{"id":9369,"date":"2023-01-27T17:20:13","date_gmt":"2023-01-27T14:20:13","guid":{"rendered":"https:\/\/aerostream.kz\/?p=9369"},"modified":"2023-01-27T18:03:48","modified_gmt":"2023-01-27T15:03:48","slug":"lep","status":"publish","type":"post","link":"https:\/\/aerostream.kz\/en\/lep\/","title":{"rendered":"Power lines, insulator marks and wire slack. Checking the accuracy."},"content":{"rendered":"\n
\n
\n <\/span>
\n
\n \n
\n
\n

Power line monitoring<\/h1> <\/div>\n<\/div>\n\n
\n
\n

Insulator heights and wire slack. Checking the accuracy.<\/p> <\/div>\n<\/div>\n\n

\n
\n \n <\/use><\/svg><\/em>\n <\/a>\n <\/div>\n <\/div>\n\n <\/div>\n <\/div>\n <\/div>\n
\n
\n
\n
\n
\n <\/div>\n
\n \n
\n
\n

1. Power line inspection with drones<\/h2> <\/div>\n<\/div>\n\n
\n
\n

The survey and inspection of power lines with unmanned aerial vehicles have become quite widespread. Survey data are used for cadastre, engineering and surveying. Quite often the question arises: is it possible to obtain elevation marks of power lines, sags, wire dimensions and other metric characteristics using a UAV? And with what precision?<\/p>\n

The main sensor of the UAV is a camera. The 3D image is built from overlapping photographs and information about the exact centers of photography. But as always, there are nuances. After processing a set of images of power transmission lines in photogrammetric software, you will not see supports and wires in 3D. The most that you can get is a dense cloud. Unfortunately, only a few of the many supports will be reconstructed properly. See example below:<\/p> <\/div>\n<\/div>\n <\/div>\n

\n <\/div>\n <\/div>\n \n
\n
\n \"LEP_point_cloud1\" \n <\/div>\n \n \n <\/div>\n
\n
\n <\/div>\n
\n \n
\n
\n

Power lines are too thin to be reconstructed in 3D by photogrammetric software. The algorithm simply can't detect the long \"thread\" several pixels wide. In this case, computer vision comes to the rescue and there are multiple technologies for automated wire detection. Despite not having a large team of programmers, we have developed a technology for accurately detecting and reconstructing the position of power lines using standard tools. This allows us to obtain cable and ground height in any location with high precision, and to tackle related tasks such as determining wire dimensions, sag, turning angles etc.<\/p> <\/div>\n<\/div>\n <\/div>\n

\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n
\n
\n
\n
\n
\n <\/div>\n
\n \n
\n
\n

2. Control measurement of wire heights<\/h2> <\/div>\n<\/div>\n\n
\n
\n

In order to check the accuracy of the wire height detection we surveyed a small section of a power line. First, we set up ground control points and obtained their coordinates using the EFT M3 GNSS in RTK mode. Using the AR600E high-voltage cable height meter, we measured the height of the bottom wire at each control point.<\/p> <\/div>\n<\/div>\n\n

\n
\n \"cable_height\" \n <\/div>\n \n \n <\/div>\n\n
\n
\n

<\/p>\n

This way we collected the control wire measurements using the instrumental method. Next, we conducted aerial survey of the site and determined the height of the wire above the control point using the photogrammetric method. Last step was to compare the instrumental measurements with the aerial survey based data. The aerial survey was performed with a Phantom 4 Pro v2 PPK survey grade quadcopter from uav-design.com<\/a><\/p>\n

<\/p> <\/div>\n<\/div>\n\n

\n
\n \"uav-d_copt\" \n <\/div>\n \n \n <\/div>\n <\/div>\n
\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n
\n
\n
\n
\n
\n <\/div>\n
\n \n
\n
\n

3. Data processing and accuracy assessment<\/h2> <\/div>\n<\/div>\n\n
\n
\n

Coordinates of image centers were processed in Magnet Tools software. Photogrammetric processing was carried out in Metashape. Images were captured from 100 meters altitude in two passes. Survey technology with a geodetic drone from uav-design allows to consistently obtain high accuracy results. For our flight, we got average camera alignment error within 2 cm. The smaller the error in the relative position of the cameras, the more accurate the wire position will be determined:<\/p> <\/div>\n<\/div>\n <\/div>\n

\n <\/div>\n <\/div>\n \n
\n
\n \"2019-08-12_11-33-52\" \n <\/div>\n \n \n <\/div>\n
\n
\n <\/div>\n
\n \n
\n
\n

The root mean square error at ground control points was also several centimeters:<\/p> <\/div>\n<\/div>\n <\/div>\n

\n <\/div>\n <\/div>\n \n
\n
\n \"LEP_err_opo\" \n <\/div>\n \n \n <\/div>\n
\n
\n <\/div>\n
\n \n
\n
\n

Using our own technology, the power line heights were determined at the control point locations. A total of 5 measurements were taken with the photogrammetric method at different sections of the wire.<\/p> <\/div>\n<\/div>\n <\/div>\n

\n <\/div>\n <\/div>\n \n
\n
\n \"LEP_points_wires3\" \n <\/div>\n \n \n <\/div>\n
\n
\n <\/div>\n
\n \n
\n
\n

The final table below shows the difference in the height of the wires measured by the instrumental and photogrammetric method. The maximum deviation was 12 cm, the average deviation was 6 cm.<\/p> <\/div>\n<\/div>\n <\/div>\n

\n <\/div>\n <\/div>\n \n
\n
\n \"2019-08-12_14-00-18\" \n <\/div>\n \n \n <\/div>\n
\n
\n <\/div>\n
\n \n
\n
\n

Conclusion: Photogrammetric survey of power transmission lines from drones using the technology developed by Aerostream allows calculating wire marks with an accuracy of about 5-12 cm, compared to instrumental survey.<\/p> <\/div>\n<\/div>\n <\/div>\n

\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n","protected":false},"excerpt":{"rendered":"

Power line monitoring<\/p>","protected":false},"author":2,"featured_media":9187,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[49],"tags":[],"class_list":["post-9369","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","has-post-title","has-post-date","has-post-category","has-post-tag","has-post-comment","has-post-author",""],"yoast_head":"\n\u041b\u042d\u041f, \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u0438\u0437\u043e\u043b\u044f\u0442\u043e\u0440\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0438\u0441 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438. - Aerostream<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aerostream.kz\/en\/lep\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u041b\u042d\u041f, \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u0438\u0437\u043e\u043b\u044f\u0442\u043e\u0440\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0438\u0441 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438. - Aerostream\" \/>\n<meta property=\"og:description\" content=\"\u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u041b\u042d\u041f\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aerostream.kz\/en\/lep\/\" \/>\n<meta property=\"og:site_name\" content=\"Aerostream\" \/>\n<meta property=\"article:published_time\" content=\"2023-01-27T14:20:13+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-01-27T15:03:48+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2022\/10\/aerial_survey_point_cloud.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"900\" \/>\n\t<meta property=\"og:image:height\" content=\"900\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"aku\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"aku\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/aerostream.kz\/lep\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/aerostream.kz\/lep\/\"},\"author\":{\"name\":\"aku\",\"@id\":\"https:\/\/aerostream.kz\/ru\/#\/schema\/person\/e149fe1f886b3d4969f53352001d9bed\"},\"headline\":\"\u041b\u042d\u041f, \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u0438\u0437\u043e\u043b\u044f\u0442\u043e\u0440\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0438\u0441 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438.\",\"datePublished\":\"2023-01-27T14:20:13+00:00\",\"dateModified\":\"2023-01-27T15:03:48+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/aerostream.kz\/lep\/\"},\"wordCount\":8,\"publisher\":{\"@id\":\"https:\/\/aerostream.kz\/ru\/#organization\"},\"image\":{\"@id\":\"https:\/\/aerostream.kz\/lep\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/aerostream.kz\/wp-content\/uploads\/2022\/10\/aerial_survey_point_cloud.webp\",\"articleSection\":[\"\u041d\u043e\u0432\u043e\u0441\u0442\u0438\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/aerostream.kz\/lep\/\",\"url\":\"https:\/\/aerostream.kz\/lep\/\",\"name\":\"\u041b\u042d\u041f, \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u0438\u0437\u043e\u043b\u044f\u0442\u043e\u0440\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0438\u0441 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438. - Aerostream\",\"isPartOf\":{\"@id\":\"https:\/\/aerostream.kz\/ru\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/aerostream.kz\/lep\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/aerostream.kz\/lep\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/aerostream.kz\/wp-content\/uploads\/2022\/10\/aerial_survey_point_cloud.webp\",\"datePublished\":\"2023-01-27T14:20:13+00:00\",\"dateModified\":\"2023-01-27T15:03:48+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/aerostream.kz\/lep\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/aerostream.kz\/lep\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/aerostream.kz\/lep\/#primaryimage\",\"url\":\"https:\/\/aerostream.kz\/wp-content\/uploads\/2022\/10\/aerial_survey_point_cloud.webp\",\"contentUrl\":\"https:\/\/aerostream.kz\/wp-content\/uploads\/2022\/10\/aerial_survey_point_cloud.webp\",\"width\":900,\"height\":900},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/aerostream.kz\/lep\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u0413\u043b\u0430\u0432\u043d\u0430\u044f \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430\",\"item\":\"https:\/\/aerostream.kz\/ru\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u041b\u042d\u041f, \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u0438\u0437\u043e\u043b\u044f\u0442\u043e\u0440\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0438\u0441 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438.\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/aerostream.kz\/ru\/#website\",\"url\":\"https:\/\/aerostream.kz\/ru\/\",\"name\":\"Aerostream\",\"description\":\"\u0418\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u0430\u044f, \u0433\u0435\u043e\u0434\u0435\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0438 3D \u0441\u044a\u0435\u043c\u043a\u0430 \u0441 \u0431\u0435\u0441\u043f\u0438\u043b\u043e\u0442\u043d\u0438\u043a\u043e\u0432\",\"publisher\":{\"@id\":\"https:\/\/aerostream.kz\/ru\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/aerostream.kz\/ru\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/aerostream.kz\/ru\/#organization\",\"name\":\"Aerostream\",\"url\":\"https:\/\/aerostream.kz\/ru\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/aerostream.kz\/ru\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/03\/Aerostream.jpg\",\"contentUrl\":\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/03\/Aerostream.jpg\",\"width\":499,\"height\":409,\"caption\":\"Aerostream\"},\"image\":{\"@id\":\"https:\/\/aerostream.kz\/ru\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/aerostream.kz\/ru\/#\/schema\/person\/e149fe1f886b3d4969f53352001d9bed\",\"name\":\"aku\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/aerostream.kz\/ru\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/e11d3a8f62ca128b852b219a8dcece19?s=96&d=wavatar&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/e11d3a8f62ca128b852b219a8dcece19?s=96&d=wavatar&r=g\",\"caption\":\"aku\"},\"url\":\"https:\/\/aerostream.kz\/en\/author\/wpzoom\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u041b\u042d\u041f, \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u0438\u0437\u043e\u043b\u044f\u0442\u043e\u0440\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0438\u0441 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438. - Aerostream","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/aerostream.kz\/en\/lep\/","og_locale":"en_US","og_type":"article","og_title":"\u041b\u042d\u041f, \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u0438\u0437\u043e\u043b\u044f\u0442\u043e\u0440\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0438\u0441 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438. - Aerostream","og_description":"\u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u041b\u042d\u041f","og_url":"https:\/\/aerostream.kz\/en\/lep\/","og_site_name":"Aerostream","article_published_time":"2023-01-27T14:20:13+00:00","article_modified_time":"2023-01-27T15:03:48+00:00","og_image":[{"width":900,"height":900,"url":"https:\/\/aerostream.kz\/wp-content\/uploads\/2022\/10\/aerial_survey_point_cloud.webp","type":"image\/webp"}],"author":"aku","twitter_card":"summary_large_image","twitter_misc":{"Written by":"aku"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/aerostream.kz\/lep\/#article","isPartOf":{"@id":"https:\/\/aerostream.kz\/lep\/"},"author":{"name":"aku","@id":"https:\/\/aerostream.kz\/ru\/#\/schema\/person\/e149fe1f886b3d4969f53352001d9bed"},"headline":"\u041b\u042d\u041f, \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u0438\u0437\u043e\u043b\u044f\u0442\u043e\u0440\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0438\u0441 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438.","datePublished":"2023-01-27T14:20:13+00:00","dateModified":"2023-01-27T15:03:48+00:00","mainEntityOfPage":{"@id":"https:\/\/aerostream.kz\/lep\/"},"wordCount":8,"publisher":{"@id":"https:\/\/aerostream.kz\/ru\/#organization"},"image":{"@id":"https:\/\/aerostream.kz\/lep\/#primaryimage"},"thumbnailUrl":"https:\/\/aerostream.kz\/wp-content\/uploads\/2022\/10\/aerial_survey_point_cloud.webp","articleSection":["\u041d\u043e\u0432\u043e\u0441\u0442\u0438"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/aerostream.kz\/lep\/","url":"https:\/\/aerostream.kz\/lep\/","name":"\u041b\u042d\u041f, \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u0438\u0437\u043e\u043b\u044f\u0442\u043e\u0440\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0438\u0441 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438. - Aerostream","isPartOf":{"@id":"https:\/\/aerostream.kz\/ru\/#website"},"primaryImageOfPage":{"@id":"https:\/\/aerostream.kz\/lep\/#primaryimage"},"image":{"@id":"https:\/\/aerostream.kz\/lep\/#primaryimage"},"thumbnailUrl":"https:\/\/aerostream.kz\/wp-content\/uploads\/2022\/10\/aerial_survey_point_cloud.webp","datePublished":"2023-01-27T14:20:13+00:00","dateModified":"2023-01-27T15:03:48+00:00","breadcrumb":{"@id":"https:\/\/aerostream.kz\/lep\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/aerostream.kz\/lep\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/aerostream.kz\/lep\/#primaryimage","url":"https:\/\/aerostream.kz\/wp-content\/uploads\/2022\/10\/aerial_survey_point_cloud.webp","contentUrl":"https:\/\/aerostream.kz\/wp-content\/uploads\/2022\/10\/aerial_survey_point_cloud.webp","width":900,"height":900},{"@type":"BreadcrumbList","@id":"https:\/\/aerostream.kz\/lep\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u0413\u043b\u0430\u0432\u043d\u0430\u044f \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430","item":"https:\/\/aerostream.kz\/ru\/"},{"@type":"ListItem","position":2,"name":"\u041b\u042d\u041f, \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u0438\u0437\u043e\u043b\u044f\u0442\u043e\u0440\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0438\u0441 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438."}]},{"@type":"WebSite","@id":"https:\/\/aerostream.kz\/ru\/#website","url":"https:\/\/aerostream.kz\/ru\/","name":"Aerostream","description":"\u0418\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u0430\u044f, \u0433\u0435\u043e\u0434\u0435\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0438 3D \u0441\u044a\u0435\u043c\u043a\u0430 \u0441 \u0431\u0435\u0441\u043f\u0438\u043b\u043e\u0442\u043d\u0438\u043a\u043e\u0432","publisher":{"@id":"https:\/\/aerostream.kz\/ru\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/aerostream.kz\/ru\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/aerostream.kz\/ru\/#organization","name":"Aerostream","url":"https:\/\/aerostream.kz\/ru\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/aerostream.kz\/ru\/#\/schema\/logo\/image\/","url":"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/03\/Aerostream.jpg","contentUrl":"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/03\/Aerostream.jpg","width":499,"height":409,"caption":"Aerostream"},"image":{"@id":"https:\/\/aerostream.kz\/ru\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/aerostream.kz\/ru\/#\/schema\/person\/e149fe1f886b3d4969f53352001d9bed","name":"aku","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/aerostream.kz\/ru\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/e11d3a8f62ca128b852b219a8dcece19?s=96&d=wavatar&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/e11d3a8f62ca128b852b219a8dcece19?s=96&d=wavatar&r=g","caption":"aku"},"url":"https:\/\/aerostream.kz\/en\/author\/wpzoom\/"}]}},"builder_content":"<h1>\u041c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u041b\u042d\u041f<\/h1>\n<p>\u041e\u0442\u043c\u0435\u0442\u043a\u0438 \u0438\u0437\u043e\u043b\u044f\u0442\u043e\u0440\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0438\u0441 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438.<\/p>\n<a href=\"#journey-begins\"> <em><svg aria-hidden=\"true\"><use href=\"#tf-fas-angle-double-down\"><\/use><\/svg><\/em> <\/a>\n<h2>1. \u041e\u0431\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u041b\u042d\u041f \u0441 \u0431\u0435\u0441\u043f\u0438\u043b\u043e\u0442\u043d\u0438\u043a\u043e\u0432<\/h2>\n<p>\u0412 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u043e\u0431\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u041b\u042d\u041f \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \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 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0448\u0438\u0440\u043e\u043a\u043e\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u0435. \u0414\u0430\u043d\u043d\u044b\u0435 \u0441\u044a\u0435\u043c\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0434\u043b\u044f \u043a\u0430\u0434\u0430\u0441\u0442\u0440\u0430, \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u043e-\u0433\u0435\u043e\u0434\u0435\u0437\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0438\u0437\u044b\u0441\u043a\u0430\u043d\u0438\u0439, \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u043e-\u0438\u0437\u044b\u0441\u043a\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u0440\u0430\u0431\u043e\u0442 \u0438 \u0434\u0440. \u0414\u043e\u0432\u043e\u043b\u044c\u043d\u043e \u0447\u0430\u0441\u0442\u043e \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441: \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0411\u041f\u041b\u0410 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0432\u044b\u0441\u043e\u0442\u043d\u044b\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u041b\u042d\u041f, \u043f\u0440\u043e\u0432\u0438\u0441\u044b, \u0433\u0430\u0431\u0430\u0440\u0438\u0442\u044b \u043f\u0440\u043e\u0432\u043e\u0434\u0430 \u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u043c\u0435\u0442\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0438? \u0418 \u0441 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e?<\/p> <p>\u041e\u0441\u043d\u043e\u0432\u043d\u044b\u043c \u0441\u0435\u043d\u0441\u043e\u0440\u043e\u043c \u0411\u041f\u041b\u0410 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0444\u043e\u0442\u043e\u0430\u043f\u043f\u0430\u0440\u0430\u0442. \u0422\u0440\u0435\u0445\u043c\u0435\u0440\u043d\u043e\u0435 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043f\u0435\u0440\u0435\u043a\u0440\u044b\u0432\u0430\u044e\u0449\u0438\u0445\u0441\u044f \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u0439 \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043e \u0442\u043e\u0447\u043d\u044b\u0445 \u0446\u0435\u043d\u0442\u0440\u0430\u0445 \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f. \u041d\u043e, \u043a\u0430\u043a \u0432\u0441\u0435\u0433\u0434\u0430, \u0432\u0435\u0437\u0434\u0435 \u0435\u0441\u0442\u044c \u043d\u044e\u0430\u043d\u0441\u044b. \u041e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u0432 \u043d\u0430\u0431\u043e\u0440 \u0441\u043d\u0438\u043c\u043a\u043e\u0432 \u041b\u042d\u041f \u0432 \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u0441\u043e\u0444\u0442\u0435, \u0432\u044b \u043d\u0435 \u0443\u0432\u0438\u0434\u0438\u0442\u0435 \u043e\u043f\u043e\u0440 \u0438 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432 \u0432 3D. \u041c\u0430\u043a\u0441\u0438\u043c\u0443\u043c, \u0447\u0442\u043e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c, \u044d\u0442\u043e \u043f\u043b\u043e\u0442\u043d\u043e\u0435 \u043e\u0431\u043b\u0430\u043a\u043e \u043e\u043f\u043e\u0440\u044b. \u0418 \u0442\u043e, \u043a \u0441\u043e\u0436\u0430\u043b\u0435\u043d\u0438\u044e, \u043f\u043e\u0441\u0442\u0440\u043e\u044f\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0434\u0438\u043d\u0438\u0446\u044b \u043e\u043f\u043e\u0440 \u0438\u0437 \u043c\u043d\u043e\u0433\u0438\u0445. \u041f\u0440\u0438\u043c\u0435\u0440 \u043d\u0438\u0436\u0435:<\/p>\n<img src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_point_cloud1.jpg\" width=\"1200\" title=\"LEP_point_cloud1\" alt=\"LEP_point_cloud1\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_point_cloud1.jpg 1000w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_point_cloud1-300x191.jpg 300w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_point_cloud1-600x381.jpg 600w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_point_cloud1-768x488.jpg 768w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_point_cloud1-87x55.jpg 87w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_point_cloud1-882x560.jpg 882w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\n<p>\u041f\u0440\u043e\u0432\u043e\u0434\u0430 \u041b\u042d\u041f \u0432 \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u0441\u043e\u0444\u0442\u0435 \u043d\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0432 3D, \u0442.\u043a. \u044d\u0442\u043e \u043e\u0447\u0435\u043d\u044c \u0442\u043e\u043d\u043a\u0438\u0439 \u043e\u0431\u044a\u0435\u043a\u0442 \u0434\u043b\u044f \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435\u0442\u0440\u0438\u0438. \u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 \u043f\u0440\u043e\u0441\u0442\u043e \u043d\u0435 \u0432\u0438\u0434\u0438\u0442 \u0434\u043b\u0438\u043d\u043d\u0443\u044e \u043d\u0438\u0442\u043a\u0443 \u0442\u043e\u043b\u0449\u0438\u043d\u043e\u0439 \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0438\u043a\u0441\u0435\u043b\u0435\u0439. \u0412 \u044d\u0442\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u043d\u0430 \u043f\u043e\u043c\u043e\u0449\u044c \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u043e\u0435 \u0437\u0440\u0435\u043d\u0438\u0435 \u0438 \u0435\u0441\u0442\u044c \u0446\u0435\u043b\u044b\u0439 \u0440\u044f\u0434 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043e\u043a \u043f\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u043f\u043e\u0438\u0441\u043a\u0443 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432 \u0438 \u0438\u0445 \u0433\u0430\u0431\u0430\u0440\u0438\u0442\u043e\u0432. \u041d\u0435 \u0438\u043c\u0435\u044f \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u0448\u0442\u0430\u0442\u0430 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u043e\u0432, \u043c\u044b \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043e\u0442\u043c\u0435\u0442\u043e\u043a \u043f\u0440\u043e\u0432\u043e\u0434\u0430, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435, \u0441 \u0432\u044b\u0441\u043e\u043a\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e, \u043c\u043e\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432 \u0438 \u0437\u0435\u043c\u043b\u0438 \u0432 \u043b\u044e\u0431\u043e\u043c \u043c\u0435\u0441\u0442\u0435, \u0438 \u0440\u0435\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438: \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0433\u0430\u0431\u0430\u0440\u0438\u0442\u043e\u0432,\u00a0 \u043f\u0440\u043e\u0432\u0438\u0441\u043e\u0432, \u0443\u0433\u043b\u043e\u0432 \u043f\u043e\u0432\u043e\u0440\u043e\u0442\u043e\u0432 \u0438 \u0434\u0440.<\/p>\n<h2>2. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u043e\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u0432\u044b\u0441\u043e\u0442\u043d\u044b\u0445 \u043e\u0442\u043c\u0435\u0442\u043e\u043a \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432<\/h2>\n<p>\u0414\u043b\u044f \u0442\u043e\u0433\u043e, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u043e\u0442\u043c\u0435\u0442\u043e\u043a \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432 \u041b\u042d\u041f, \u043d\u0430\u0448\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b\u0438 \u0441\u044a\u0435\u043c\u043a\u0443 \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u0443\u0447\u0430\u0441\u0442\u043a\u0430.\u00a0\u00a0\u0411\u044b\u043b\u043e \u0432\u044b\u0431\u0440\u0430\u043d\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u043e\u043b\u0435\u0442\u043e\u0432 \u0434\u0432\u0443\u0445\u0446\u0435\u043f\u043d\u043e\u0439 \u041b\u042d\u041f. \u041d\u0430 \u044d\u0442\u043e\u043c \u0443\u0447\u0430\u0441\u0442\u043a\u0435 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u043c\u0435\u0441\u0442\u0430\u0445 \u0431\u044b\u043b\u0438 \u0437\u0430\u043b\u043e\u0436\u0435\u043d\u044b \u043e\u043f\u043e\u0437\u043d\u0430\u043a\u0438 \u043f\u043e\u0434 \u043f\u0440\u043e\u0432\u043e\u0434\u0430\u043c\u0438. \u041a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u044b \u0432\u0441\u0435\u0445 \u043e\u043f\u043e\u0437\u043d\u0430\u043a\u043e\u0432 \u0431\u044b\u043b\u0438 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0413\u041d\u0421\u0421 EFT M3 \u0432 RTK \u0440\u0435\u0436\u0438\u043c\u0435. \u0421 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f \u0432\u044b\u0441\u043e\u0442\u044b \u043a\u0430\u0431\u0435\u043b\u044c\u043d\u044b\u0445 \u0432\u044b\u0441\u043e\u043a\u043e\u0432\u043e\u043b\u044c\u0442\u043d\u044b\u0445 \u043b\u0438\u043d\u0438\u0439 AR600E \u043e\u0442 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043e\u043f\u043e\u0437\u043d\u0430\u043a\u0430 \u0431\u044b\u043b\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u0432\u044b\u0441\u043e\u0442\u0430 \u043f\u0440\u043e\u043b\u0435\u0433\u0430\u043d\u0438\u044f \u0434\u043e \u043d\u0438\u0436\u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0432\u043e\u0434\u0430.<\/p>\n<img src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/cable_height.webp\" title=\"cable_height\" alt=\"cable_height\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/cable_height.webp 254w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/cable_height-10x12.webp 10w\" sizes=\"(max-width: 254px) 100vw, 254px\" \/>\n<p><\/p> <p>\u0422\u0430\u043a\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c, \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u043c \u0431\u044b\u043b\u0438 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u044b \u0433\u0430\u0431\u0430\u0440\u0438\u0442\u044b \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043e\u043f\u043e\u0437\u043d\u0430\u043a\u0430.\u00a0\u00a0\u0422\u0435\u043f\u0435\u0440\u044c \u043e\u0441\u0442\u0430\u0432\u0430\u043b\u043e\u0441\u044c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0432\u044b\u0441\u043e\u0442\u0443 \u043f\u0440\u043e\u0432\u043e\u0434\u0430 \u043d\u0430\u0434 \u043e\u043f\u043e\u0437\u043d\u0430\u043a\u043e\u043c \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043c\u0435\u0442\u043e\u0434\u043e\u043c, \u043e\u0441\u043d\u043e\u0432\u044b\u0432\u0430\u044f\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441\u044a\u0435\u043c\u043a\u0438 \u0441 \u0431\u0435\u0441\u043f\u0438\u043b\u043e\u0442\u043d\u0438\u043a\u0430. \u0412 \u0437\u0430\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u043c\u044b \u0441\u0440\u0430\u0432\u043d\u0438\u043c \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0439, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u0441 \u0431\u0435\u0441\u043f\u0438\u043b\u043e\u0442\u043d\u0438\u043a\u0430 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u043c. \u0421\u044a\u0435\u043c\u043a\u0430 \u0441 \u0432\u043e\u0437\u0434\u0443\u0445\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c \u0433\u0435\u043e\u0434\u0435\u0437\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043a\u0432\u0430\u0434\u0440\u043e\u043a\u043e\u043f\u0442\u0435\u0440\u043e\u043c\u00a0 Phantom 4 Pro v2 PPK \u043e\u0442 <a href=\"https:\/\/uav-design.com\/\">uav-design.com<\/a><\/p> <p><\/p>\n<img src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/uav-d_copt.jpg\" title=\"uav-d_copt\" alt=\"uav-d_copt\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/uav-d_copt.jpg 900w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/uav-d_copt-300x251.jpg 300w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/uav-d_copt-600x502.jpg 600w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/uav-d_copt-768x643.jpg 768w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/uav-d_copt-66x55.jpg 66w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/uav-d_copt-669x560.jpg 669w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\n<h2>3. \u041e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438<\/h2>\n<p>\u0413\u0435\u043e\u0434\u0435\u0437\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0446\u0435\u043d\u0442\u0440\u0430 \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u044b\u043b\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u044b\u00a0 \u0432 \u041f\u041e\u00a0 Magnet Tools.\u00a0\u0424\u043e\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043b\u0430\u0441\u044c \u0432 Photoscan Pro (Metashape).\u00a0\u0417\u0430\u043b\u0435\u0442 \u0431\u044b\u043b \u0441\u0434\u0435\u043b\u0430\u043d \u0441 \u0432\u044b\u0441\u043e\u0442\u044b 100 \u043c\u0435\u0442\u0440\u043e\u0432 \u0432 \u0434\u0432\u0430 \u043f\u0440\u043e\u043b\u0435\u0442\u0430. \u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0441\u044a\u0435\u043c\u043a\u0438 \u0441 \u0433\u0435\u043e\u0434\u0435\u0437\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0434\u0440\u043e\u043d\u0430 uav-design \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0445\u043e\u0440\u043e\u0448\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043f\u043e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438. \u0412 \u043d\u0430\u0448\u0435\u043c \u0437\u0430\u043b\u0435\u0442\u0435, \u043a\u0430\u043c\u0435\u0440\u044b \u0432\u044b\u0440\u043e\u0432\u043d\u044f\u043b\u0438\u0441\u044c \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0434\u0440\u0443\u0433 \u0434\u0440\u0443\u0433\u0430 \u0441 \u043e\u0448\u0438\u0431\u043a\u043e\u0439 \u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0434\u043e 2 \u0441\u043c \u043f\u043e \u043e\u0441\u044f\u043c. \u0427\u0435\u043c \u043c\u0435\u043d\u044c\u0448\u0435 \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0437\u0430\u0438\u043c\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043a\u0430\u043c\u0435\u0440, \u0442\u0435\u043c \u0442\u043e\u0447\u043d\u0435\u0435 \u0431\u0443\u0434\u0443\u0442 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u043f\u0440\u043e\u0432\u043e\u0434\u0430:<\/p>\n<img src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_11-33-52.png\" width=\"1200\" title=\"2019-08-12_11-33-52\" alt=\"2019-08-12_11-33-52\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_11-33-52.png 1470w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_11-33-52-300x32.png 300w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_11-33-52-600x64.png 600w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_11-33-52-768x83.png 768w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_11-33-52-1024x110.png 1024w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_11-33-52-512x55.png 512w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_11-33-52-1000x107.png 1000w\" sizes=\"(max-width: 1470px) 100vw, 1470px\" \/>\n<p>\u0421\u041a\u041e \u043d\u0430 \u043d\u0430\u0437\u0435\u043c\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0442\u043e\u0447\u043a\u0430\u0445 \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u0430\u043d\u0442\u0438\u043c\u0435\u0442\u0440\u043e\u0432:<\/p>\n<img src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_err_opo.jpg\" width=\"1200\" title=\"LEP_err_opo\" alt=\"LEP_err_opo\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_err_opo.jpg 800w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_err_opo-300x110.jpg 300w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_err_opo-600x220.jpg 600w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_err_opo-768x281.jpg 768w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_err_opo-150x55.jpg 150w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\n<p>\u041f\u043e \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0431\u044b\u043b\u0438 \u043e\u0442\u043c\u0435\u0447\u0435\u043d\u044b \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432 \u041b\u042d\u041f \u0432 \u043c\u0435\u0441\u0442\u0430\u0445 \u043d\u0430\u0434 \u043e\u043f\u043e\u0437\u043d\u0430\u043a\u0430\u043c\u0438. \u0412\u0441\u0435\u0433\u043e \u0431\u044b\u043b\u043e \u0432\u0437\u044f\u0442\u043e \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043c\u0435\u0442\u043e\u0434\u043e\u043c 5 \u043e\u0442\u043c\u0435\u0442\u043e\u043a \u043d\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0443\u0447\u0430\u0441\u0442\u043a\u0430\u0445 2\u0445 \u043f\u0440\u043e\u043b\u0435\u0442\u043e\u0432 \u041b\u042d\u041f.<\/p>\n<img src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_points_wires3.jpg\" width=\"1200\" title=\"LEP_points_wires3\" alt=\"LEP_points_wires3\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_points_wires3.jpg 1000w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_points_wires3-300x150.jpg 300w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_points_wires3-600x301.jpg 600w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_points_wires3-768x385.jpg 768w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/LEP_points_wires3-110x55.jpg 110w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\n<p>\u0412 \u0438\u0442\u043e\u0433\u043e\u0432\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u0440\u0430\u0437\u043d\u0438\u0446\u0430 \u0432 \u0432\u044b\u0441\u043e\u0442\u0435 \u043f\u0440\u043e\u0432\u043e\u0434\u043e\u0432, \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u043c\u0435\u0442\u043e\u0434\u043e\u043c \u0438 \u0444\u043e\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c. \u041c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0438 12 \u0441\u043c, \u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u043c.<\/p>\n<img src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_14-00-18.png\" width=\"1200\" title=\"2019-08-12_14-00-18\" alt=\"2019-08-12_14-00-18\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_14-00-18.png 932w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_14-00-18-300x67.png 300w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_14-00-18-600x135.png 600w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_14-00-18-768x172.png 768w, https:\/\/aerostream.kz\/wp-content\/uploads\/2019\/08\/2019-08-12_14-00-18-245x55.png 245w\" sizes=\"(max-width: 932px) 100vw, 932px\" \/>\n<p>\u0412\u044b\u0432\u043e\u0434: \u0424\u043e\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0441\u044a\u0435\u043c\u043a\u0430 \u041b\u042d\u041f \u0441 \u0431\u0435\u0441\u043f\u0438\u043b\u043e\u0442\u043d\u0438\u043a\u043e\u0432 \u043f\u043e \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438, \u043e\u0442\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u043e\u0439 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \"\u0410\u044d\u0440\u043e\u0441\u0442\u0440\u0438\u043c\", \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u044c \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u043f\u0440\u043e\u0432\u043e\u0434\u0430 \u0441 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u043e\u0440\u044f\u0434\u043a\u0430 5-12 \u0441\u043c, \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u044a\u0435\u043c\u043a\u043e\u0439.<\/p>","_links":{"self":[{"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/posts\/9369"}],"collection":[{"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/comments?post=9369"}],"version-history":[{"count":7,"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/posts\/9369\/revisions"}],"predecessor-version":[{"id":9377,"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/posts\/9369\/revisions\/9377"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/media\/9187"}],"wp:attachment":[{"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/media?parent=9369"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/categories?post=9369"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/tags?post=9369"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}