{"id":6762,"date":"2023-05-17T23:45:08","date_gmt":"2023-05-17T21:45:08","guid":{"rendered":"https:\/\/geopard.tech\/?p=6762"},"modified":"2024-11-12T18:47:41","modified_gmt":"2024-11-12T17:47:41","slug":"%d0%b0%d0%b2%d1%82%d0%be%d0%bc%d0%b0%d1%82%d1%82%d0%b0%d0%bd%d0%b4%d1%8b%d1%80%d1%8b%d0%bb%d2%93%d0%b0%d0%bd-%d0%b4%d0%b0%d0%bb%d0%b0-%d1%88%d0%b5%d0%ba%d0%b0%d1%80%d0%b0%d0%bb%d0%b0%d1%80%d1%8b%d0%bd","status":"publish","type":"post","link":"https:\/\/geopard.tech\/kz\/blog\/automated-field-boundaries-detection-model-precision-agriculture\/","title":{"rendered":"GeoPard \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f\u0441\u044b\u043d\u044b\u04a3 \u0434\u04d9\u043b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0430 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0442\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0493\u0430\u043d \u0434\u0430\u043b\u0430\u043b\u044b\u049b \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u043c\u043e\u0434\u0435\u043b\u0456"},"content":{"rendered":"<p>GeoPard \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f\u0441\u044b \u0431\u0456\u0440\u043d\u0435\u0448\u0435 \u0436\u044b\u043b\u0434\u044b\u049b \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u0442\u0456\u043a \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0434\u0456, \u0434\u04d9\u043b \u0431\u04b1\u043b\u0442 \u043f\u0435\u043d \u043a\u04e9\u043b\u0435\u04a3\u043a\u0435\u043d\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u044b \u0436\u04d9\u043d\u0435 \u0442\u0435\u0440\u0435\u04a3 \u043d\u0435\u0439\u0440\u043e\u043d\u0434\u044b\u049b \u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0434\u0456 \u049b\u043e\u0441\u0430 \u0430\u043b\u0493\u0430\u043d\u0434\u0430, \u043e\u0437\u044b\u049b \u043c\u0435\u043d\u0448\u0456\u043a\u0442\u0456 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0434\u0435\u0440\u0434\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430 \u043e\u0442\u044b\u0440\u044b\u043f, \u04e9\u0440\u0456\u0441 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u044b\u04a3 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0442\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0493\u0430\u043d \u043c\u043e\u0434\u0435\u043b\u0456\u043d \u0441\u04d9\u0442\u0442\u0456 \u04d9\u0437\u0456\u0440\u043b\u0435\u0434\u0456.<\/p>\n<p>GeoPard \u04e9\u0440\u0456\u0441\u0456\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u043c\u043e\u0434\u0435\u043b\u0456 \u0435\u04a3 \u0437\u0430\u043c\u0430\u043d\u0430\u0443\u0438 \u0434\u04d9\u043b\u0434\u0456\u043a\u043a\u0435 \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0434\u0456 <strong>\u041e\u0434\u0430\u049b (IoU) \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u0441\u044b \u04af\u0441\u0442\u0456\u043d\u0434\u0435\u0433\u0456 \u049b\u0438\u044b\u043b\u044b\u0441\u0442\u0430 0,975<\/strong>, \u0431\u04af\u043a\u0456\u043b \u04d9\u043b\u0435\u043c \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u0430\u0439\u043c\u0430\u049b\u0442\u0430\u0440\u0434\u0430 \u0436\u04d9\u043d\u0435 \u0434\u0430\u049b\u044b\u043b \u0442\u04af\u0440\u043b\u0435\u0440\u0456\u043d\u0434\u0435 \u0442\u0435\u043a\u0441\u0435\u0440\u0456\u043b\u0433\u0435\u043d.<\/p>\n<p>\u0413\u0435\u0440\u043c\u0430\u043d\u0438\u044f\u0434\u0430\u0493\u044b \u043d\u04d9\u0442\u0438\u0436\u0435\u043b\u0435\u0440\u0434\u0456 \u043a\u04e9\u0440\u0443 \u04af\u0448\u0456\u043d \u043c\u044b\u043d\u0430 \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0456 \u049b\u0430\u0440\u0430\u04a3\u044b\u0437 (\u043e\u0440\u0442\u0430\u0448\u0430 \u0435\u0433\u0456\u0441\u0442\u0456\u043a \u043a\u04e9\u043b\u0435\u043c\u0456 7 \u0433\u0435\u043a\u0442\u0430\u0440):<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"6765\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/automated-field-boundaries-detection-model-precision-agriculture\/1-raw-sentinel-2-image\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?fit=695%2C439&amp;ssl=1\" data-orig-size=\"695,439\" 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=\"1 &amp;#8211; Raw Sentinel-2 image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?fit=695%2C439&amp;ssl=1\" class=\"wp-image-6765 size-full aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?resize=695%2C439&#038;ssl=1\" alt=\"1 - \u0428\u0438\u043a\u0456 Sentinel-2 \u043a\u0435\u0441\u043a\u0456\u043d\u0456\" width=\"695\" height=\"439\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?w=695&amp;ssl=1 695w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?resize=300%2C189&amp;ssl=1 300w\" sizes=\"(max-width: 695px) 100vw, 695px\" \/><\/p>\n<p style=\"text-align: center;\">1 \u2013 \u0428\u0438\u043a\u0456 Sentinel-2 \u043a\u0435\u0441\u043a\u0456\u043d\u0456<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"6768\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/automated-field-boundaries-detection-model-precision-agriculture\/3-segmented-field-boundaries\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?fit=722%2C435&amp;ssl=1\" data-orig-size=\"722,435\" 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=\"3 &amp;#8211; Segmented field boundaries\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?fit=722%2C435&amp;ssl=1\" class=\"wp-image-6768 size-full aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?resize=722%2C435&#038;ssl=1\" alt=\"3 - \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0442\u0435\u043b\u0433\u0435\u043d \u04e9\u0440\u0456\u0441 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\" width=\"722\" height=\"435\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?w=722&amp;ssl=1 722w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?resize=300%2C181&amp;ssl=1 300w\" sizes=\"(max-width: 722px) 100vw, 722px\" \/><\/p>\n<p style=\"text-align: center;\">2 \u2013 GeoPard \u0430\u0440\u049b\u044b\u043b\u044b \u0430\u043b\u044b\u043d\u0493\u0430\u043d \u0430\u0441\u0430 \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b Sentinel-2 \u043a\u0435\u0441\u043a\u0456\u043d\u0456 (1 \u043c\u0435\u0442\u0440\u043b\u0456\u043a \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b)<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"6766\" data-permalink=\"https:\/\/geopard.tech\/kz\/blog\/automated-field-boundaries-detection-model-precision-agriculture\/2-super-resolution-sentinel-2-image-by-geopard\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?fit=724%2C440&amp;ssl=1\" data-orig-size=\"724,440\" 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=\"2 &amp;#8211; Super-resolution Sentinel-2 image by GeoPard\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?fit=724%2C440&amp;ssl=1\" class=\"wp-image-6766 size-full aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?resize=724%2C440&#038;ssl=1\" alt=\"2 - GeoPard \u0430\u0440\u049b\u044b\u043b\u044b \u0436\u0430\u0441\u0430\u043b\u0493\u0430\u043d \u0430\u0441\u0430 \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b Sentinel-2 \u043a\u0435\u0441\u043a\u0456\u043d\u0456\" width=\"724\" height=\"440\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?w=724&amp;ssl=1 724w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?resize=300%2C182&amp;ssl=1 300w\" sizes=\"(max-width: 724px) 100vw, 724px\" \/><\/p>\n<p style=\"text-align: center;\">3 \u2013 \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0442\u0435\u043b\u0433\u0435\u043d \u04e9\u0440\u0456\u0441 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b, <strong>0.975 <\/strong><strong>\u0411\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443 \u04af\u0441\u0442\u0456\u043d\u0434\u0435\u0433\u0456 \u049b\u0438\u044b\u043b\u044b\u0441\u0443 (IoU) \u0434\u04d9\u043b\u0434\u0456\u043a \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u0441\u044b, <\/strong>\u0431\u0456\u0440\u043d\u0435\u0448\u0435 \u0445\u0430\u043b\u044b\u049b\u0430\u0440\u0430\u043b\u044b\u049b \u0430\u0439\u043c\u0430\u049b\u0442\u0430\u0440 \u043c\u0435\u043d \u0434\u0430\u049b\u044b\u043b \u0442\u04af\u0440\u043b\u0435\u0440\u0456 \u0431\u043e\u0439\u044b\u043d\u0448\u0430.<\/p>\n<hr \/>\n<p>API \u0436\u04d9\u043d\u0435 GeoPard \u049b\u043e\u0441\u044b\u043c\u0448\u0430\u0441\u044b\u043d\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f \u0436\u0430\u049b\u044b\u043d \u0430\u0440\u0430\u0434\u0430 \u049b\u043e\u043b\u0436\u0435\u0442\u0456\u043c\u0434\u0456 \u0431\u043e\u043b\u0430\u0434\u044b. \u0411\u04b1\u043b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0442\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0493\u0430\u043d \u0436\u04d9\u043d\u0435 \u04af\u043d\u0435\u043c\u0434\u0456 \u04d9\u0434\u0456\u0441 \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u0431\u043e\u043b\u0436\u0430\u0443\u0493\u0430 \u043a\u04e9\u043c\u0435\u043a\u0442\u0435\u0441\u0435\u0434\u0456, \u04af\u043a\u0456\u043c\u0435\u0442\u0442\u0456\u043a \u04b1\u0439\u044b\u043c\u0434\u0430\u0440\u0493\u0430 \u043f\u0430\u0439\u0434\u0430 \u04d9\u043a\u0435\u043b\u0435\u0434\u0456 \u0436\u04d9\u043d\u0435 \u043c\u0430\u0443\u0441\u044b\u043c\u0434\u0430\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430 \u0435\u0433\u0456\u0441\u0442\u0456\u043a \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0436\u0438\u0456 \u0436\u0430\u04a3\u0430\u0440\u0442\u0443 \u049b\u0430\u0436\u0435\u0442 \u0431\u043e\u043b\u0430\u0442\u044b\u043d \u0456\u0440\u0456 \u0436\u0435\u0440 \u0438\u0435\u043b\u0435\u0440\u0456\u043d\u0435 \u043a\u04e9\u043c\u0435\u043a\u0442\u0435\u0441\u0435\u0434\u0456.<\/p>\n<p>GeoPard \u0442\u04d9\u0441\u0456\u043b\u0456 \u043c\u044b\u043d\u0430\u043b\u0430\u0440\u0434\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430\u0434\u044b <a href=\"https:\/\/docs.geopard.tech\/geopard-tutorials\/product-tour-web-app\/satellite-monitoring\/crop-development-index-graph\">\u043a\u04e9\u043f\u0436\u044b\u043b\u0434\u044b\u049b \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b\u04a3 \u04e9\u0441\u0443 \u04af\u0440\u0434\u0456\u0441\u0442\u0435\u0440\u0456<\/a> \u043a\u04e9\u043f \u0444\u0430\u043a\u0442\u043e\u0440\u043b\u044b \u0442\u0430\u043b\u0434\u0430\u0443\u0434\u044b \u0436\u04d9\u043d\u0435 \u0430\u0443\u044b\u0441\u043f\u0430\u043b\u044b \u0435\u0433\u0456\u0441\u0442\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/docs.geopard.tech\/~gitbook\/image?url=https%3A%2F%2F3272281156-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FYICBELdyAXXebKAzfLOR%252Fuploads%252FCPTPgYcnX5R6t8cY5NFW%252FGeoPard%2520-%2520Biomass%2520development%2520index%2520as%2520a%2520graph.png%3Falt%3Dmedia%26token%3D36d87266-093f-43b3-a14c-85f0a0cad58a&amp;width=768&amp;dpr=4&amp;quality=100&amp;sign=599c4c38&amp;sv=1\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u041c\u043e\u0434\u0435\u043b\u044c\u0433\u0435 \u043c\u044b\u043d\u0430 \u0430\u0440\u049b\u044b\u043b\u044b \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0443\u0433\u0435 \u0431\u043e\u043b\u0430\u0434\u044b <a href=\"https:\/\/docs.geopard.tech\/geopard-tutorials\/api-docs\/geopard-api-overview\">GeoPard API<\/a> \u049b\u044b\u043c\u0431\u0430\u0442 \u0436\u0430\u0437\u044b\u043b\u044b\u043c\u0434\u0430\u0440\u0434\u044b \u049b\u0430\u0436\u0435\u0442 \u0435\u0442\u043f\u0435\u0439 \u0438\u043a\u0435\u043c\u0434\u0456\u043b\u0456\u043a \u04b1\u0441\u044b\u043d\u0430 \u043e\u0442\u044b\u0440\u044b\u043f, \u0430\u049b\u044b\u043b\u044b \u043d\u0435\u0433\u0456\u0437\u0434\u0435.<\/p>\n<p>&nbsp;<\/p>\n<h2>\u04e8\u0440\u0456\u0441 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0443 \u0434\u0435\u0433\u0435\u043d\u0456\u043c\u0456\u0437 \u043d\u0435?<\/h2>\n<p>\u0415\u0433\u0456\u0441\u0442\u0456\u043a \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0443 \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u0430\u043b\u049b\u0430\u043f\u0442\u0430\u0440\u044b\u043d\u044b\u04a3 \u043d\u0435\u043c\u0435\u0441\u0435 \u0436\u0435\u0440 \u0443\u0447\u0430\u0441\u043a\u0435\u043b\u0435\u0440\u0456\u043d\u0456\u04a3 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0436\u04d9\u043d\u0435 \u043a\u0430\u0440\u0442\u0430\u0493\u0430 \u0442\u04af\u0441\u0456\u0440\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0456\u043d \u0431\u0456\u043b\u0434\u0456\u0440\u0435\u0434\u0456. \u041e\u043b \u0436\u0435\u043a\u0435 \u0435\u0433\u0456\u0441\u0442\u0456\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u043d\u0435\u043c\u0435\u0441\u0435 \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u0443\u0447\u0430\u0441\u043a\u0435\u043b\u0435\u0440\u0456\u043d\u0456\u04a3 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0443 \u04af\u0448\u0456\u043d \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440 \u043c\u0435\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u043a\u04e9\u0437\u0434\u0435\u0440\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0434\u044b \u049b\u0430\u043c\u0442\u0438\u0434\u044b.<\/p>\n<p>\u0414\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 \u0442\u04af\u0440\u0434\u0435 \u0435\u0433\u0456\u0441\u0442\u0456\u043a \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0444\u0435\u0440\u043c\u0435\u0440\u043b\u0435\u0440 \u043d\u0435\u043c\u0435\u0441\u0435 \u0436\u0435\u0440 \u0438\u0435\u043b\u0435\u0440\u0456 \u04e9\u0437\u0434\u0435\u0440\u0456\u043d\u0456\u04a3 \u0431\u0456\u043b\u0456\u043c\u0456 \u043c\u0435\u043d \u0431\u0430\u049b\u044b\u043b\u0430\u0443\u043b\u0430\u0440\u044b\u043d\u0430 \u0441\u04af\u0439\u0435\u043d\u0435 \u043e\u0442\u044b\u0440\u044b\u043f \u049b\u043e\u043b\u043c\u0435\u043d \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0433\u0435\u043d.<\/p>\n<p>\u0414\u0435\u0433\u0435\u043d\u043c\u0435\u043d, \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043d\u044b\u04a3, \u04d9\u0441\u0456\u0440\u0435\u0441\u0435 \u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b\u0442\u0430\u043d \u0437\u043e\u043d\u0434\u0442\u0430\u0443 \u0436\u04d9\u043d\u0435 \u0433\u0435\u043e\u0433\u0440\u0430\u0444\u0438\u044f\u043b\u044b\u049b \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u0442\u044b\u049b \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0434\u0456\u04a3 (\u0413\u0410\u0416) \u0434\u0430\u043c\u0443\u044b\u043c\u0435\u043d \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0442\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0493\u0430\u043d \u0436\u04d9\u043d\u0435 \u0436\u0430\u0440\u0442\u044b\u043b\u0430\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0442\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0493\u0430\u043d \u04d9\u0434\u0456\u0441\u0442\u0435\u0440 \u0431\u0430\u0440\u0493\u0430\u043d \u0441\u0430\u0439\u044b\u043d \u043a\u0435\u04a3 \u0442\u0430\u0440\u0430\u043b\u0430 \u0431\u0430\u0441\u0442\u0430\u0434\u044b.<\/p>\n<p>\u0411\u0456\u0440 \u043a\u0435\u04a3 \u0442\u0430\u0440\u0430\u043b\u0493\u0430\u043d \u0442\u04d9\u0441\u0456\u043b - \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u0442\u0456\u043a \u043d\u0435\u043c\u0435\u0441\u0435 \u04d9\u0443\u0435\u0434\u0435\u043d \u0442\u04af\u0441\u0456\u0440\u0456\u043b\u0433\u0435\u043d \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0456 \u0442\u0430\u043b\u0434\u0430\u0443. \u0421\u043f\u0443\u0442\u043d\u0438\u043a\u0442\u0435\u0440 \u043d\u0435\u043c\u0435\u0441\u0435 \u04b1\u0448\u0430\u049b\u0442\u0430\u0440 \u0442\u04af\u0441\u0456\u0440\u0433\u0435\u043d \u0436\u043e\u0493\u0430\u0440\u044b \u0430\u0436\u044b\u0440\u0430\u0442\u044b\u043c\u0434\u044b\u043b\u044b\u049b\u0442\u0430\u0493\u044b \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0442\u0443\u0440\u0430\u043b\u044b, \u0441\u043e\u043d\u044b\u04a3 \u0456\u0448\u0456\u043d\u0434\u0435 \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u0436\u0435\u0440 \u0443\u0447\u0430\u0441\u043a\u0435\u043b\u0435\u0440\u0456 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440 \u0442\u0443\u0440\u0430\u043b\u044b \u0435\u0433\u0436\u0435\u0439-\u0442\u0435\u0433\u0436\u0435\u0439\u043b\u0456 \u0430\u049b\u043f\u0430\u0440\u0430\u0442 \u0431\u0435\u0440\u0435 \u0430\u043b\u0430\u0434\u044b.<\/p>\n<p>\u04e8\u0441\u0456\u043c\u0434\u0456\u043a \u0442\u04af\u0440\u0456\u043d\u0456\u04a3, \u0442\u04af\u0441\u0456\u043d\u0456\u04a3, \u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u044b\u043d\u044b\u04a3 \u043d\u0435\u043c\u0435\u0441\u0435 \u04e9\u0440\u0456\u0441 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d\u044b\u04a3 \u0431\u0430\u0440 \u0435\u043a\u0435\u043d\u0456\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0435\u0442\u0456\u043d \u04af\u043b\u0433\u0456\u043b\u0435\u0440\u0434\u0456\u04a3 \u04e9\u0437\u0433\u0435\u0440\u0443\u0456 \u0441\u0438\u044f\u049b\u0442\u044b \u0435\u0440\u0435\u043a\u0448\u0435 \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u04af\u0448\u0456\u043d \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0434\u0456 \u04e9\u04a3\u0434\u0435\u0443 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0434\u0435\u0440\u0456\u043d \u043e\u0441\u044b \u043a\u0435\u0441\u043a\u0456\u043d\u0434\u0435\u0440\u0433\u0435 \u049b\u043e\u043b\u0434\u0430\u043d\u0443\u0493\u0430 \u0431\u043e\u043b\u0430\u0434\u044b.<\/p>\n<p>\u0422\u0430\u0493\u044b \u0431\u0456\u0440 \u04d9\u0434\u0456\u0441 \u0441\u0435\u043d\u0441\u043e\u0440 \u043c\u0435\u043d \u0416\u0435\u0440 \u0431\u0435\u0442\u0456 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b\u0442\u044b \u04e9\u043b\u0448\u0435\u0443 \u04af\u0448\u0456\u043d \u043b\u0430\u0437\u0435\u0440 \u0441\u04d9\u0443\u043b\u0435\u043b\u0435\u0440\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430\u0442\u044b\u043d LiDAR (\u0436\u0430\u0440\u044b\u049b\u0442\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0436\u04d9\u043d\u0435 \u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b) \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0434\u044b \u049b\u0430\u043c\u0442\u0438\u0434\u044b.<\/p>\n<p>LiDAR \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456 \u0435\u0433\u0436\u0435\u0439-\u0442\u0435\u0433\u0436\u0435\u0439\u043b\u0456 \u0431\u0438\u0456\u043a\u0442\u0456\u043a \u0436\u04d9\u043d\u0435 \u0442\u043e\u043f\u043e\u0433\u0440\u0430\u0444\u0438\u044f\u043b\u044b\u049b \u0430\u049b\u043f\u0430\u0440\u0430\u0442 \u0431\u0435\u0440\u0435 \u0430\u043b\u0430\u0434\u044b, \u0431\u04b1\u043b \u0436\u0435\u0440 \u0431\u0435\u0434\u0435\u0440\u0456\u043d\u0434\u0435\u0433\u0456 \u0434\u0430\u043b\u0430 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d\u0430 \u0441\u04d9\u0439\u043a\u0435\u0441 \u043a\u0435\u043b\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d \u043d\u04d9\u0437\u0456\u043a \u0430\u0443\u044b\u0442\u049b\u0443\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456.<\/p>\n<p>\u0421\u043e\u043d\u044b\u043c\u0435\u043d \u049b\u0430\u0442\u0430\u0440, \u0433\u0435\u043e\u0433\u0440\u0430\u0444\u0438\u044f\u043b\u044b\u049b \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u0442\u044b\u049b \u0436\u04af\u0439\u0435\u043b\u0435\u0440 (\u0413\u0410\u0416) \u04e9\u0440\u0456\u0441 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u0430 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0440\u04e9\u043b \u0430\u0442\u049b\u0430\u0440\u0430\u0434\u044b.<\/p>\n<p>\u0413\u0410\u0416 \u0431\u0430\u0493\u0434\u0430\u0440\u043b\u0430\u043c\u0430\u043b\u044b\u049b \u0436\u0430\u0441\u0430\u049b\u0442\u0430\u043c\u0430\u0441\u044b \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u0442\u0456\u043a \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0456, \u0442\u043e\u043f\u043e\u0433\u0440\u0430\u0444\u0438\u044f\u043b\u044b\u049b \u043a\u0430\u0440\u0442\u0430\u043b\u0430\u0440\u0434\u044b, \u0436\u0435\u0440\u0433\u0435 \u043c\u0435\u043d\u0448\u0456\u043a \u049b\u04b1\u049b\u044b\u0493\u044b \u0442\u0443\u0440\u0430\u043b\u044b \u0436\u0430\u0437\u0431\u0430\u043b\u0430\u0440\u0434\u044b \u0436\u04d9\u043d\u0435 \u0431\u0430\u0441\u049b\u0430 \u0434\u0430 \u0442\u0438\u0456\u0441\u0442\u0456 \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u0442\u044b \u049b\u043e\u0441\u0430 \u0430\u043b\u0493\u0430\u043d\u0434\u0430, \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u049b\u0430\u0431\u0430\u0442\u0442\u0430\u0440\u044b\u043d \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443\u0433\u0435 \u0436\u04d9\u043d\u0435 \u0442\u0430\u043b\u0434\u0430\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456. \u041e\u0441\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u043a\u04e9\u0437\u0434\u0435\u0440\u0456\u043d \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u0413\u0410\u0416 \u04e9\u0440\u0456\u0441 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0442\u04af\u0441\u0456\u043d\u0434\u0456\u0440\u0443\u0433\u0435 \u0436\u04d9\u043d\u0435 \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0493\u0430 \u043a\u04e9\u043c\u0435\u043a\u0442\u0435\u0441\u0435 \u0430\u043b\u0430\u0434\u044b.<\/p>\n<p>\u0415\u0433\u0456\u0441\u0442\u0456\u043a\u0442\u0456 \u0434\u04d9\u043b \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0431\u0456\u0440\u043d\u0435\u0448\u0435 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\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u0430\u0440\u044b \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b\u04a3 \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u043d 20%-\u0433\u0435 \u0434\u0435\u0439\u0456\u043d \u0430\u0440\u0442\u0442\u044b\u0440\u0443\u0493\u0430 \u0436\u04d9\u043d\u0435 \u0448\u044b\u0493\u044b\u043d\u0434\u0430\u0440\u0434\u044b 10-20%-\u0433\u0435 \u0430\u0437\u0430\u0439\u0442\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456.<\/p>\n<p><strong>2. \u0422\u0438\u0456\u043c\u0434\u0456 \u0440\u0435\u0441\u0443\u0440\u0441\u0442\u0430\u0440\u0434\u044b \u0431\u0430\u0441\u049b\u0430\u0440\u0443:<\/strong> \u0411\u04b1\u043b \u0444\u0435\u0440\u043c\u0435\u0440\u043b\u0435\u0440\u0433\u0435 \u0441\u0443\u0430\u0440\u0443 \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0456\u043d \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u0443, \u0442\u044b\u04a3\u0430\u0439\u0442\u049b\u044b\u0448\u0442\u0430\u0440\u0434\u044b \u0435\u043d\u0433\u0456\u0437\u0443 \u0442\u04d9\u0436\u0456\u0440\u0438\u0431\u0435\u0441\u0456\u043d \u0440\u0435\u0442\u0442\u0435\u0443 \u0436\u04d9\u043d\u0435 \u0434\u0430\u049b\u044b\u043b\u0434\u0430\u0440\u0434\u044b\u04a3 \u0434\u0435\u043d\u0441\u0430\u0443\u043b\u044b\u0493\u044b\u043d \u0431\u0430\u049b\u044b\u043b\u0430\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u0440\u0435\u0441\u0443\u0440\u0441\u0442\u0430\u0440\u0434\u044b \u0436\u0430\u049b\u0441\u044b \u0431\u0430\u0441\u049b\u0430\u0440\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456. \u0411\u04b1\u043b \u0434\u04d9\u043b\u0434\u0456\u043a \u0440\u0435\u0441\u0443\u0440\u0441\u0442\u0430\u0440\u0434\u044b\u04a3 \u044b\u0441\u044b\u0440\u0430\u043f \u0431\u043e\u043b\u0443\u044b\u043d \u0436\u04d9\u043d\u0435 \u049b\u043e\u0440\u0448\u0430\u0493\u0430\u043d \u043e\u0440\u0442\u0430\u0493\u0430 \u04d9\u0441\u0435\u0440\u0434\u0456 \u0430\u0437\u0430\u0439\u0442\u0430\u0434\u044b.<\/p>\n<p>\u0410\u0437\u044b\u049b-\u0442\u04af\u043b\u0456\u043a \u0436\u04d9\u043d\u0435 \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u04b1\u0439\u044b\u043c\u044b\u043d\u044b\u04a3 (\u0424\u0410\u041e) \u0431\u0430\u0493\u0430\u043b\u0430\u0443\u044b \u0431\u043e\u0439\u044b\u043d\u0448\u0430, \u0434\u04d9\u043b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u0442\u04d9\u0436\u0456\u0440\u0438\u0431\u0435\u043b\u0435\u0440\u0456 \u0441\u0443\u0434\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0434\u044b 20-50%-\u0433\u0435, \u0442\u044b\u04a3\u0430\u0439\u0442\u049b\u044b\u0448 \u0442\u04b1\u0442\u044b\u043d\u0443\u0434\u044b 10-20%-\u0433\u0435 \u0436\u04d9\u043d\u0435 \u043f\u0435\u0441\u0442\u0438\u0446\u0438\u0434\u0442\u0435\u0440\u0434\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0434\u044b 20-30%-\u0433\u0435 \u0430\u0437\u0430\u0439\u0442\u0430 \u0430\u043b\u0430\u0434\u044b.<\/p>\n<p><strong>3. \u0416\u0435\u0440\u0434\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0434\u044b \u0436\u043e\u0441\u043f\u0430\u0440\u043b\u0430\u0443:<\/strong> \u0414\u04d9\u043b \u0434\u0430\u043b\u0430 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b \u0442\u0443\u0440\u0430\u043b\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0435\u0440\u0434\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0434\u044b \u0436\u043e\u0441\u043f\u0430\u0440\u043b\u0430\u0443 \u04af\u0448\u0456\u043d, \u049b\u043e\u043b\u0436\u0435\u0442\u0456\u043c\u0434\u0456 \u0430\u0443\u044b\u043b\u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u049b \u0436\u0435\u0440\u043b\u0435\u0440\u0456\u043d \u0442\u0438\u0456\u043c\u0434\u0456 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Journal of Soil and Water Conservation \u0436\u0443\u0440\u043d\u0430\u043b\u044b\u043d\u0434\u0430 \u0436\u0430\u0440\u0438\u044f\u043b\u0430\u043d\u0493\u0430\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443 \u0436\u0435\u0440\u0434\u0456 \u0442\u0438\u0456\u043c\u0434\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0434\u044b \u0436\u043e\u0441\u043f\u0430\u0440\u043b\u0430\u0443 \u04d9\u043b\u0435\u043c\u0434\u0456\u043a \u0430\u0437\u044b\u049b-\u0442\u04af\u043b\u0456\u043a \u04e9\u043d\u0434\u0456\u0440\u0456\u0441\u0456\u043d 20-67%-\u0433\u0435 \u0430\u0440\u0442\u0442\u044b\u0440\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d \u0435\u043a\u0435\u043d\u0456\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456.<\/p>\n<p><strong>4. \u0410\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0430 \u0441\u0443\u0431\u0441\u0438\u0434\u0438\u044f\u043b\u0430\u0440 \u0436\u04d9\u043d\u0435 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\u0441\u0443\u0431\u0441\u0438\u0434\u0438\u044f\u043b\u0430\u0440\u0434\u044b\u04a3 \u04d9\u0434\u0456\u043b \u0431\u04e9\u043b\u0456\u043d\u0443\u0456\u043d \u049b\u0430\u043c\u0442\u0430\u043c\u0430\u0441\u044b\u0437 \u0435\u0442\u0443\u0433\u0435 \u0436\u04d9\u043d\u0435 \u0441\u0430\u049b\u0442\u0430\u043d\u0434\u044b\u0440\u0443 \u0441\u044b\u0439\u043b\u044b\u049b\u0430\u049b\u044b\u043b\u0430\u0440\u044b\u043d \u0434\u04d9\u043b \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u0433\u0435 \u043a\u04e9\u043c\u0435\u043a\u0442\u0435\u0441\u0435\u0434\u0456.<\/p>\n<p>\u041c\u044b\u0441\u0430\u043b\u044b, \u0415\u0443\u0440\u043e\u043f\u0430\u043b\u044b\u049b \u041e\u0434\u0430\u049b\u0442\u044b\u04a3 \u0411\u0456\u0440\u044b\u04a3\u0493\u0430\u0439 \u0430\u0443\u044b\u043b\u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u049b \u0441\u0430\u044f\u0441\u0430\u0442\u044b (\u0411\u0410\u0421\u0410) \u0441\u0443\u0431\u0441\u0438\u0434\u0438\u044f\u043b\u0430\u0440\u0434\u044b \u0435\u0441\u0435\u043f\u0442\u0435\u0443 \u0436\u04d9\u043d\u0435 \u0441\u04d9\u0439\u043a\u0435\u0441\u0442\u0456\u043a\u0442\u0456 \u0431\u0430\u049b\u044b\u043b\u0430\u0443 \u04af\u0448\u0456\u043d \u0434\u04d9\u043b \u0435\u0433\u0456\u0441\u0442\u0456\u043a \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d\u0430 \u0441\u04af\u0439\u0435\u043d\u0435\u0434\u0456.<\/p>\n<p><strong>5. \u0416\u0435\u0440\u0434\u0456 \u0431\u0430\u0441\u049b\u0430\u0440\u0443 \u0436\u04d9\u043d\u0435 \u0437\u0430\u04a3\u0434\u044b \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440:<\/strong> \u0410\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0434\u0430 \u0435\u0433\u0456\u0441\u0442\u0456\u043a \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0443 \u0436\u0435\u0440\u0434\u0456 \u0431\u0430\u0441\u049b\u0430\u0440\u0443, \u043c\u0435\u043d\u0448\u0456\u043a 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\u0430\u0437\u0430\u0439\u0442\u0430\u0434\u044b.<\/p>\n<p>\u0424\u0410\u041e \u043c\u04d9\u043b\u0456\u043c\u0435\u0442\u0442\u0435\u0440\u0456 \u0431\u043e\u0439\u044b\u043d\u0448\u0430, \u0442\u04b1\u0440\u0430\u049b\u0442\u044b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u0442\u04d9\u0436\u0456\u0440\u0438\u0431\u0435\u0441\u0456 \u0436\u044b\u043b\u044b\u043d\u0430 6 \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434 \u0442\u043e\u043d\u043d\u0430\u0493\u0430 \u0434\u0435\u0439\u0456\u043d \u043f\u0430\u0440\u043d\u0438\u043a\u0442\u0456\u043a \u0433\u0430\u0437\u0434\u0430\u0440 \u0448\u044b\u0493\u0430\u0440\u044b\u043d\u0434\u044b\u043b\u0430\u0440\u044b\u043d \u0430\u0437\u0430\u0439\u0442\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456.<\/p>\n<p>\u0411\u04b1\u043b \u0442\u0430\u0440\u043c\u0430\u049b\u0442\u0430\u0440 \u043e\u043d\u044b\u04a3 \u0430\u0443\u044b\u043b 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\u0436\u043e\u0441\u043f\u0430\u0440\u043b\u0430\u0443\u0493\u0430, \u0437\u0430\u04a3\u043d\u0430\u043c\u0430\u043b\u044b\u049b \u0431\u0430\u0437\u0430\u0493\u0430, \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u044b\u049b \u0442\u04b1\u0440\u0430\u049b\u0442\u044b\u043b\u044b\u049b\u049b\u0430 \u0436\u04d9\u043d\u0435 \u0436\u0430\u043b\u043f\u044b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u043d\u0435 \u043e\u04a3 \u04d9\u0441\u0435\u0440\u0456\u043d \u0440\u0430\u0441\u0442\u0430\u0439\u0434\u044b.<\/p>\n<p>\u049a\u043e\u0440\u044b\u0442\u044b\u043d\u0434\u044b\u043b\u0430\u0439 \u043a\u0435\u043b\u0435, \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b\u043d\u0434\u0430\u0493\u044b \u0435\u0433\u0456\u0441\u0442\u0456\u043a \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0443 - \u0431\u04b1\u043b \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u0435\u0433\u0456\u0441\u0442\u0456\u043a\u0442\u0435\u0440\u0456\u043d\u0456\u04a3 \u043d\u0435\u043c\u0435\u0441\u0435 \u0436\u0435\u0440 \u0443\u0447\u0430\u0441\u043a\u0435\u043b\u0435\u0440\u0456\u043d\u0456\u04a3 \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u044b\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0436\u04d9\u043d\u0435 \u043a\u0430\u0440\u0442\u0430\u0493\u0430 \u0442\u04af\u0441\u0456\u0440\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0456. \u041e\u043b \u0436\u0435\u0440\u0434\u0456 \u0442\u0438\u0456\u043c\u0434\u0456 \u0431\u0430\u0441\u049b\u0430\u0440\u0443 \u043c\u0435\u043d \u0430\u0443\u044b\u043b \u0448\u0430\u0440\u0443\u0430\u0448\u044b\u043b\u044b\u0493\u044b \u0442\u04d9\u0436\u0456\u0440\u0438\u0431\u0435\u043b\u0435\u0440\u0456\u043d \u0436\u04af\u0440\u0433\u0456\u0437\u0443\u0433\u0435 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0442\u0456\u043d, \u0431\u04b1\u043b \u0448\u0435\u043a\u0430\u0440\u0430\u043b\u0430\u0440\u0434\u044b \u0434\u04d9\u043b \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0436\u04d9\u043d\u0435 \u0448\u0435\u043a\u0442\u0435\u0443 \u04af\u0448\u0456\u043d \u0441\u043f\u0443\u0442\u043d\u0438\u043a\u0442\u0456\u043a \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0456 \u0442\u0430\u043b\u0434\u0430\u0443, LiDAR \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456 \u0436\u04d9\u043d\u0435 \u0413\u0410\u0416 \u0441\u0438\u044f\u049b\u0442\u044b \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440\u0433\u0435 \u0441\u04af\u0439\u0435\u043d\u0435\u0434\u0456.<\/p>","protected":false},"excerpt":{"rendered":"<p>GeoPard \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f\u0441\u044b 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