d \u049b\u043e\u0440\u044b\u0442\u044b\u043d\u0434\u044b \u0442\u0430\u043b\u0434\u0430\u0443 81% \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456. 7 \u0441\u0435\u043a\u0443\u043d\u0434\u0442\u044b\u049b \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043a\u0435\u0437\u0435\u04a3\u0456\u043d\u0435\u043d \u043a\u0435\u0439\u0456\u043d \u049b\u043e\u0440\u044b\u0442\u044b\u043d\u0434\u044b \u0443\u0430\u049b\u044b\u0442\u044b\u043d \u0435\u0441\u0435\u043f\u0442\u0435\u0443 \u04af\u0448\u0456\u043d \u0448\u0430\u043c\u0430\u043c\u0435\u043d 320 \u043c\u0438\u043b\u043b\u0438\u0441\u0435\u043a\u0443\u043d\u0434 \u049b\u0430\u0436\u0435\u0442 \u0431\u043e\u043b\u0434\u044b, \u0431\u04b1\u043b \u0441\u0435\u0441\u0441\u0438\u044f\u0493\u0430 \u0431\u0456\u0440 \u0440\u0435\u0442 \u049b\u0430\u043d\u0430 \u049b\u0430\u0436\u0435\u0442.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0416\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 (\u0416\u0418) \u0430\u0440\u049b\u044b\u043b\u044b \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u0434\u0430 \u043a\u0430\u043c\u0435\u0440\u0430\u043b\u0430\u0440 \u043c\u0435\u043d \u0441\u0435\u043d\u0441\u043e\u0440\u043b\u0430\u0440 \u043c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043e\u049b\u044b\u0442\u0443 \u0436\u04d9\u043d\u0435 \u0416\u0418 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0434\u0435\u0440\u0456 \u0430\u0440\u049b\u044b\u043b\u044b \u0442\u0430\u043b\u0434\u0430\u043d\u0430\u0442\u044b\u043d \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u04e9\u0441\u0456\u043c\u0434\u0456\u043a \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043d \u0436\u0430\u0437\u044b\u043f \u0430\u043b\u0434\u044b. \u0411\u04b1\u043b \u0442\u0430\u043b\u0434\u0430\u0443 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u0434\u0435\u043d\u0441\u0430\u0443\u043b\u044b\u0493\u044b\u043d \u0431\u0430\u0493\u0430\u043b\u0430\u0443\u0434\u0430, \u0441\u0442\u0440\u0435\u0441\u0441\u0442\u0456, \u0430\u0443\u0440\u0443\u043b\u0430\u0440\u0434\u044b \u043d\u0435\u043c\u0435\u0441\u0435 \u04e9\u0441\u0443\u0433\u0435 \u04d9\u0441\u0435\u0440 \u0435\u0442\u0435\u0442\u0456\u043d \u0431\u0430\u0441\u049b\u0430 \u0444\u0430\u043a\u0442\u043e\u0440\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u0430 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0440\u04e9\u043b \u0430\u0442\u049b\u0430\u0440\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u049a\u043e\u043b\u0434\u0430\u043d\u0443 \u0441\u0430\u043b\u0430\u043b\u0430\u0440\u044b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u043d \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0443\u0434\u0430\u043d \u0431\u0430\u0441\u0442\u0430\u043f, \u043e\u0440\u043c\u0430\u043d\u0434\u0430\u0440 \u0441\u0438\u044f\u049b\u0442\u044b \u0442\u0430\u0431\u0438\u0493\u0438 \u044d\u043a\u043e\u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0434\u0456 \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u0493\u0430, \u0442\u0430\u0431\u0438\u0493\u0430\u0442\u0442\u044b \u049b\u043e\u0440\u0493\u0430\u0443 \u0436\u04b1\u043c\u044b\u0441\u0442\u0430\u0440\u044b\u043d\u0430 \u043a\u04e9\u043c\u0435\u043a\u0442\u0435\u0441\u0443\u0433\u0435 \u0436\u04d9\u043d\u0435 \u049b\u043e\u0440\u0448\u0430\u0493\u0430\u043d \u043e\u0440\u0442\u0430\u0493\u0430 \u04d9\u0441\u0435\u0440\u0434\u0456 \u0442\u04af\u0441\u0456\u043d\u0443\u0434\u0456 \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0443\u0493\u0430 \u0434\u0435\u0439\u0456\u043d \u043a\u0435\u04a3\u0435\u0439\u0435 \u0442\u04af\u0441\u0442\u0456.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-object-detection-in-plant-monitoring\">\u04e8\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u0434\u0430\u0493\u044b \u043d\u044b\u0441\u0430\u043d\u0434\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u049a\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0456\u043d \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0442\u0435\u0443\u0434\u0435\u043d \u043a\u0435\u0439\u0456\u043d\u0433\u0456 \u043a\u0435\u043b\u0435\u0441\u0456 \u043a\u0435\u0437\u0435\u04a3 - \u04d9\u0440\u0431\u0456\u0440 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0456\u04a3 \u0434\u0435\u043d\u0441\u0430\u0443\u043b\u044b\u0493\u044b, \u04e9\u0441\u0443\u0456 \u0436\u04d9\u043d\u0435 \u0431\u0430\u0441\u049b\u0430 \u0434\u0430 \u0444\u0430\u043a\u0442\u043e\u0440\u043b\u0430\u0440 \u0442\u04b1\u0440\u0493\u044b\u0441\u044b\u043d\u0430\u043d \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0456\u043d \u0442\u04af\u0441\u0456\u043d\u0443\u0433\u0435 \u0431\u0430\u0493\u044b\u0442\u0442\u0430\u043b\u0493\u0430\u043d \u043d\u044b\u0441\u0430\u043d\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443. \u04e8\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u0434\u0430 \u043d\u044b\u0441\u0430\u043d\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u04af\u0448\u0456\u043d YOLOv4, MobileNetV2 \u0436\u04d9\u043d\u0435 VGG-19 \u0441\u0438\u044f\u049b\u0442\u044b \u043d\u0430\u0437\u0430\u0440 \u0430\u0443\u0434\u0430\u0440\u0443 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0434\u0435\u0440\u0456 \u0431\u0430\u0440 \u043e\u0437\u044b\u049b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0434\u044b. \u0411\u04b1\u043b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d\u044b\u04a3 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0442\u0435\u043b\u0433\u0435\u043d \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0456\u043d \u0442\u0430\u043b\u0434\u0430\u043f, \u043d\u0430\u049b\u0442\u044b \u0441\u0442\u0440\u0435\u0441\u0441\u0442\u0456\u043a \u0436\u04d9\u043d\u0435 \u0430\u0443\u0440\u0443 \u0430\u0439\u043c\u0430\u049b\u0442\u0430\u0440\u044b\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0434\u044b, \u0431\u04b1\u043b \u0434\u04d9\u043b \u0436\u04d9\u043d\u0435 \u043c\u0430\u049b\u0441\u0430\u0442\u0442\u044b \u0430\u0440\u0430\u043b\u0430\u0441\u0443\u043b\u0430\u0440\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0434\u0456.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0416\u043e\u0431\u0430 \u0430\u0443\u0440\u0443\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u0430 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0436\u0435\u0442\u0456\u0441\u0442\u0456\u043a\u0442\u0435\u0440\u0433\u0435 \u0436\u0435\u0442\u0442\u0456, ResNet-18 \u0436\u04d9\u043d\u0435 ResNet-34 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d ImageNet-\u0442\u0435 \u0430\u043b\u0434\u044b\u043d \u0430\u043b\u0430 \u043e\u049b\u044b\u0442\u0442\u044b. \u0411\u04b1\u043b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0456\u043d\u0435 \u04d9\u0441\u0435\u0440 \u0435\u0442\u0435\u0442\u0456\u043d \u0430\u0443\u0440\u0443\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u0430 0,88 \u0434\u04d9\u043b\u0434\u0456\u043a\u043f\u0435\u043d, ROC \u049b\u0438\u0441\u044b\u0493\u044b \u0430\u0441\u0442\u044b\u043d\u0434\u0430\u0493\u044b \u0430\u0443\u0434\u0430\u043d (AUC) 0,898-\u043c\u0435\u043d \u0442\u0430\u043c\u0430\u0448\u0430 \u0434\u04d9\u043b\u0434\u0456\u043a \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456. \u041c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u0430\u0443\u0440\u0443 \u0436\u04d9\u043d\u0435 \u0441\u0430\u0443 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0434\u04d9\u043b \u0430\u0436\u044b\u0440\u0430\u0442\u0430 \u043e\u0442\u044b\u0440\u044b\u043f, \u0436\u043e\u0493\u0430\u0440\u044b \u0431\u043e\u043b\u0436\u0430\u043c \u0441\u0435\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"414\" height=\"194\" data-attachment-id=\"10630\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/example-of-input-output-of-object-detection\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-object-detection.png?fit=414%2C194&amp;ssl=1\" data-orig-size=\"414,194\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Example of input-output of object detection\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-object-detection.png?fit=414%2C194&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-object-detection.png?resize=414%2C194&#038;ssl=1\" alt=\"\u041e\u0431\u044a\u0435\u043a\u0442\u0456\u043d\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u044b\u04a3 \u043a\u0456\u0440\u0456\u0441-\u0448\u044b\u0493\u044b\u0441\u044b\u043d\u044b\u04a3 \u043c\u044b\u0441\u0430\u043b\u044b\" class=\"wp-image-10630\" style=\"width:750px;height:auto\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-object-detection.png?w=414&amp;ssl=1 414w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Example-of-input-output-of-object-detection.png?resize=300%2C141&amp;ssl=1 300w\" sizes=\"(max-width: 414px) 100vw, 414px\" \/><figcaption class=\"wp-element-caption\">\u041e\u0431\u044a\u0435\u043a\u0442\u0456\u043d\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u044b\u04a3 \u043a\u0456\u0440\u0456\u0441-\u0448\u044b\u0493\u044b\u0441\u044b\u043d\u044b\u04a3 \u043c\u044b\u0441\u0430\u043b\u044b<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u0416\u043e\u0431\u0430\u0434\u0430 \u0430\u0443\u0440\u0443\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0493\u0430 \u0436\u04af\u0439\u0435\u043b\u0456 \u0442\u04d9\u0441\u0456\u043b \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0434\u044b, \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0434\u0456 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0442\u0430\u043b\u0493\u0430\u043d \u043f\u0430\u0442\u0447\u0442\u0430\u0440\u0493\u0430 \u0431\u04e9\u043b\u0434\u0456. \u0411\u04b1\u043b \u043f\u0430\u0442\u0447\u0442\u0430\u0440 \u0430\u0443\u0440\u0443\u043b\u0430\u0440\u0434\u0430\u043d \u0437\u0430\u0440\u0434\u0430\u043f \u0448\u0435\u043a\u043a\u0435\u043d \u0430\u0439\u043c\u0430\u049b\u0442\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u04af\u0448\u0456\u043d \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u0442\u0456 \u049b\u04b1\u0440\u0430\u043b\u0434\u0430\u0440\u0434\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u044b\u043f \u043c\u04b1\u049b\u0438\u044f\u0442 \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f\u0434\u0430\u043d \u04e9\u0442\u0442\u0456. \u041d\u044b\u0441\u0430\u043d\u0434\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u0430\u0439\u043d\u0430\u043b\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u044b\u049b \u049b\u043e\u0440\u0430\u043f\u0442\u0430\u0440\u0434\u044b \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u0434\u04d9\u043b\u0434\u0456\u043a\u0442\u0456 \u043e\u0434\u0430\u043d \u04d9\u0440\u0456 \u0430\u0440\u0442\u0442\u044b\u0440\u0434\u044b, \u0431\u04b1\u043b \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u0434\u0435\u043d\u0441\u0430\u0443\u043b\u044b\u0493\u044b\u043d \u0434\u04d9\u043b \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u0434\u044b \u0436\u0435\u04a3\u0456\u043b\u0434\u0435\u0442\u0442\u0456.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-plant-production-prediction\">\u04e8\u0441\u0456\u043c\u0434\u0456\u043a \u04e9\u043d\u0434\u0456\u0440\u0456\u0441\u0456\u043d \u0431\u043e\u043b\u0436\u0430\u0443<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u04e8\u0441\u0456\u043c\u0434\u0456\u043a \u04e9\u043d\u0456\u043c\u0434\u0435\u0440\u0456\u043d \u0431\u043e\u043b\u0436\u0430\u0443 \u0441\u0430\u043b\u0430\u0441\u044b\u043d\u0434\u0430 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456 \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b\u04a3 \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u043d \u0431\u043e\u043b\u0436\u0430\u0443 \u04af\u0448\u0456\u043d \u0430\u0443\u0430 \u0440\u0430\u0439\u044b \u0436\u0430\u0493\u0434\u0430\u0439\u043b\u0430\u0440\u044b \u043c\u0435\u043d \u0442\u043e\u043f\u044b\u0440\u0430\u049b \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043b\u0435\u0440\u0456 \u0441\u0438\u044f\u049b\u0442\u044b \u049b\u043e\u0440\u0448\u0430\u0493\u0430\u043d \u043e\u0440\u0442\u0430 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0434\u044b. \u041e\u049b\u0448\u0430\u0443\u043b\u0430\u043d\u0493\u0430\u043d \u043e\u0440\u043c\u0430\u043d, \u0441\u044b\u0437\u044b\u049b\u0442\u044b\u049b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f \u0436\u04d9\u043d\u0435 \u0436\u043e\u0442\u0430 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f\u0441\u044b \u0441\u0438\u044f\u049b\u0442\u044b \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f\u043b\u044b\u049b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04b1\u043b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u0442\u044b\u04a3\u0430\u0439\u0442\u049b\u044b\u0448\u0442\u0430\u0440\u0434\u044b \u049b\u043e\u043b\u0434\u0430\u043d\u0443\u0434\u044b \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0443 \u04af\u0448\u0456\u043d \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u044b\u049b \u049b\u043e\u0440\u0430\u043f \u0430\u0439\u043c\u0430\u049b\u0442\u0430\u0440\u044b\u043d\u0430\u043d \u0430\u043b\u044b\u043d\u0493\u0430\u043d \u0441\u0430\u043d\u0434\u044b\u049b \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0442\u043e\u043f\u044b\u0440\u0430\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043c\u0435\u043d \u0431\u0456\u0440\u0433\u0435 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0434\u0456.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"1076\" data-attachment-id=\"10632\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/sugar-beet-on-test-field\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?fit=1542%2C2048&amp;ssl=1\" data-orig-size=\"1542,2048\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Sugar beet on test field\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?fit=771%2C1024&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=810%2C1076&#038;ssl=1\" alt=\"\u049a\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b \u0441\u044b\u043d\u0430\u049b \u0430\u043b\u0430\u04a3\u044b\u043d\u0434\u0430\" class=\"wp-image-10632\" style=\"width:700px;height:auto\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?w=1542&amp;ssl=1 1542w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=226%2C300&amp;ssl=1 226w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=771%2C1024&amp;ssl=1 771w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=768%2C1020&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=1157%2C1536&amp;ssl=1 1157w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=150%2C200&amp;ssl=1 150w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Sugar-beet-on-test-field.png?resize=1200%2C1594&amp;ssl=1 1200w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><figcaption class=\"wp-element-caption\">\u049a\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b \u0441\u044b\u043d\u0430\u049b \u0430\u043b\u0430\u04a3\u044b\u043d\u0434\u0430<\/figcaption><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-model-deployment-considerations\">\u041c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0442\u044b\u0440\u0443 \u043c\u04d9\u0441\u0435\u043b\u0435\u043b\u0435\u0440\u0456<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u04d8\u0437\u0456\u0440\u043b\u0435\u043d\u0433\u0435\u043d \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0456 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0442\u044b\u0440\u0443 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f\u043b\u0430\u0440\u044b \u0448\u0435\u0442\u043a\u0456 \u049b\u04b1\u0440\u044b\u043b\u0493\u044b\u043b\u0430\u0440 \u04af\u0448\u0456\u043d \u0434\u0435, \u0431\u04b1\u043b\u0442\u0442\u044b\u049b \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430\u043b\u0430\u0440 \u04af\u0448\u0456\u043d \u0434\u0435 \u0431\u0430\u0493\u0430\u043b\u0430\u043d\u0434\u044b. \u041c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0456 \u0448\u0435\u0442\u043a\u0456 \u049b\u04b1\u0440\u044b\u043b\u0493\u044b\u043b\u0430\u0440\u0493\u0430 \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0442\u044b\u0440\u0443 \u0448\u044b\u0493\u044b\u043d\u0434\u0430\u0440\u0434\u044b\u04a3 \u0430\u0437\u0430\u044e\u044b \u0436\u04d9\u043d\u0435 \u043a\u0456\u0434\u0456\u0440\u0456\u0441\u0442\u0456\u04a3 \u0442\u04e9\u043c\u0435\u043d\u0434\u0435\u0443\u0456 \u0441\u0438\u044f\u049b\u0442\u044b \u0430\u0440\u0442\u044b\u049b\u0448\u044b\u043b\u044b\u049b\u0442\u0430\u0440\u0434\u044b \u04b1\u0441\u044b\u043d\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u0435\u0433\u0435\u043d\u043c\u0435\u043d, \u0431\u04b1\u043b \u0442\u04d9\u0441\u0456\u043b \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u0442\u044b\u049b \u0448\u0435\u043a\u0442\u0435\u0443\u043b\u0435\u0440\u0433\u0435 \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u044b \u044b\u049b\u0442\u0438\u043c\u0430\u043b \u0434\u04d9\u043b\u0434\u0456\u043a\u0442\u0435\u043d \u0430\u0439\u044b\u0440\u0431\u0430\u0441\u0442\u0430\u043b\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d. \u0415\u043a\u0456\u043d\u0448\u0456 \u0436\u0430\u0493\u044b\u043d\u0430\u043d, \u0431\u04b1\u043b\u0442\u0442\u044b \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0442\u044b\u0440\u0443 \u0436\u043e\u0493\u0430\u0440\u044b \u04e9\u043d\u0456\u043c\u0434\u0456 GPU-\u043b\u0430\u0440\u0434\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u0436\u044b\u043b\u0434\u0430\u043c\u044b\u0440\u0430\u049b \u049b\u043e\u0440\u044b\u0442\u044b\u043d\u0434\u044b \u0436\u0430\u0441\u0430\u0443 \u0443\u0430\u049b\u044b\u0442\u044b\u043d \u04b1\u0441\u044b\u043d\u0434\u044b, \u0431\u0456\u0440\u0430\u049b \u049b\u043e\u0441\u044b\u043c\u0448\u0430 \u0448\u044b\u0493\u044b\u043d\u0434\u0430\u0440\u0493\u0430 \u04d9\u043a\u0435\u043b\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d \u0436\u04d9\u043d\u0435 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u043a\u0435 \u049b\u043e\u0441\u044b\u043b\u0443\u0493\u0430 \u0442\u04d9\u0443\u0435\u043b\u0434\u0456 \u0431\u043e\u043b\u0434\u044b, \u0431\u04b1\u043b \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441 \u043a\u0456\u0434\u0456\u0440\u0456\u0441\u0456\u043d \u0442\u0443\u0434\u044b\u0440\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-comparative-analysis-with-5g-network\">5G \u0436\u0435\u043b\u0456\u0441\u0456\u043c\u0435\u043d \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u043c\u0430\u043b\u044b \u0442\u0430\u043b\u0434\u0430\u0443<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u043c\u0430\u043b\u044b \u0442\u0430\u043b\u0434\u0430\u0443 5G \u0436\u0435\u043b\u0456\u0441\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443 \u0434\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 4G\/WiFi \u049b\u043e\u043d\u0434\u044b\u0440\u0493\u044b\u043b\u0430\u0440\u044b\u043c\u0435\u043d \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u0493\u0430\u043d\u0434\u0430 \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d\u044b\u04a3 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f\u0441\u044b\u043d \u0430\u0439\u0442\u0430\u0440\u043b\u044b\u049b\u0442\u0430\u0439 \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u049b\u0430\u043d\u044b\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456. \u0411\u04b1\u043b \u0436\u0430\u049b\u0441\u0430\u0440\u0443 \u043e\u0440\u0442\u0430\u0448\u0430 \u043e\u0440\u043d\u0430\u0442\u0443 \u043c\u0435\u043d \u0436\u0435\u043b\u0456 \u0443\u0430\u049b\u044b\u0442\u044b\u043d\u044b\u04a3 \u0430\u0437\u0430\u044e\u044b\u043c\u0435\u043d \u0434\u04d9\u043b\u0435\u043b\u0434\u0435\u043d\u0434\u0456, \u0431\u04b1\u043b 5G \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0441\u044b \u0430\u0440\u049b\u044b\u043b\u044b \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0456\u043b\u0433\u0435\u043d \u0442\u0438\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456\u04a3 \u0430\u0440\u0442\u0443\u044b\u043d \u0430\u0442\u0430\u043f \u04e9\u0442\u0442\u0456.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0414\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0434\u0430\u0439\u044b\u043d\u0434\u0430\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0456<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0434\u0430\u0439\u044b\u043d\u0434\u0430\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0456 \u0441\u0430\u0443 \u0436\u04d9\u043d\u0435 \u0430\u0443\u0440\u0443 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d \u0436\u0438\u043d\u0430\u0443\u0434\u044b, \u0430\u0440\u0430\u043c\u0448\u04e9\u043f\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u044b, \u04e9\u0441\u0443 \u043a\u0435\u0437\u0435\u04a3\u0434\u0435\u0440\u0456\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u044b \u0436\u04d9\u043d\u0435 4K \u0448\u0438\u043a\u0456 \u0431\u0435\u0439\u043d\u0435\u0434\u0435\u043d \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0434\u0456 \u0430\u043b\u0443\u0434\u044b \u049b\u0430\u043c\u0442\u044b\u0434\u044b. \u0414\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0442\u0430\u043b\u0434\u0430\u0443\u0493\u0430 \u0434\u0430\u0439\u044b\u043d\u0434\u0430\u0443 \u04af\u0448\u0456\u043d \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0430\u043d\u044b \u0442\u0435\u04a3\u0435\u0441\u0442\u0456\u0440\u0443, \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0434\u0456 \u0441\u04af\u0437\u0443 \u0436\u04d9\u043d\u0435 HSV \u0442\u04af\u0441 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u0433\u0456\u043d \u0442\u04af\u0440\u043b\u0435\u043d\u0434\u0456\u0440\u0443 \u0441\u0438\u044f\u049b\u0442\u044b \u04d9\u0434\u0456\u0441\u0442\u0435\u0440 \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u049a\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d\u044b\u04a3 \u0441\u0430\u0443 \u0436\u0430\u043f\u044b\u0440\u0430\u049b\u0442\u0430\u0440\u044b\u043d\u044b\u04a3 \u0436\u04d9\u043d\u0435 \u0441\u04b1\u0440 \u0436\u0430\u043f\u044b\u0440\u0430\u049b\u0442\u044b \u0434\u0430\u049b\u0442\u0430\u0440\u044b \u0431\u0430\u0440 \u0436\u04af\u0433\u0435\u0440\u0456 \u0436\u0430\u043f\u044b\u0440\u0430\u049b\u0442\u0430\u0440\u044b \u0441\u0438\u044f\u049b\u0442\u044b \u0430\u0443\u0440\u0443 \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0456\u043d\u0456\u04a3 \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0456 \u0436\u0438\u043d\u0430\u043b\u0434\u044b. \u0410\u0443\u0440\u0443 \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0440\u0456\u043d \u0430\u043b\u0443 \u04af\u0448\u0456\u043d \u0436\u0430\u043f\u044b\u0440\u0430\u049b\u0442\u044b \u0444\u043e\u043d\u0434\u0430\u043d \u0431\u04e9\u043b\u0443, \u04e9\u043b\u0448\u0435\u043c\u0456\u043d \u04e9\u0437\u0433\u0435\u0440\u0442\u0443, \u0442\u04af\u0440\u043b\u0435\u043d\u0434\u0456\u0440\u0443 \u0436\u04d9\u043d\u0435 \u0442\u0430\u043b\u0434\u0430\u0443 \u04af\u0448\u0456\u043d \u0448\u044b\u043d\u0430\u0439\u044b \u04af\u043b\u0433\u0456\u043b\u0435\u0440 \u0436\u0430\u0441\u0430\u0443 \u043c\u0430\u049b\u0441\u0430\u0442\u044b\u043d\u0434\u0430 \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0434\u0456 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443 \u049b\u0430\u0436\u0435\u0442 \u0431\u043e\u043b\u0434\u044b.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"200\" data-attachment-id=\"10633\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/annotation-process-for-segmentation\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?fit=2048%2C505&amp;ssl=1\" data-orig-size=\"2048,505\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Annotation process for segmentation\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Caption 3&lt;\/p&gt;\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?fit=1024%2C253&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?resize=810%2C200&#038;ssl=1\" alt=\"\u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f\u0493\u0430 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0456\" class=\"wp-image-10633\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?w=2048&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?resize=300%2C74&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?resize=1024%2C253&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?resize=768%2C189&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?resize=1536%2C379&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?resize=1200%2C296&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Annotation-process-for-segmentation.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><figcaption class=\"wp-element-caption\">\u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f\u0493\u0430 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0456<\/figcaption><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0411\u0435\u043b\u0441\u0435\u043d\u0434\u0456 \u043e\u049b\u044b\u0442\u0443 \u0446\u0438\u043a\u043b\u0456<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u0435\u043b\u0441\u0435\u043d\u0434\u0456 \u043e\u049b\u044b\u0442\u0443 \u0446\u0438\u043a\u043b\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d \u043e\u049b\u044b\u0442\u0443 \u04af\u0448\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u044b\u043b\u0493\u0430\u043d \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u043d\u0431\u0435\u0433\u0435\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u043c\u0435\u043d \u0431\u0430\u0441\u0442\u0430\u043b\u0434\u044b. \u0411\u04b1\u043b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u0430\u0434\u0430\u043c \u0430\u043d\u043d\u043e\u0442\u0430\u0442\u043e\u0440\u043b\u0430\u0440\u044b\u043c\u0435\u043d \u04e9\u04a3\u0434\u0435\u043b\u0433\u0435\u043d \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f \u0441\u04b1\u0440\u0430\u0443\u043b\u0430\u0440\u044b\u043d \u0442\u0443\u0434\u044b\u0440\u0434\u044b, \u0438\u0442\u0435\u0440\u0430\u0442\u0438\u0432\u0442\u0456 \u043e\u049b\u044b\u0442\u0443 \u0436\u04d9\u043d\u0435 \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f \u0446\u0438\u043a\u043b\u0434\u0430\u0440\u044b \u0430\u0440\u049b\u044b\u043b\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456\u04a3 \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d \u04af\u043d\u0435\u043c\u0456 \u0436\u0435\u0442\u0456\u043b\u0434\u0456\u0440\u0456\u043f \u043e\u0442\u044b\u0440\u0434\u044b.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u041c\u0443\u043b\u044c\u0442\u0438\u043c\u043e\u0434\u0430\u043b\u044c\u0434\u044b \u0456\u0440\u0433\u0435\u0442\u0430\u0441 \u043c\u043e\u0434\u0435\u043b\u0456 \u0430\u0440\u049b\u044b\u043b\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f\u043b\u0430\u0443<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u0435\u043b\u0433\u0456\u043b\u0435\u043d\u0433\u0435\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u0448\u0435\u043a\u0442\u0435\u0443\u043b\u0456\u043b\u0456\u0433\u0456\u043d \u0448\u0435\u0448\u0443 \u04af\u0448\u0456\u043d \u0436\u043e\u0431\u0430 \u043d\u0435\u0433\u0456\u0437\u0433\u0456 \u0448\u044b\u043d\u0434\u044b\u049b \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f\u043b\u0430\u0440\u044b\u043d \u0436\u0430\u0441\u0430\u0443 \u04af\u0448\u0456\u043d \u0441\u0435\u043d\u0456\u043c\u0434\u0456 \u0456\u0440\u0433\u0435\u0442\u0430\u0441 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0434\u044b. \u0410\u0442\u0430\u043f \u0430\u0439\u0442\u049b\u0430\u043d\u0434\u0430, OpenAI \u04d9\u0437\u0456\u0440\u043b\u0435\u0433\u0435\u043d, 400 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043d\u0430\u043d \u0430\u0441\u0442\u0430\u043c \u043a\u0435\u0441\u043a\u0456\u043d-\u043c\u04d9\u0442\u0456\u043d \u0436\u04b1\u043f\u0442\u0430\u0440\u044b\u043d\u0430\u043d \u0442\u04b1\u0440\u0430\u0442\u044b\u043d \u043a\u0435\u04a3 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b\u043d\u0434\u0430 \u043e\u049b\u044b\u0442\u044b\u043b\u0493\u0430\u043d \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u0493\u0430 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0433\u0435\u043d \u043c\u043e\u0434\u0435\u043b\u044c CLIP \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0440\u04e9\u043b \u0430\u0442\u049b\u0430\u0440\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Vision Transformers \u0436\u04af\u0439\u0435\u0441\u0456\u043d \u043d\u0435\u0433\u0456\u0437\u0456 \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430 \u043e\u0442\u044b\u0440\u044b\u043f, CLIP \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0436\u0438\u043d\u0430\u049b\u0442\u0430\u0440\u044b\u043d\u0434\u0430 95% \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d\u0435 \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0434\u0456, \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0434\u0456 \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b \u043c\u0435\u043d \u0430\u0440\u0430\u043c\u0448\u04e9\u043f \u0441\u0438\u044f\u049b\u0442\u044b \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u043a\u043b\u0430\u0441\u0442\u0430\u0440\u0493\u0430 \u0436\u043e\u0493\u0430\u0440\u044b \u0434\u04d9\u043b\u0434\u0456\u043a\u043f\u0435\u043d \u0448\u0435\u0431\u0435\u0440 \u0436\u0456\u043a\u0442\u0435\u0434\u0456.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0414\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0436\u0438\u043d\u0430\u0443\u0493\u0430 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u0434\u0440\u043e\u043d \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0441\u044b<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0416\u043e\u0431\u0430\u0434\u0430 \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0493\u0430\u043d \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u0430\u0440\u0434\u044b\u04a3 \u0431\u0456\u0440\u0456 4K \u0431\u0435\u0439\u043d\u0435 \u0442\u04af\u0441\u0456\u0440\u0435\u0442\u0456\u043d RGB \u043a\u0430\u043c\u0435\u0440\u0430\u043b\u0430\u0440\u044b\u043c\u0435\u043d \u0436\u0430\u0431\u0434\u044b\u049b\u0442\u0430\u043b\u0493\u0430\u043d \u0434\u0440\u043e\u043d\u0434\u0430\u0440\u0434\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443 \u0431\u043e\u043b\u0434\u044b. \u0411\u04b1\u043b \u0434\u0440\u043e\u043d\u0434\u0430\u0440 \u0442\u0430\u043b\u0434\u0430\u0443 \u04af\u0448\u0456\u043d \u0435\u0433\u0436\u0435\u0439-\u0442\u0435\u0433\u0436\u0435\u0439\u043b\u0456 \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0434\u0456 (3840 \u00d7 2160 \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b) \u0431\u0435\u0440\u0434\u0456.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04b1\u043b \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0434\u0456 \u0430\u043b\u0434\u044b\u043d \u0430\u043b\u0430 \u04e9\u04a3\u0434\u0435\u0443 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456\u04a3 \u0434\u04d9\u043b\u0434\u0456\u0433\u0456\u043d \u0430\u0439\u0442\u0430\u0440\u043b\u044b\u049b\u0442\u0430\u0439 \u0430\u0440\u0442\u0442\u044b\u0440\u0434\u044b, VGGNet (+38.52%), ResNet50 (+21.14%), DenseNet121 (+7.53%) \u0436\u04d9\u043d\u0435 MobileNet (+6.6%) \u0441\u0438\u044f\u049b\u0442\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0435 \u0430\u0439\u0442\u0430\u0440\u043b\u044b\u049b\u0442\u0430\u0439 \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0443\u043b\u0430\u0440 \u0431\u0430\u0439\u049b\u0430\u043b\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u0435\u0441\u043a\u0456\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u0441\u0442\u044b\u043d \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0443 \u04af\u0448\u0456\u043d \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0430\u043d\u044b \u0442\u0435\u04a3\u0435\u0441\u0442\u0456\u0440\u0443 \u0441\u0438\u044f\u049b\u0442\u044b \u04d9\u0434\u0456\u0441\u0442\u0435\u0440 \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0434\u044b, \u0430\u043b HSV \u0442\u04af\u0441 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u0433\u0456\u043d\u0435 \u0442\u04af\u0440\u043b\u0435\u043d\u0434\u0456\u0440\u0443 \u04e9\u0441\u0456\u043c\u0434\u0456\u043a \u0430\u0439\u043c\u0430\u049b\u0442\u0430\u0440\u044b\u043d \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0435\u043f, \u0442\u0438\u0456\u0441\u0442\u0456 \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0435\u0443\u0433\u0435 \u043a\u04e9\u043c\u0435\u043a\u0442\u0435\u0441\u0442\u0456.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0421\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0443<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u0435\u0441\u043a\u0456\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043d\u0456\u04a3 \u0448\u0435\u043a\u0442\u0435\u0443\u043b\u0456\u043b\u0456\u0433\u0456\u043d \u0448\u0435\u0448\u0443 \u04af\u0448\u0456\u043d \u043c\u0430\u0448\u0438\u043d\u0430\u043b\u044b\u049b \u043e\u049b\u044b\u0442\u0443 \u0436\u04d9\u043d\u0435 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0430\u0440\u049b\u044b\u043b\u044b \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u0442\u044b\u0493\u044b \u0436\u0430\u0441\u0430\u043b\u0434\u044b. \u0414\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u043d\u0430\u0443 RGB \u043a\u0430\u043c\u0435\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430 \u043e\u0442\u044b\u0440\u044b\u043f, 1 \u043c-\u0434\u0435\u043d 4 \u043c-\u0433\u0435 \u0434\u0435\u0439\u0456\u043d\u0433\u0456 \u0431\u0438\u0456\u043a\u0442\u0456\u043a\u0442\u0435 \u0436\u04d9\u043d\u0435 2 \u043c\/\u0441 \u043d\u0435\u043c\u0435\u0441\u0435 \u043e\u0434\u0430\u043d \u0434\u0430 \u043a\u04e9\u043f \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u049b\u0442\u0430 \u04b1\u0448\u0430\u0442\u044b\u043d \u0434\u0440\u043e\u043d\u0434\u0430\u0440\u0434\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u0436\u04af\u0437\u0435\u0433\u0435 \u0430\u0441\u044b\u0440\u044b\u043b\u0434\u044b.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"610\" data-attachment-id=\"10634\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/emulation-environment\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Emulation-environment.png?fit=2048%2C1542&amp;ssl=1\" data-orig-size=\"2048,1542\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Emulation environment\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Emulation-environment.png?fit=1024%2C771&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Emulation-environment.png?resize=810%2C610&#038;ssl=1\" alt=\"\u042d\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u043e\u0440\u0442\u0430\u0441\u044b\" class=\"wp-image-10634\" style=\"width:646px;height:auto\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Emulation-environment.png?w=2048&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Emulation-environment.png?resize=300%2C226&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Emulation-environment.png?resize=1024%2C771&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Emulation-environment.png?resize=768%2C578&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Emulation-environment.png?resize=1536%2C1157&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Emulation-environment.png?resize=400%2C300&amp;ssl=1 400w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Emulation-environment.png?resize=200%2C150&amp;ssl=1 200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Emulation-environment.png?resize=1200%2C904&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Emulation-environment.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><figcaption class=\"wp-element-caption\">\u042d\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u043e\u0440\u0442\u0430\u0441\u044b<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u0414\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0436\u0438\u043d\u0430\u0443 \u04af\u0448\u0456\u043d \u0442\u0440\u0430\u043a\u0442\u043e\u0440\u043b\u0430\u0440 \u0441\u0438\u044f\u049b\u0442\u044b \u0431\u0430\u0441\u049b\u0430 \u043a\u04e9\u043b\u0456\u043a\u0442\u0435\u0440 \u0434\u0435 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u044b\u043b\u0434\u044b. \u0411\u04b1\u043b \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0443 \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b \u0430\u0443\u0440\u0443\u043b\u0430\u0440\u044b\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u04af\u0448\u0456\u043d \u04d9\u0441\u0456\u0440\u0435\u0441\u0435 \u043f\u0430\u0439\u0434\u0430\u043b\u044b \u0431\u043e\u043b\u044b\u043f \u0448\u044b\u049b\u0442\u044b.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\">\u049a\u043e\u0440\u044b\u0442\u044b\u043d\u0434\u044b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u201c\u0422\u04b1\u0440\u0430\u049b\u0442\u044b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0434\u0430 \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442 \u0440\u0435\u0436\u0438\u043c\u0456\u043d\u0434\u0435 \u043e\u049b\u044b\u0442\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0442\u0456\u043d 5G \u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0456\u201d \u0436\u043e\u0431\u0430\u0441\u044b 5G \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0441\u044b\u043d\u044b\u04a3 \u049b\u0430\u043d\u0442 \u049b\u044b\u0437\u044b\u043b\u0448\u0430\u0441\u044b\u043d \u04e9\u0441\u0456\u0440\u0443\u0434\u0456\u04a3 \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u044b\u049b, \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0430\u043b\u044b\u049b \u0436\u04d9\u043d\u0435 \u0442\u04b1\u0440\u0430\u049b\u0442\u044b \u0430\u0441\u043f\u0435\u043a\u0442\u0456\u043b\u0435\u0440\u0456\u043d \u049b\u0430\u043b\u0430\u0439 \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0430 \u0430\u043b\u0430\u0442\u044b\u043d\u044b\u043d \u0441\u04d9\u0442\u0442\u0456 \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456. HSHL \u0436\u04d9\u043d\u0435 Pfeifer &amp; Langen \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f\u043b\u0430\u0440\u044b\u043c\u0435\u043d \u044b\u043d\u0442\u044b\u043c\u0430\u049b\u0442\u0430\u0441\u0442\u044b\u049b \u0430\u0440\u049b\u044b\u043b\u044b \u0436\u043e\u0431\u0430 \u043d\u0430\u049b\u0442\u044b \u0443\u0430\u049b\u044b\u0442 \u0440\u0435\u0436\u0438\u043c\u0456\u043d\u0434\u0435 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0436\u0438\u043d\u0430\u0443\u0434\u044b \u0436\u04d9\u043d\u0435 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u043a\u0435 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0433\u0435\u043d \u0442\u0430\u043b\u0434\u0430\u0443\u0434\u044b \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0434\u0456, \u0442\u0438\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0430\u0440\u0442\u0442\u044b\u0440\u0434\u044b \u0436\u04d9\u043d\u0435 \u049b\u0430\u0436\u0435\u0442\u0441\u0456\u0437 \u0434\u0430\u043b\u0430\u043b\u044b\u049b \u0441\u0430\u043f\u0430\u0440\u043b\u0430\u0440\u0434\u044b \u0430\u0437\u0430\u0439\u0442\u0442\u044b. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0410\u0440\u043d\u0430\u0439\u044b 5G \u043a\u0430\u043c\u043f\u0443\u0441 \u0436\u0435\u043b\u0456\u0441\u0456 \u0442\u044b\u04a3\u0430\u0439\u0442\u049b\u044b\u0448\u0442\u0430\u0440 \u043c\u0435\u043d \u04e9\u0441\u0456\u043c\u0434\u0456\u043a\u0442\u0435\u0440\u0434\u0456 \u049b\u043e\u0440\u0493\u0430\u0443 \u049b\u04b1\u0440\u0430\u043b\u0434\u0430\u0440\u044b\u043d \u0434\u04d9\u043b \u049b\u043e\u043b\u0434\u0430\u043d\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0434\u0456. 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