{"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":"%d1%82%d0%b5%d1%85%d0%bd%d0%be%d0%bb%d0%be%d0%b3%d0%b8%d1%8f-5g-%d0%be%d0%b1%d0%b5%d1%81%d0%bf%d0%b5%d1%87%d0%b8%d0%b2%d0%b0%d0%b5%d1%82-%d0%be%d0%b1%d1%83%d1%87%d0%b5%d0%bd%d0%b8%d0%b5-%d0%b2-%d1%80","status":"publish","type":"post","link":"https:\/\/geopard.tech\/ru\/blog\/5g-enabled-real-time-learning-in-sustainable-farming-a-study-on-sugar-beet-production\/","title":{"rendered":"\u041e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e 5G \u0432 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u043c \u0437\u0435\u043c\u043b\u0435\u0434\u0435\u043b\u0438\u0438: \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u041c\u044b \u0440\u0430\u0434\u044b \u0441\u043e\u043e\u0431\u0449\u0438\u0442\u044c \u043e\u0431 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u043c \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u201c\u0421\u0435\u0442\u0438 5G \u043a\u0430\u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0432 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u043c \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u043c \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u201d, \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0444\u0438\u043d\u0430\u043d\u0441\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u041c\u0438\u043d\u0438\u0441\u0442\u0435\u0440\u0441\u0442\u0432\u043e\u043c \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0438, \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438, \u0431\u043e\u0440\u044c\u0431\u044b \u0441 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c \u043a\u043b\u0438\u043c\u0430\u0442\u0430 \u0438 \u044d\u043d\u0435\u0440\u0433\u0435\u0442\u0438\u043a\u0438 \u0437\u0435\u043c\u043b\u0438 \u0421\u0435\u0432\u0435\u0440\u043d\u044b\u0439 \u0420\u0435\u0439\u043d-\u0412\u0435\u0441\u0442\u0444\u0430\u043b\u0438\u044f.<\/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\">\u042d\u0442\u0430 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u0430 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0448\u0430\u0433 \u0432\u043f\u0435\u0440\u0435\u0434 \u0432 \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u0443\u044e\u0449\u0435\u0433\u043e \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u0430 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 5G \u0432 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u043c \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435, \u0432 \u0447\u0430\u0441\u0442\u043d\u043e\u0441\u0442\u0438, \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043d\u0430 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445, \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0438 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u044b\u0445 \u0430\u0441\u043f\u0435\u043a\u0442\u043e\u0432 \u0432\u044b\u0440\u0430\u0449\u0438\u0432\u0430\u043d\u0438\u044f \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u043d\u0438\u0437\u043a\u043e\u0439 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0435 5G, \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0430 \u043f\u0435\u0440\u0435\u0434\u043e\u0432\u044b\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u044f \u043c\u0433\u043d\u043e\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0442\u043a\u043b\u0438\u043a \u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u0442\u0447\u0438\u043a\u043e\u0432 \u0438 \u0434\u0430\u043d\u043d\u044b\u0435 \u043e \u043c\u0435\u0441\u0442\u043e\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0438 \u0432 \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0440\u0430\u043c\u043a\u0430\u0445.<\/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\/ru\/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=\"\u0424\u043e\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u044f \u0441 \u0437\u0430\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u044f \u043f\u043e \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0432 \u0412\u044b\u0441\u0448\u0435\u0439 \u0448\u043a\u043e\u043b\u0435 \u0425\u0430\u043c\u043c-\u041b\u0438\u043f\u043f\u0448\u0442\u0430\u0434\u0442\u0430 (HSHL).\" 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\">\u0424\u043e\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u044f \u0441 \u0437\u0430\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u044f \u043f\u043e \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0432 \u0412\u044b\u0441\u0448\u0435\u0439 \u0448\u043a\u043e\u043b\u0435 \u0425\u0430\u043c\u043c-\u041b\u0438\u043f\u043f\u0448\u0442\u0430\u0434\u0442\u0430 (HSHL).<\/figcaption><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-project-focus-and-partnership\">\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0438 \u043f\u0430\u0440\u0442\u043d\u0435\u0440\u0441\u0442\u0432\u043e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u0447\u0435\u0441\u0442\u0432\u0435 \u0441 \u043f\u0430\u0440\u0442\u043d\u0435\u0440\u0430\u043c\u0438 \u0438\u0437 HSHL \u0438 \u043f\u0440\u0438 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0435 Pfeifer &amp; Langen \u043f\u0440\u043e\u0435\u043a\u0442 \u0431\u044b\u043b \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0435\u043d \u043d\u0430 \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u0438 \u0432\u0441\u0435\u0433\u043e \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430 \u0432\u044b\u0440\u0430\u0449\u0438\u0432\u0430\u043d\u0438\u044f \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b \u043d\u0430 \u043f\u043e\u043b\u044f\u0445, \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0430\u0449\u0438\u0445 \u043f\u0430\u0440\u0442\u043d\u0435\u0440\u0430\u043c. \u0415\u0433\u043e \u0446\u0435\u043b\u044c\u044e \u0431\u044b\u043b\u043e \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u043a\u0430\u043a 5G \u043c\u043e\u0436\u0435\u0442 \u0441\u0442\u0430\u0442\u044c \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u043c \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043a\u0430\u0442\u0430\u043b\u0438\u0437\u0430\u0442\u043e\u0440\u043e\u043c \u0432 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u0441\u0435\u043a\u0442\u043e\u0440\u0435 \u0421\u0435\u0432\u0435\u0440\u043d\u043e\u0433\u043e \u0420\u0435\u0439\u043d\u0430-\u0412\u0435\u0441\u0442\u0444\u0430\u043b\u0438\u0438, \u043f\u043e\u043a\u0430\u0437\u0430\u0432 \u0435\u0433\u043e \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b \u043a\u0430\u043a \u0444\u0430\u043a\u0442\u043e\u0440\u0430, \u0441\u043f\u043e\u0441\u043e\u0431\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u0438\u043d\u043d\u043e\u0432\u0430\u0446\u0438\u044f\u043c \u0438 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-role-of-geopard-agriculture\">\u0420\u043e\u043b\u044c GeoPard \u0432 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u043c \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f GeoPard Agriculture \u0441\u044b\u0433\u0440\u0430\u043b\u0430 \u0440\u0435\u0448\u0430\u044e\u0449\u0443\u044e \u0440\u043e\u043b\u044c \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0430\u0441\u043f\u0435\u043a\u0442\u043e\u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439, \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u0438 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0443\u0440\u043e\u0436\u0430\u044f. \u041c\u044b \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430, \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0434\u043b\u044f \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b 5G, \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u043e\u0431\u043b\u0430\u0447\u043d\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u0438 \u0441\u043e\u0437\u0434\u0430\u043b\u0438 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441 \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u043c\u0438 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-technological-integration\">\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041c\u0435\u0442\u043e\u0434\u044b \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 (\u0418\u0418) \u0431\u044b\u043b\u0438 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u044b \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043d\u0430\u0434\u0435\u0436\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0447\u043d\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0441 \u0432\u044b\u0441\u043e\u043a\u0438\u043c\u0438 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044f\u043c\u0438. \u0410\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u0418\u0418 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043a\u0440\u0435\u0449\u0438\u0432\u0430\u043d\u0438\u044f \u0438 \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u043b\u0438 \u0438\u0445 \u0440\u043e\u0441\u0442 \u043d\u0430 \u043f\u0440\u043e\u0442\u044f\u0436\u0435\u043d\u0438\u0438 \u0432\u0441\u0435\u0433\u043e \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430, \u0447\u0442\u043e \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u043b\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u043d\u0435\u043d\u0443\u0436\u043d\u044b\u0445 \u0432\u044b\u0435\u0437\u0434\u0430\u0445 \u0432 \u043f\u043e\u043b\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0434\u043b\u044f \u0441\u0431\u043e\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u043e \u0434\u043e\u0441\u0442\u0438\u0436\u0435\u043d\u0438\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u043e \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043b\u044f\u0442\u044c \u0442\u043e\u0447\u043d\u043e\u0435 \u0432\u043d\u0435\u0441\u0435\u043d\u0438\u0435 \u0443\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0439 \u0438 \u0441\u0440\u0435\u0434\u0441\u0442\u0432 \u0437\u0430\u0449\u0438\u0442\u044b \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439, \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0438 \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u044f \u043d\u043e\u0440\u043c\u044b \u0432\u043d\u0435\u0441\u0435\u043d\u0438\u044f \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0441\u043a\u0440\u0435\u0449\u0438\u0432\u0430\u043d\u0438\u0439 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-deployment-of-unmanned-vehicles\">\u0412\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u0435 \u0431\u0435\u0441\u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0445 \u043b\u0435\u0442\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043e\u0432<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0430\u0441\u044c \u0441\u043d\u0438\u0436\u0435\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0430 5G \u0434\u043b\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0431\u0435\u0441\u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0445 \u043b\u0435\u0442\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043e\u0432 \u0434\u043b\u044f \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u0438 \u0441\u0431\u043e\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445. \u042d\u0442\u0438 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u044b \u0441\u044b\u0433\u0440\u0430\u043b\u0438 \u0440\u0435\u0448\u0430\u044e\u0449\u0443\u044e \u0440\u043e\u043b\u044c \u0432 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0438 \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0435\u0439 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0430\u043a\u0442\u0438\u043a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-project-outcomes-enhancing-sugar-beet-production-with-5g-technology\">\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u0430: \u041f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u0443\u0440\u043e\u0436\u0430\u0439\u043d\u043e\u0441\u0442\u0438 \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 5G.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u043e\u0435\u043a\u0442 \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043b, \u043a\u0430\u043a \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f 5G \u043c\u043e\u0436\u0435\u0442 \u0441\u0442\u0430\u0442\u044c \u043a\u0430\u0442\u0430\u043b\u0438\u0437\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0439 \u0432 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u0441\u0435\u043a\u0442\u043e\u0440\u0435 \u0421\u0435\u0432\u0435\u0440\u043d\u043e\u0433\u043e \u0420\u0435\u0439\u043d\u0430-\u0412\u0435\u0441\u0442\u0444\u0430\u043b\u0438\u0438, \u043f\u0440\u043e\u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0432 \u0432\u0435\u0441\u044c \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u0432\u044b\u0440\u0430\u0449\u0438\u0432\u0430\u043d\u0438\u044f \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b \u0438 \u043f\u043e\u0434\u0447\u0435\u0440\u043a\u043d\u0443\u0432 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f, \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u043c\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0435\u0439 5G. \u041e\u0434\u043d\u0430\u043a\u043e \u0434\u043b\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0439 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438 \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u044b, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\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\/ru\/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=\"\u041f\u043e\u043b\u0435 \u0434\u043b\u044f \u0438\u0441\u043f\u044b\u0442\u0430\u043d\u0438\u0439 \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\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\">\u041f\u043e\u043b\u0435 \u0434\u043b\u044f \u0438\u0441\u043f\u044b\u0442\u0430\u043d\u0438\u0439 \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b<\/figcaption><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-scenario-definition-considering-existing-geodata-and-ml-infrastructure\">\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f \u0441 \u0443\u0447\u0435\u0442\u043e\u043c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0433\u0435\u043e\u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u043e\u0435\u043a\u0442 \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043b, \u043a\u0430\u043a \u0442\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0432 \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u043e\u043c \u0446\u0438\u043a\u043b\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0443\u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u044b \u0437\u0430 \u0441\u0447\u0435\u0442 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 5G. \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0446\u0435\u043b\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u043b\u0438:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u044b \u0433\u043e\u0442\u043e\u0432\u044b\u0435 \u043a \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044e \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u043b\u044f \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439, \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u0438 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430.<\/li>\n\n\n\n<li>\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u044d\u0442\u0438\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432.<\/li>\n\n\n\n<li>\u0411\u044b\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u044b \u0438 \u043e\u0446\u0435\u043d\u0435\u043d\u044b \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0438 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0438 \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438, \u043f\u0440\u0438\u043d\u043e\u0441\u0438\u043c\u043e\u0439 \u0441\u0435\u0442\u044c\u044e 5G.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u043e\u0442 \u044d\u0442\u0430\u043f \u043f\u043e\u0434\u0447\u0435\u0440\u043a\u043d\u0443\u043b \u0441\u0442\u0440\u0435\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u043f\u0435\u0440\u0435\u0434\u043e\u0432\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0441 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u043c\u0438 \u043c\u0435\u0442\u043e\u0434\u0430\u043c\u0438 \u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0430. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0430 \u0432\u044b\u0441\u043e\u043a\u043e\u0441\u043a\u043e\u0440\u043e\u0441\u0442\u043d\u043e\u0435 \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435 \u0441\u0435\u0442\u0438 5G \u0434\u043b\u044f \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f \u0441\u0431\u043e\u0440\u0430 \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043c\u0435\u0436\u0434\u0443 \u043f\u0435\u0440\u0438\u0444\u0435\u0440\u0438\u0439\u043d\u044b\u043c\u0438 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u043c\u0438 \u0438 \u043e\u0431\u043b\u0430\u043a\u043e\u043c. \u041e\u0431\u043b\u0430\u0447\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u043b\u0430 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043a\u0440\u0443\u043f\u043d\u043e\u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0418\u0418, \u0430 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0418\u0418 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u043b\u0430 \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439. \u041f\u0440\u0438\u043a\u043b\u0430\u0434\u043d\u043e\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u043b \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0418\u0418, \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u044f \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-machine-learning-and-ai-in-the-context-of-5g\">\u041c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0438 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435 5G<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0441\u043d\u043e\u0432\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u044d\u0442\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u043b\u0430\u0441\u044c \u0432 \u0430\u0434\u0430\u043f\u0442\u0430\u0446\u0438\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \u043a \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u043c \u0432\u044b\u0448\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f\u043c \u0438 \u0438\u0445 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438. \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u043b\u0438:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u0435 \u0446\u0435\u043b\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u0439\u0442\u0435 \u0435\u0451 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443.<\/li>\n\n\n\n<li>\u0421\u043e\u0431\u0440\u0430\u043d\u044b \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430.<\/li>\n\n\n\n<li>\u0421\u043e\u0437\u0434\u0430\u043d\u0430 \u0438 \u0430\u043d\u043d\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0449\u0430\u044f \u0431\u0430\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u0430\u044f \u0434\u043b\u044f \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439.<\/li>\n\n\n\n<li>\u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \u0432 \u0441\u0435\u0442\u0435\u0432\u0443\u044e \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 5G \u043f\u0440\u043e\u0448\u043b\u0430 \u0431\u0435\u0437 \u043f\u0440\u043e\u0431\u043b\u0435\u043c.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0430 \u044d\u0442\u043e\u043c \u044d\u0442\u0430\u043f\u0435 \u0440\u0435\u0448\u0430\u044e\u0449\u0443\u044e \u0440\u043e\u043b\u044c \u0438\u0433\u0440\u0430\u043b\u0438 \u043f\u0435\u0440\u0438\u0444\u0435\u0440\u0438\u0439\u043d\u044b\u0435 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430, \u043e\u0441\u043d\u0430\u0449\u0435\u043d\u043d\u044b\u0435 SIM-\u043a\u0430\u0440\u0442\u0430\u043c\u0438 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0445 \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u043e\u0432, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0449\u0438\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044e 5G. \u0422\u0449\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 (KPI), \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0430 \u0438\u043b\u0438 \u0441\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0430 (E2E). \u0418\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0432\u043a\u043b\u044e\u0447\u0430\u043b\u0438 \u043e\u0446\u0435\u043d\u043a\u0443 \u043d\u0430\u0434\u0435\u0436\u043d\u043e\u0441\u0442\u0438 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u043c\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0430\u043d\u0430\u043b\u0438\u0437 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c\u0438 \u0438 \u043f\u0438\u043a\u043e\u0432\u044b\u0445 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0435\u0439 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0434\u0430\u043d\u043d\u044b\u0445.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043e\u0441\u043d\u043e\u0432\u044b\u0432\u0430\u043b\u0438\u0441\u044c \u043d\u0430 \u043f\u043e\u0442\u043e\u043a\u043e\u0432\u043e\u0439 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432\u0438\u0434\u0435\u043e \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 MP4 \u0441 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c UHD, \u043f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u0435\u043c\u043e\u043c \u043f\u043e \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0443 TCP (Transmission Control Protocol). \u0421\u0440\u0435\u0434\u0438 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u0441\u044c \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u044b\u0445 \u0432\u0438\u0434\u0435\u043e\u043f\u043e\u0442\u043e\u043a\u043e\u0432, \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u0430 \u043f\u0435\u0440\u0438\u0444\u0435\u0440\u0438\u0439\u043d\u044b\u0445 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u0445 \u0438 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u0435 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043b\u044f \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-cloud-infrastructure-and-aws-services\">\u041e\u0431\u043b\u0430\u0447\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0438 \u0441\u0435\u0440\u0432\u0438\u0441\u044b AWS<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u043e\u0435\u043a\u0442 \u0432 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0442\u0435\u043f\u0435\u043d\u0438 \u043e\u043f\u0438\u0440\u0430\u043b\u0441\u044f \u043d\u0430 \u043e\u0431\u043b\u0430\u0447\u043d\u0443\u044e \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432 AWS, \u0442\u0430\u043a\u0438\u0445 \u043a\u0430\u043a Lambda, SageMaker, S3, CloudWatch \u0438 RDS, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u044b\u0433\u0440\u0430\u043b\u0438 \u0440\u0435\u0448\u0430\u044e\u0449\u0443\u044e \u0440\u043e\u043b\u044c \u0432 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0445 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AWS Lambda \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0430\u0441\u044c \u0434\u043b\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u043c\u0438 \u0438 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439, \u0430 AWS SageMaker \u0441\u043f\u043e\u0441\u043e\u0431\u0441\u0442\u0432\u043e\u0432\u0430\u043b \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044e \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0445 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f. \u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a S3, CloudWatch \u0438 RDS, \u0431\u044b\u043b\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b \u0434\u043b\u044f \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u043e\u0432, \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0430\u0436\u043d\u044b\u0445 \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439.<\/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\/ru\/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=\"\u041e\u0431\u043b\u0430\u0447\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 AWS\" 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\">\u041e\u0431\u043b\u0430\u0447\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 AWS<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u0422\u0430\u043a\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c, \u044d\u0442\u0430 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u043b\u0430 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u043c\u044b\u0435 \u0441\u0435\u0442\u044c\u044e 5G.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5g-network-latency\">\u0417\u0430\u0434\u0435\u0440\u0436\u043a\u0430 \u0432 \u0441\u0435\u0442\u0438 5G<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u0435\u0442\u0438 5G \u0431\u044b\u043b\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u044b \u0434\u043b\u044f \u0434\u043e\u0441\u0442\u0438\u0436\u0435\u043d\u0438\u044f \u0441\u0432\u0435\u0440\u0445\u043d\u0438\u0437\u043a\u043e\u0439 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0438, \u043e\u0431\u044b\u0447\u043d\u043e \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0439 \u043e\u0442 1 \u0434\u043e 10 \u043c\u0438\u043b\u043b\u0438\u0441\u0435\u043a\u0443\u043d\u0434. \u042d\u0442\u0430 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0430 \u043e\u0442\u0440\u0430\u0436\u0430\u0435\u0442 \u0432\u0440\u0435\u043c\u044f, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0436\u0434\u0443 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u043c\u0438 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u043c\u0438 \u0438 \u0441\u0435\u0440\u0432\u0435\u0440\u0430\u043c\u0438 AWS \u0447\u0435\u0440\u0435\u0437 \u0441\u0435\u0442\u044c 5G. \u041d\u0430 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0443 \u0442\u0430\u043a\u0436\u0435 \u0432\u043b\u0438\u044f\u043b\u0438 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u043c\u0438, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0441\u044a\u0435\u043c\u043a\u0438 \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u0439 \u043d\u0430 \u0441\u043c\u0430\u0440\u0442\u0444\u043e\u043d\u0430\u0445 \u0441 \u0432\u044b\u0441\u043e\u043a\u043e\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0430\u043c\u0438.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0441\u0435\u0442\u0438 5G \u0438 \u0440\u0430\u0437\u043c\u0435\u0440 \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0432\u043b\u0438\u044f\u043b\u0438 \u043d\u0430 \u0432\u0440\u0435\u043c\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 AWS. AWS \u0442\u0430\u043a\u0436\u0435 \u0432\u043d\u043e\u0441\u0438\u043b\u0430 \u0441\u0432\u043e\u0439 \u0432\u043a\u043b\u0430\u0434 \u0432 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0438, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0441\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0435\u043c \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0442\u0430\u043a\u0438\u0445 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0438 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0432\u0430\u0440\u044c\u0438\u0440\u043e\u0432\u0430\u043b\u043e\u0441\u044c \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430 \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432 AWS. \u041f\u043e\u0441\u043b\u0435 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u043b\u0438\u0441\u044c \u043e\u0431\u0440\u0430\u0442\u043d\u043e \u043d\u0430 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0435 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430, \u0447\u0442\u043e \u0437\u0430\u0432\u0438\u0441\u0435\u043b\u043e \u043e\u0442 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0432 \u0441\u0435\u0442\u0438 5G \u0438 \u0440\u0430\u0437\u043c\u0435\u0440\u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-plant-recognition-using-ai\">\u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0418\u0418<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0435, \u0432\u043a\u043b\u044e\u0447\u0430\u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043e\u0431\u0448\u0438\u0440\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u0432 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439. \u042d\u0442\u0438 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u043e\u0431\u0443\u0447\u0430\u043b\u0438\u0441\u044c \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0442\u044c \u0432\u0438\u0434\u044b \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b \u043e\u0442 \u0434\u0440\u0443\u0433\u0438\u0445 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439, \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u043b\u044f \u0434\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0438, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043b\u0438\u0441\u0442\u044c\u0435\u0432, \u0446\u0432\u0435\u0442 \u0446\u0432\u0435\u0442\u043a\u043e\u0432 \u0438 \u0442. \u0434.<\/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\/ru\/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=\"\u0424\u0435\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\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\">\u0424\u0435\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b. \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a: <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\">\u0412 \u0434\u0430\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435 \u043f\u043e\u0434 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435\u043c \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u043c\u044b \u043f\u043e\u043d\u0438\u043c\u0430\u0435\u043c \u0437\u0430\u0434\u0430\u0447\u0443 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0440\u043d\u044f\u043a\u043e\u0432 \u0438 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0441\u043e\u0440\u043d\u044f\u043a\u043e\u0432<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0440\u043d\u044f\u043a\u043e\u0432 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0430\u0441\u044c \u043c\u043e\u0434\u0435\u043b\u044c MobileNet-v3, \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u0430\u044f \u0441 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c \u043e\u0431\u0448\u0438\u0440\u043d\u044b\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0432\u0437\u0432\u0435\u0448\u0435\u043d\u043d\u043e\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0438. \u042d\u0442\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0430 \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u044f\u044e\u0449\u0443\u044e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c 0,984 \u0438 AUC 0,998.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u0437\u0430\u0434\u0430\u0447 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043c\u043e\u0434\u0435\u043b\u0438, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a YOLACT, ResNeSt, SOLO \u0438 U-net, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0438\u0435 \u0442\u043e\u0447\u043d\u043e \u0432\u044b\u0434\u0435\u043b\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043e\u0431\u0440\u0430\u0437\u0446\u044b \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u0445. \u0417\u0430\u0442\u0435\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u043b\u0430\u0441\u044c \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432: \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c, \u0432\u0440\u0435\u043c\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0442. \u0434. \u0414\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0431\u044b\u043b\u0438 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u044b \u0438\u0437 RGB-\u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439, \u0441\u043d\u044f\u0442\u044b\u0445 \u0441 \u0434\u0440\u043e\u043d\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u044b \u0432 \u0440\u0430\u0437\u043c\u0435\u0440\u0435 \u0438 \u0430\u043d\u043d\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0434\u043b\u044f \u0446\u0435\u043b\u0435\u0439 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0417\u0430\u0434\u0430\u0447\u0438 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043c\u0430\u0441\u043e\u043a, \u0442\u043e\u0447\u043d\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0449\u0438\u0445 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439. \u042d\u0442\u043e\u0442 \u043c\u0435\u0442\u043e\u0434 \u0441\u043e\u043a\u0440\u0430\u0442\u0438\u043b \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442\u044b \u043d\u0430 \u0430\u043d\u043d\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u0440\u0443\u0447\u043d\u0443\u044e, \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0432 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c. \u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0437\u0430\u0446\u0438\u0438 \u043c\u0430\u0440\u043a\u0438\u0440\u043e\u0432\u043a\u0438 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432, \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u044b\u043b\u0430 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0430. \u0418\u0442\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0438 \u043f\u0435\u0440\u0435\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u0431\u043e\u0440\u043a\u0438 \u0441 \u0443\u0447\u0435\u0442\u043e\u043c \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u043c\u0438, \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438, \u043f\u0440\u0435\u0432\u044b\u0448\u0430\u044e\u0449\u0443\u044e 98% \u043d\u0430 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u0442\u0430\u0434\u0438\u044f\u0445 \u0440\u043e\u0441\u0442\u0430.<\/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\/ru\/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=\"\u041f\u0440\u0438\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0438 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438\" 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\">\u041f\u0440\u0438\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0438 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438<\/figcaption><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u041e\u0446\u0435\u043d\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u041c\u043e\u0434\u0435\u043b\u044c \u0431\u044b\u043b\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u0430 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u0442\u0440\u043e\u0433\u0438\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0430\u0443\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u043b\u0430\u0441\u044c \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043c\u0435\u0442\u0440\u0438\u043a, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Intersection over Union (IoU). \u0410\u043d\u0430\u043b\u0438\u0437 \u0432\u044b\u0432\u043e\u0434\u0430 \u0434\u043b\u044f \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u0439 \u043d\u0430 \u043f\u043e\u0434\u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u043d\u0430\u0431\u043e\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u2018plant seedlings v2\u2019, \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043b \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c 81%. \u0412\u0440\u0435\u043c\u044f \u0432\u044b\u0432\u043e\u0434\u0430 \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u043e \u043f\u0440\u0438\u0431\u043b\u0438\u0437\u0438\u0442\u0435\u043b\u044c\u043d\u043e 320 \u043c\u0438\u043b\u043b\u0438\u0441\u0435\u043a\u0443\u043d\u0434 \u043f\u043e\u0441\u043b\u0435 7-\u0441\u0435\u043a\u0443\u043d\u0434\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0438\u043e\u0434\u0430 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0433\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0440\u0430\u0437 \u0437\u0430 \u0441\u0435\u0441\u0441\u0438\u044e.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0449\u0438\u0445 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 (\u0418\u0418), \u043a\u0430\u043c\u0435\u0440\u044b \u0438 \u0434\u0430\u0442\u0447\u0438\u043a\u0438 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0438 \u0432\u0430\u0436\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u043e \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u044f\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0437\u0430\u0442\u0435\u043c \u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u0418\u0418. \u042d\u0442\u043e\u0442 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u0433\u0440\u0430\u043b \u0440\u0435\u0448\u0430\u044e\u0449\u0443\u044e \u0440\u043e\u043b\u044c \u0432 \u043e\u0446\u0435\u043d\u043a\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439, \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u0438\u0438 \u0441\u0442\u0440\u0435\u0441\u0441\u0430, \u0431\u043e\u043b\u0435\u0437\u043d\u0435\u0439 \u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0444\u0430\u043a\u0442\u043e\u0440\u043e\u0432, \u0432\u043b\u0438\u044f\u044e\u0449\u0438\u0445 \u043d\u0430 \u0440\u043e\u0441\u0442.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0431\u043b\u0430\u0441\u0442\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0441\u0442\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043e\u0442 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0434\u043e \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u043f\u0440\u0438\u0440\u043e\u0434\u043d\u044b\u0445 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c, \u0442\u0430\u043a\u0438\u0445 \u043a\u0430\u043a \u043b\u0435\u0441\u0430, \u0441\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043f\u0440\u0438\u0440\u043e\u0434\u043e\u043e\u0445\u0440\u0430\u043d\u043d\u044b\u043c \u043c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u044f\u043c \u0438 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u044f \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043d\u0430 \u043e\u043a\u0440\u0443\u0436\u0430\u044e\u0449\u0443\u044e \u0441\u0440\u0435\u0434\u0443.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-object-detection-in-plant-monitoring\">\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u044d\u0442\u0430\u043f \u043f\u043e\u0441\u043b\u0435 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b \u2014 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432, \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u043d\u0430 \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0438 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u044f \u0441 \u0442\u043e\u0447\u043a\u0438 \u0437\u0440\u0435\u043d\u0438\u044f \u0437\u0434\u043e\u0440\u043e\u0432\u044c\u044f, \u0440\u043e\u0441\u0442\u0430 \u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0444\u0430\u043a\u0442\u043e\u0440\u043e\u0432. \u0414\u043b\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432 \u0432 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0435 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u0431\u044b\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043f\u0435\u0440\u0435\u0434\u043e\u0432\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a YOLOv4, MobileNetV2 \u0438 VGG-19 \u0441 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430\u043c\u0438 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u044f. \u042d\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b \u0434\u043b\u044f \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0445 \u0437\u043e\u043d \u0441\u0442\u0440\u0435\u0441\u0441\u0430 \u0438 \u0437\u0430\u0431\u043e\u043b\u0435\u0432\u0430\u043d\u0438\u0439, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442\u044c \u0442\u043e\u0447\u043d\u044b\u0435 \u0438 \u0446\u0435\u043b\u0435\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0432\u043c\u0435\u0448\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u043e\u0435\u043a\u0442 \u0434\u043e\u0441\u0442\u0438\u0433 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0443\u0441\u043f\u0435\u0445\u043e\u0432 \u0432 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0438 \u0437\u0430\u0431\u043e\u043b\u0435\u0432\u0430\u043d\u0438\u0439, \u043e\u0431\u0443\u0447\u0438\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 ResNet-18 \u0438 ResNet-34, \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u0435 \u043d\u0430 ImageNet. \u042d\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u044f\u044e\u0449\u0443\u044e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c 0,88 \u0432 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0437\u0430\u0431\u043e\u043b\u0435\u0432\u0430\u043d\u0438\u0439, \u043f\u043e\u0440\u0430\u0436\u0430\u044e\u0449\u0438\u0445 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u044f \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b, \u0441 \u043f\u043b\u043e\u0449\u0430\u0434\u044c\u044e \u043f\u043e\u0434 \u043a\u0440\u0438\u0432\u043e\u0439 ROC (AUC) 0,898. \u041c\u043e\u0434\u0435\u043b\u0438 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438 \u0432\u044b\u0441\u043e\u043a\u0443\u044e \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u043e\u0432, \u0442\u043e\u0447\u043d\u043e \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044f \u0431\u043e\u043b\u044c\u043d\u044b\u0435 \u0438 \u0437\u0434\u043e\u0440\u043e\u0432\u044b\u0435 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u044f.<\/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\/ru\/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=\"\u041f\u0440\u0438\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0438 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u0435\u043a\u0442\u0430\" 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\">\u041f\u0440\u0438\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0438 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u0435\u043a\u0442\u0430<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u0412 \u043f\u0440\u043e\u0435\u043a\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0441\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044e \u0437\u0430\u0431\u043e\u043b\u0435\u0432\u0430\u043d\u0438\u0439, \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u044e\u0449\u0438\u0439\u0441\u044f \u0432 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043d\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b. \u042d\u0442\u0438 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b \u043f\u043e\u0434\u0432\u0435\u0440\u0433\u0430\u043b\u0438\u0441\u044c \u0442\u0449\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u0438 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0442\u043e\u0447\u043d\u043e\u0433\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439, \u043f\u043e\u0440\u0430\u0436\u0435\u043d\u043d\u044b\u0445 \u0431\u043e\u043b\u0435\u0437\u043d\u044f\u043c\u0438. \u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u043e\u0432\u044b\u0448\u0430\u043b\u043e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0437\u0430 \u0441\u0447\u0435\u0442 \u043e\u0431\u0432\u043e\u0434\u043a\u0438 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044e\u0449\u0438\u043c\u0438 \u0440\u0430\u043c\u043a\u0430\u043c\u0438, \u0447\u0442\u043e \u043e\u0431\u043b\u0435\u0433\u0447\u0430\u043b\u043e \u0442\u043e\u0447\u043d\u044b\u0439 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-plant-production-prediction\">\u041f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0446\u0438\u0438 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0435\u0432\u043e\u0434\u0441\u0442\u0432\u0430<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0443\u0440\u043e\u0436\u0430\u0439\u043d\u043e\u0441\u0442\u0438 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438 \u0434\u0430\u043d\u043d\u044b\u0435 \u043e\u0431 \u043e\u043a\u0440\u0443\u0436\u0430\u044e\u0449\u0435\u0439 \u0441\u0440\u0435\u0434\u0435, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a \u043f\u043e\u0433\u043e\u0434\u043d\u044b\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u043f\u043e\u0447\u0432\u044b, \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0443\u0440\u043e\u0436\u0430\u0439\u043d\u043e\u0441\u0442\u0438 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043a\u0443\u043b\u044c\u0442\u0443\u0440. \u041f\u0440\u0438\u043c\u0435\u043d\u044f\u043b\u0438\u0441\u044c \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a Isolation Forest, Linear Regression \u0438 Ridge Regression.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0435 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0438, \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u043d\u044b\u0435 \u0438\u0437 \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044e\u0449\u0438\u0445 \u043f\u0440\u044f\u043c\u043e\u0443\u0433\u043e\u043b\u044c\u043d\u0438\u043a\u043e\u0432, \u0441 \u0434\u0430\u043d\u043d\u044b\u043c\u0438 \u043e \u043f\u043e\u0447\u0432\u0435 \u0434\u043b\u044f \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u043d\u0435\u0441\u0435\u043d\u0438\u044f \u0443\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0439.<\/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\/ru\/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=\"\u0421\u0430\u0445\u0430\u0440\u043d\u0430\u044f \u0441\u0432\u0435\u043a\u043b\u0430 \u043d\u0430 \u0438\u0441\u043f\u044b\u0442\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u043c \u043f\u043e\u043b\u0435\" 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\">\u0421\u0430\u0445\u0430\u0440\u043d\u0430\u044f \u0441\u0432\u0435\u043a\u043b\u0430 \u043d\u0430 \u0438\u0441\u043f\u044b\u0442\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u043c \u043f\u043e\u043b\u0435<\/figcaption><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-model-deployment-considerations\">\u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0438 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0431\u044b\u043b\u0438 \u043e\u0446\u0435\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u0434\u043b\u044f \u043f\u0435\u0440\u0438\u0444\u0435\u0440\u0438\u0439\u043d\u044b\u0445 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432, \u0442\u0430\u043a \u0438 \u0434\u043b\u044f \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u0445 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c. \u0420\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043d\u0430 \u043f\u0435\u0440\u0438\u0444\u0435\u0440\u0438\u0439\u043d\u044b\u0445 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u0445 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u043b\u043e \u0442\u0430\u043a\u0438\u0435 \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430, \u043a\u0430\u043a \u0441\u043d\u0438\u0436\u0435\u043d\u0438\u0435 \u0437\u0430\u0442\u0440\u0430\u0442 \u0438 \u0443\u043c\u0435\u043d\u044c\u0448\u0435\u043d\u0438\u0435 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0438.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0434\u043d\u0430\u043a\u043e \u0442\u0430\u043a\u043e\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043a \u0441\u043d\u0438\u0436\u0435\u043d\u0438\u044e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0438\u0437-\u0437\u0430 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u044b\u0445 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439. \u0421 \u0434\u0440\u0443\u0433\u043e\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b, \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0431\u043b\u0430\u043a\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u043b\u043e \u0431\u043e\u043b\u0435\u0435 \u0431\u044b\u0441\u0442\u0440\u043e\u0435 \u0432\u0440\u0435\u043c\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0432\u044b\u0441\u043e\u043a\u043e\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u043e\u0432, \u043d\u043e \u043c\u043e\u0433\u043b\u043e \u043f\u043e\u0432\u043b\u0435\u0447\u044c \u0437\u0430 \u0441\u043e\u0431\u043e\u0439 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0442\u0440\u0430\u0442\u044b \u0438 \u0437\u0430\u0432\u0438\u0441\u0435\u043b\u043e \u043e\u0442 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u043a \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0443, \u0447\u0442\u043e \u043c\u043e\u0433\u043b\u043e \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043a \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0430\u043c \u0441\u0432\u044f\u0437\u0438.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-comparative-analysis-with-5g-network\">\u0421\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0441 \u0441\u0435\u0442\u044c\u044e 5G<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0435\u0442\u0438 5G \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0443\u043b\u0443\u0447\u0448\u0438\u043b\u043e \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u0442\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u044b\u043c\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c\u0438 4G\/Wi-Fi. \u042d\u0442\u043e \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0441\u043e\u043a\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c \u0441\u0440\u0435\u0434\u043d\u0435\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u0441\u0435\u0442\u0438, \u0447\u0442\u043e \u043f\u043e\u0434\u0447\u0435\u0440\u043a\u0438\u0432\u0430\u0435\u0442 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438, \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u043c\u043e\u0435 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 5G.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u043a\u043b\u044e\u0447\u0430\u043b \u0441\u0431\u043e\u0440 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e \u0437\u0434\u043e\u0440\u043e\u0432\u044b\u0445 \u0438 \u0431\u043e\u043b\u044c\u043d\u044b\u0445 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u044f\u0445, \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0441\u043e\u0440\u043d\u044f\u043a\u043e\u0432, \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0441\u0442\u0430\u0434\u0438\u0439 \u0440\u043e\u0441\u0442\u0430 \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0438\u0437 \u043d\u0435\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u043e\u0433\u043e \u0432\u0438\u0434\u0435\u043e 4K. \u0414\u043b\u044f \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u043a \u0430\u043d\u0430\u043b\u0438\u0437\u0443 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0442\u0430\u043a\u0438\u0435 \u043c\u0435\u0442\u043e\u0434\u044b, \u043a\u0430\u043a \u0432\u044b\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043d\u0438\u0435 \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u044b, \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 \u0446\u0432\u0435\u0442\u043e\u0432\u043e\u0435 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e HSV.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u044b\u043b\u0438 \u0441\u043e\u0431\u0440\u0430\u043d\u044b \u043e\u0431\u0440\u0430\u0437\u0446\u044b \u0437\u0434\u043e\u0440\u043e\u0432\u044b\u0445 \u043b\u0438\u0441\u0442\u044c\u0435\u0432 \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b \u0438 \u043f\u043e\u0440\u0430\u0436\u0435\u043d\u043d\u044b\u0445 \u0431\u043e\u043b\u0435\u0437\u043d\u044c\u044e \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432, \u0442\u0430\u043a\u0438\u0445 \u043a\u0430\u043a \u043b\u0438\u0441\u0442\u044c\u044f \u043a\u0443\u043a\u0443\u0440\u0443\u0437\u044b, \u0437\u0430\u0440\u0430\u0436\u0435\u043d\u043d\u044b\u0435 \u0441\u0435\u0440\u043e\u0439 \u043f\u044f\u0442\u043d\u0438\u0441\u0442\u043e\u0441\u0442\u044c\u044e. \u0414\u043b\u044f \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432 \u0437\u0430\u0431\u043e\u043b\u0435\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u043b\u043e\u0441\u044c \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043b\u0438\u0441\u0442\u0430 \u043e\u0442 \u0444\u043e\u043d\u0430, \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u043c\u0435\u0440\u0430, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0440\u0435\u0430\u043b\u0438\u0441\u0442\u0438\u0447\u043d\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430.<\/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\/ru\/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=\"\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0430\u043d\u043d\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438\" 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\">\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0430\u043d\u043d\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438<\/figcaption><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0426\u0438\u043a\u043b \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0431\u044b\u043b \u0437\u0430\u043f\u0443\u0449\u0435\u043d \u0446\u0438\u043a\u043b \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043d\u0435\u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445. \u042d\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u043d\u0430 \u0430\u043d\u043d\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u043b\u0438 \u0430\u043d\u043d\u043e\u0442\u0430\u0442\u043e\u0440\u044b-\u043b\u044e\u0434\u0438, \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e \u043f\u043e\u0432\u044b\u0448\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0438\u0442\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0446\u0438\u043a\u043b\u043e\u0432 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u0430\u043d\u043d\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0410\u043d\u043d\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043c\u043d\u043e\u0433\u043e\u043c\u043e\u0434\u0430\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438.<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u0435\u043c\u0430 \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0435 \u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043b\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u0439. \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u043a\u043b\u044e\u0447\u0435\u0432\u0443\u044e \u0440\u043e\u043b\u044c \u0441\u044b\u0433\u0440\u0430\u043b\u0430 \u043c\u043e\u0434\u0435\u043b\u044c CLIP, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u0430\u044f OpenAI \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u043e\u0432 \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u0430\u044f \u043d\u0430 \u043e\u0433\u0440\u043e\u043c\u043d\u043e\u043c \u043d\u0430\u0431\u043e\u0440\u0435 \u0434\u0430\u043d\u043d\u044b\u0445, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0435\u043c \u0431\u043e\u043b\u0435\u0435 400 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043e\u0432 \u043f\u0430\u0440 \u00ab\u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435-\u0442\u0435\u043a\u0441\u0442\u00bb.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044e Vision Transformers \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u043e\u0441\u043d\u043e\u0432\u044b, CLIP \u0434\u043e\u0441\u0442\u0438\u0433\u043b\u0430 \u0437\u0430\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 95% \u043d\u0430 \u043d\u0430\u0431\u043e\u0440\u0430\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438, \u0443\u043c\u0435\u043b\u043e \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043f\u043e \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u043c \u043a\u043b\u0430\u0441\u0441\u0430\u043c, \u0442\u0430\u043a\u0438\u043c \u043a\u0430\u043a \u0441\u0430\u0445\u0430\u0440\u043d\u0430\u044f \u0441\u0432\u0435\u043a\u043b\u0430 \u0438 \u0441\u043e\u0440\u043d\u044f\u043a, \u0441 \u0432\u044b\u0441\u043e\u043a\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0411\u0435\u0441\u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0434\u043b\u044f \u0441\u0431\u043e\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0434\u043d\u043e\u0439 \u0438\u0437 \u0432\u0430\u0436\u043d\u0435\u0439\u0448\u0438\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0435, \u0441\u0442\u0430\u043b\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0434\u0440\u043e\u043d\u043e\u0432, \u043e\u0441\u043d\u0430\u0449\u0435\u043d\u043d\u044b\u0445 RGB-\u043a\u0430\u043c\u0435\u0440\u0430\u043c\u0438, \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b\u043c\u0438 \u0441\u043d\u0438\u043c\u0430\u0442\u044c \u0432\u0438\u0434\u0435\u043e \u0432 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0438 4K. \u042d\u0442\u0438 \u0434\u0440\u043e\u043d\u044b \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u043b\u0438 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f (\u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435 3840\u00d72160) \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u044d\u0442\u0438\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u043e\u0432\u044b\u0441\u0438\u043b\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0435 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u043b\u0438\u0441\u044c \u0432 \u0442\u0430\u043a\u0438\u0445 \u043c\u043e\u0434\u0435\u043b\u044f\u0445, \u043a\u0430\u043a VGGNet (+38,52%), ResNet50 (+21,14%), DenseNet121 (+7,53%) \u0438 MobileNet (+6,6%).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0442\u0430\u043a\u0438\u0435 \u043c\u0435\u0442\u043e\u0434\u044b, \u043a\u0430\u043a \u0432\u044b\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043d\u0438\u0435 \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u044b, \u0430 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 \u0446\u0432\u0435\u0442\u043e\u0432\u043e\u0435 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e HSV \u043f\u043e\u043c\u043e\u0433\u043b\u043e \u0432\u044b\u0434\u0435\u043b\u0438\u0442\u044c \u0443\u0447\u0430\u0441\u0442\u043a\u0438 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439 \u0438 \u043f\u043e\u0434\u0447\u0435\u0440\u043a\u043d\u0443\u0442\u044c \u0432\u0430\u0436\u043d\u044b\u0435 \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u0438.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u0435\u043c\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u044b\u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u044b \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043d\u0430\u0431\u043e\u0440\u044b \u0434\u0430\u043d\u043d\u044b\u0445 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430. \u0421\u0431\u043e\u0440 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043b\u044f\u043b\u0441\u044f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0434\u0440\u043e\u043d\u043e\u0432, \u043b\u0435\u0442\u0430\u044e\u0449\u0438\u0445 \u043d\u0430 \u0432\u044b\u0441\u043e\u0442\u0435 \u043e\u0442 1 \u0434\u043e 4 \u043c\u0435\u0442\u0440\u043e\u0432 \u0441\u043e \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c\u044e 2 \u043c\/\u0441 \u0438 \u0431\u043e\u043b\u0435\u0435, \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c RGB-\u043a\u0430\u043c\u0435\u0440.<\/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\/ru\/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=\"\u0421\u0440\u0435\u0434\u0430 \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u0438\" 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\">\u0421\u0440\u0435\u0434\u0430 \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u0438<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u0441\u0431\u043e\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0442\u0430\u043a\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0434\u0440\u0443\u0433\u0438\u0435 \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a \u0442\u0440\u0430\u043a\u0442\u043e\u0440\u044b. \u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u043a\u0430\u0437\u0430\u043b\u043e\u0441\u044c \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c \u0434\u043b\u044f \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u0438\u044f \u0437\u0430\u0431\u043e\u043b\u0435\u0432\u0430\u043d\u0438\u0439 \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\">\u0417\u0430\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u043e\u0435\u043a\u0442 \u201c\u0421\u0435\u0442\u0438 5G \u043a\u0430\u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0432 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u043c \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u043c \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u201d \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043b, \u043a\u0430\u043a \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f 5G \u043c\u043e\u0436\u0435\u0442 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0438 \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u0441\u043f\u0435\u043a\u0442\u044b \u0432\u044b\u0440\u0430\u0449\u0438\u0432\u0430\u043d\u0438\u044f \u0441\u0430\u0445\u0430\u0440\u043d\u043e\u0439 \u0441\u0432\u0435\u043a\u043b\u044b. \u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u0441 HSHL \u0438 Pfeifer &amp; Langen, \u043f\u0440\u043e\u0435\u043a\u0442 \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u043b \u0441\u0431\u043e\u0440 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0438 \u0430\u043d\u0430\u043b\u0438\u0437 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430, \u043f\u043e\u0432\u044b\u0441\u0438\u0432 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043a\u0440\u0430\u0442\u0438\u0432 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043d\u0443\u0436\u043d\u044b\u0445 \u0432\u044b\u0435\u0437\u0434\u043e\u0432 \u043d\u0430 \u043f\u043e\u043b\u044f. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043a\u0430\u043c\u043f\u0443\u0441\u043d\u0430\u044f \u0441\u0435\u0442\u044c 5G \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u0430 \u0442\u043e\u0447\u043d\u043e \u0432\u043d\u043e\u0441\u0438\u0442\u044c \u0443\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u044f \u0438 \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u0437\u0430\u0449\u0438\u0442\u044b \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f Geopard Agriculture \u0441\u044b\u0433\u0440\u0430\u043b\u0430 \u0440\u0435\u0448\u0430\u044e\u0449\u0443\u044e \u0440\u043e\u043b\u044c \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0438 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0432 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b 5G. \u0423\u0441\u043f\u0435\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043f\u043e\u0434\u0447\u0435\u0440\u043a\u043d\u0443\u043b \u0432\u0430\u0436\u043d\u043e\u0441\u0442\u044c \u043f\u0435\u0440\u0435\u0434\u043e\u0432\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0432 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u043c \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u043c \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435, \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u0432 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b 5G \u0434\u043b\u044f \u0441\u0442\u0438\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u043d\u043d\u043e\u0432\u0430\u0446\u0438\u0439 \u0438 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438. <\/p>","protected":false},"excerpt":{"rendered":"<p>\u041c\u044b \u0440\u0430\u0434\u044b \u0441\u043e\u043e\u0431\u0449\u0438\u0442\u044c \u043e\u0431 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u043c \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u201c\u0421\u0435\u0442\u0438 5G \u043a\u0430\u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0432 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u043c \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u043c \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u201d, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u043d\u043d\u043e\u0433\u043e \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u2026<\/p>","protected":false},"author":210249433,"featured_media":10639,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","_crdt_document":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1657,1367],"tags":[],"class_list":["post-10617","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-use-cases"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.6 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>5G-Enabled Real-time Learning in Sustainable Farming: A Study on Sugar Beet - GeoPard Agriculture<\/title>\n<meta name=\"description\" content=\"Successful completion of &quot;5G Networks as an Enabler for Real-time Learning in Sustainable Farming&quot; project, supported by State of North Rhine-Westphalia.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/ru\/\u0431\u043b\u043e\u0433\/\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f-5g-\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442-\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435-\u0432-\u0440\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta 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