{"id":9380,"date":"2023-01-27T18:15:05","date_gmt":"2023-01-27T15:15:05","guid":{"rendered":"https:\/\/aerostream.kz\/?p=9380"},"modified":"2026-03-11T12:40:29","modified_gmt":"2026-03-11T09:40:29","slug":"aerial-winter-survey","status":"publish","type":"post","link":"https:\/\/aerostream.kz\/en\/aerial-winter-survey\/","title":{"rendered":"UAV surveying in winter and the elevation points"},"content":{"rendered":"<!--themify_builder_content-->\n<div id=\"themify_builder_content-9380\" data-postid=\"9380\" class=\"themify_builder_content themify_builder_content-9380 themify_builder tf_clear\">\n                    <div  data-parallax-bg=\"desktop\" data-css_id=\"eb931ca\" data-lazy=\"1\" class=\"module_row themify_builder_row fullheight fullwidth tb_eb931ca tb_first tf_w\">\n            <span class=\"builder_row_cover tf_abs\"><\/span>            <div class=\"row_inner col_align_top tb_col_count_1 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col-full tb_2870a0c first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_4a79c85\" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h1>UAV surveying in winter<\/h1>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_3b7d6ab\" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p>\u00a0and the elevation points<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module icon -->\n<div  class=\"module module-icon tb_37ede48  xlarge  icon_horizontal tf_textc wow\" data-tf-animation=\"fadeInDown\" data-tf-animation_repeat=\"999999\" data-lazy=\"1\">\n            <div class=\"module-icon-item\">\n                            <a href=\"#journey-begins\">\n                                                                    <em class=\"tf_box\"><svg  class=\"tf_fa tf-fas-angle-double-down\" aria-hidden=\"true\"><use href=\"#tf-fas-angle-double-down\"><\/use><\/svg><\/em>\n                                                                <\/a>\n                    <\/div>\n    <\/div>\n<!-- \/module icon -->\n        <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"journey-begins\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-journey-begins tb_3b54782 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_1 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col-full tb_c083679 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_16b2a1c\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_2dd6a7a first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_88ca549\" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h2>Why winter surveying is different.<\/h2>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_5ff667f   tb_text_dropcap\" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p>We are often asked about the topographical  drone surveys in winter. After all, the main essence of this technology is to obtain the surface model and extract the elevation points remotely. An aircraft or a quadcopter takes photographs of the area while simultaneously recording the geodetic coordinates of the image centers. After that, photogrammetric data processing is performed and an orthomosaic of the surveyed area is produced along with the DEM. The orthomosaic is used to draw a topographic plan, and the height map (DEM) is used to obtain elevation points. Since all data is based on the images, all derivative materials will only have the information that was captured on the images. Thus, two questions are always asked regarding the winter time: how do snow cover and forest affect the final materials?<\/p>\n<p>When it comes to snow, the answer is clear - photogrammetric software builds the surface of the snow, meaning that we can only obtain elevation data from the snow's surface. If the distribution of snow is relatively uniform, we can simply subtract the thickness of the snow cover. However, when it comes to trees, the question is more complex and is related to the algorithms of the photogrammetric software. If you fly not too close to the ground, the program may not \"see\" small elements, such as branches, tree trunks, and wires, when constructing the digital elevation model. In fact, if a deciduous forest is photographed without leaves in winter, we will only get marks of snow cover on the site instead of trees.<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_4fnv199\" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h2>Survey example, described by a survey engineer<\/h2>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_8iuz833   tb_text_dropcap\" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p>The aerial surveying performed with a Phantom 4 Pro PPK drone from <a href=\"https:\/\/uav-design.com\/ru\/\">https:\/\/uav-design.com\/ru\/<\/a><\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n        <!-- module image -->\n<div  class=\"module module-image tb_38d3bb3 image-center rounded  tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"294\" height=\"300\" src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/phantom_PPK.webp\" class=\"wp-post-image wp-image-9383\" title=\"phantom_PPK\" alt=\"phantom_PPK\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/phantom_PPK.webp 294w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/phantom_PPK-12x12.webp 12w\" sizes=\"auto, (max-width: 294px) 100vw, 294px\" \/>    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_9b2z442\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_mydt443 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_3pbv443\" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p>Photogrammetric processing performed using the Agisoft Metashape software.<\/p>\n<p>The site was a snow-covered field with longitudinal and transverse ditches, partially overgrown with willow 2 to 7 meters high. Compared to classical geodetic survey, when topographical survey of a site is carried out by a surveyor,  unmanned aerial technologies provide better accuracy for this type of terrain. Why?<\/p>\n<p><strong>Firstly.\u00a0<\/strong>The accuracy of the terrain is generally higher, since the flight materials allow the automatic reconstruction of a 3D model from a dense point cloud (ranging from 100 thousand to tens of millions of points, depending on processing requirements). On this particular site, the thickness of the snow cover was uniform. It was measured at several control points, and did not exceed the average statistical error of classical surveying. Also, with classical geodesy, the surveyor will take measurements at points with the density of 10-20 meters, or only measure the key points of the relief. Thus, the resulting surface model  will be much less detailed, compared to the aerial survey outcome.<\/p>\n<p>Here is an example of an orthomosaic and a DEM of the site:<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module image -->\n<div  class=\"module module-image tb_ea2s122 image-center   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"1377\" height=\"884\" src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field.webp\" class=\"wp-post-image wp-image-9384\" title=\"ortho-dem-field\" alt=\"ortho-dem-field\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field.webp 1377w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field-300x193.webp 300w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field-600x385.webp 600w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field-1024x657.webp 1024w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field-768x493.webp 768w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field-18x12.webp 18w\" sizes=\"auto, (max-width: 1377px) 100vw, 1377px\" \/>    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image --><!-- module text -->\n<div  class=\"module module-text tb_uyc859\" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Secondly.\u00a0<\/strong>The contours of the boundaries of ditches, cliffs, slopes and other key elements of the relief, visible on a detailed surface, allow one to determine the \u201cfracture line\u201d  more accurately and draw it on the topographic plan. In field conditions, the surveyor does not always see a clear boundary of the \"relief fracture\".<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module image -->\n<div  class=\"module module-image tb_6w2j243 image-center   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"979\" height=\"865\" src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field2.webp\" class=\"wp-post-image wp-image-9385\" title=\"ortho-dem-field2\" alt=\"ortho-dem-field2\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field2.webp 979w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field2-300x265.webp 300w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field2-600x530.webp 600w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field2-768x679.webp 768w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field2-14x12.webp 14w\" sizes=\"auto, (max-width: 979px) 100vw, 979px\" \/>    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image --><!-- module text -->\n<div  class=\"module module-text tb_8xth939\" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Thirdly.\u00a0<\/strong>The Agisoft Metashape omits the trees and bushes from the terrain reconstruction, when processing the materials of a winter survey with low forest density (overgrown ditches in this example). In other words, it does not see these elements when creating a height map.<\/p>\n<p>The elevation points obtained using Metashape are almost identical to the control with field measurements in areas of tree vegetation.<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module image -->\n<div  class=\"module module-image tb_l6os73 image-center   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"1100\" height=\"724\" src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/elevation_points.webp\" class=\"wp-post-image wp-image-9386\" title=\"elevation_points\" alt=\"elevation_points\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/elevation_points.webp 1100w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/elevation_points-300x197.webp 300w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/elevation_points-600x395.webp 600w, 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winter<\/p>","protected":false},"author":2,"featured_media":9388,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[49],"tags":[],"class_list":["post-9380","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":"<!-- This site is optimized with the Yoast SEO plugin v22.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0421\u044a\u0435\u043c\u043a\u0430 \u0441 \u0431\u0435\u0441\u043f\u0438\u043b\u043e\u0442\u043d\u0438\u043a\u0430 \u0432 \u0437\u0438\u043c\u043d\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u0438 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u0432\u044b\u0441\u043e\u0442 - Aerostream<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" 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\u0432\u044b\u0441\u043e\u0442 \u00ab\u043d\u0435 \u0432\u0438\u0434\u0438\u0442\u00bb \u0442\u043e\u043d\u043a\u0438\u0435 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u044b \u0432 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0430\u0445 \u0441\u043d\u0438\u043c\u043a\u0430 \u2014 \u0432\u0435\u0442\u043a\u0438, \u0441\u0442\u0432\u043e\u043b\u044b \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432, \u043f\u0440\u043e\u0432\u043e\u0434\u0430 \u0438 \u0442.\u0434. \u041f\u043e \u0441\u0443\u0442\u0438, \u0435\u0441\u043b\u0438 \u043b\u0438\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043b\u0435\u0441 \u0441\u043d\u044f\u0442 \u0431\u0435\u0437 \u043a\u0440\u043e\u043d \u0432 \u0437\u0438\u043c\u043d\u0438\u0439 \u043f\u0435\u0440\u0438\u043e\u0434, \u0442\u043e \u043c\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043c \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u043d\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432, \u0430 \u0441\u043d\u0435\u0436\u043d\u043e\u0433\u043e \u043f\u043e\u043a\u0440\u043e\u0432\u0430 \u043d\u0430 \u044d\u0442\u043e\u0442 \u0443\u0447\u0430\u0441\u0442\u043e\u043a.<\/p>\n<h2>\u041f\u0440\u0438\u043c\u0435\u0440 \u0441\u044a\u0435\u043c\u043a\u0438, \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043e\u0442 \u0433\u0435\u043e\u0434\u0435\u0437\u0438\u0441\u0442\u0430<\/h2>\n<p>\u0421\u044a\u0435\u043c\u043a\u0430 \u0431\u044b\u043b\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0431\u0435\u0441\u043f\u0438\u043b\u043e\u0442\u043d\u044b\u043c \u043b\u0435\u0442\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043e\u043c Phantom 4 Pro PPK \u043e\u0442 <a href=\"https:\/\/uav-design.com\/ru\/\">https:\/\/uav-design.com\/ru\/<\/a><\/p>\n<img src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/phantom_PPK.webp\" title=\"phantom_PPK\" alt=\"phantom_PPK\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/phantom_PPK.webp 294w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/phantom_PPK-12x12.webp 12w\" sizes=\"(max-width: 294px) 100vw, 294px\" \/>\n<p>\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 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0432 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0435 Agisoft Photoscan Pro.<\/p> <p>\u0423\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u0437\u0430\u0441\u043d\u0435\u0436\u0435\u043d\u043d\u043e\u0435 \u043f\u043e\u043b\u0435 \u0441 \u043f\u0440\u043e\u0434\u043e\u043b\u044c\u043d\u044b\u043c\u0438 \u0438 \u043f\u043e\u043f\u0435\u0440\u0435\u0447\u043d\u044b\u043c\u0438 \u043a\u0430\u043d\u0430\u0432\u0430\u043c\u0438, \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0437\u0430\u0440\u043e\u0441\u0448\u0435\u0439 \u0438\u0432\u043e\u0439 \u0432\u044b\u0441\u043e\u0442\u043e\u0439 \u043e\u0442 2 \u0434\u043e 7 \u043c\u0435\u0442\u0440\u043e\u0432. \u041f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0433\u0435\u043e\u0434\u0435\u0437\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u044a\u0435\u043c\u043a\u043e\u0439, \u043a\u043e\u0433\u0434\u0430 \u0442\u043e\u043f\u043e\u0441\u044a\u0435\u043c\u043a\u0430 \u0443\u0447\u0430\u0441\u0442\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0433\u0435\u043e\u0434\u0435\u0437\u0438\u0441\u0442\u043e\u043c, \u0434\u0430\u043d\u043d\u044b\u0439 \u0442\u0438\u043f \u043c\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u0447\u043d\u0435\u0435 \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 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439. \u041f\u043e\u0447\u0435\u043c\u0443?<\/p> <p><strong>\u0412\u043e-\u043f\u0435\u0440\u0432\u044b\u0445.\u00a0<\/strong>\u041e\u0431\u0449\u0430\u044f \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044f \u0440\u0435\u043b\u044c\u0435\u0444\u0430 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u0447\u043d\u0435\u0435, \u0442\u0430\u043a \u043a\u0430\u043a\u00a0 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b \u0437\u0430\u043b\u0435\u0442\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043f\u043e\u043b\u043d\u043e\u0446\u0435\u043d\u043d\u0443\u044e 3-D \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0438\u0437 \u043f\u043b\u043e\u0442\u043d\u043e\u0433\u043e \u043e\u0431\u043b\u0430\u043a\u043e \u0442\u043e\u0447\u0435\u043a (\u0434\u043e\u0445\u043e\u0434\u044f\u0449\u0438\u0445 \u043e\u0442 100 \u0442\u044b\u0441\u044f\u0447 \u0438 \u0434\u043e \u0434\u0435\u0441\u044f\u0442\u043a\u043e\u0432 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043e\u0432 \u0442\u043e\u0447\u0435\u043a \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438).\u00a0\u041d\u0430 \u044d\u0442\u043e\u043c \u0443\u0447\u0430\u0441\u0442\u043a\u0435\u00a0\u0442\u043e\u043b\u0449\u0438\u043d\u0430 \u0441\u043d\u0435\u0436\u043d\u043e\u0433\u043e \u043f\u043e\u043a\u0440\u043e\u0432\u0430 \u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0438\u043c\u0435\u043b\u0430 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u0443\u044e \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0443.\u00a0\u041e\u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u043f\u0438\u043a\u0435\u0442\u0430\u0445, \u0438 \u043d\u0435 \u043f\u0440\u0435\u0432\u043e\u0441\u0445\u043e\u0434\u0438\u0442 \u0441\u0440\u0435\u0434\u043d\u0435\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u043f\u0440\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u044a\u0435\u043c\u043a\u0435.\u00a0\u0422\u0430\u043a\u0436\u0435 \u043f\u0440\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0433\u0435\u043e\u0434\u0435\u0437\u0438\u0438, \u043d\u0430 \u0434\u0430\u043d\u043d\u043e\u0439 \u0442\u0435\u0440\u0440\u0438\u0442\u043e\u0440\u0438\u0438 \u0433\u0435\u043e\u0434\u0435\u0437\u0438\u0441\u0442 \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c \u0442\u043e\u0447\u043a\u0438 \u0441 \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u044c\u044e \u0442\u043e\u0447\u0435\u043a \u043e\u0442 10-20 \u043c\u0435\u0442\u0440\u043e\u0432 \u0434\u043e \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0448\u0430\u0433\u0430, \u0438\u043b\u0438 \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u043d\u044b\u0435 \u0442\u043e\u0447\u043a\u0438 \u0440\u0435\u043b\u044c\u0435\u0444\u0430. \u0427\u0442\u043e \u043d\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442 \u0435\u043c\u0443 \u0434\u043e\u0441\u0442\u0438\u0447\u044c \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u044a\u0435\u043c\u043a\u0438 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0438.<\/p> <p>\u041d\u0438\u0436\u0435 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442 \u0441 \u043e\u0440\u0444\u0442\u043e\u0442\u043e\u043f\u043b\u0430\u043d\u0430 \u0438 \u043a\u0430\u0440\u0442\u044b \u0432\u044b\u0441\u043e\u0442 \u0443\u0447\u0430\u0441\u0442\u043a\u0430:<\/p>\n<img src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field.webp\" title=\"ortho-dem-field\" alt=\"ortho-dem-field\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field.webp 1377w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field-300x193.webp 300w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field-600x385.webp 600w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field-1024x657.webp 1024w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field-768x493.webp 768w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field-18x12.webp 18w\" sizes=\"(max-width: 1377px) 100vw, 1377px\" \/>\n<p><strong>\u0412\u043e-\u0432\u0442\u043e\u0440\u044b\u0445.\u00a0<\/strong>\u041a\u043e\u043d\u0442\u0443\u0440\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043a\u0430\u043d\u0430\u0432, \u043e\u0431\u0440\u044b\u0432\u043e\u0432, \u043e\u0442\u043a\u043e\u0441\u043e\u0432 \u0438 \u043f\u0440\u043e\u0447\u0438\u0445 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u043d\u044b\u0445 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u043e\u0432 \u0440\u0435\u043b\u044c\u0435\u0444\u0430 \u043f\u0440\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0432 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0435 Agisoft Metashape, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e \u0442\u043e\u0447\u043d\u0435\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u00ab\u043b\u0438\u043d\u0438\u044e \u043f\u0435\u0440\u0435\u043b\u043e\u043c\u0430\u00bb \u0438 \u043d\u0430\u043d\u0435\u0441\u0442\u0438 \u0435\u0435 \u043d\u0430 \u043f\u043b\u0430\u043d. \u0412 \u043f\u043e\u043b\u0435\u0432\u044b\u0445 \u0436\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445 \u0433\u0435\u043e\u0434\u0435\u0437\u0438\u0441\u0442 \u043d\u0435 \u0432\u0441\u0435\u0433\u0434\u0430 \u0432\u0438\u0434\u0438\u0442 \u0447\u0435\u0442\u043a\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u00ab\u043f\u0435\u0440\u0435\u043b\u043e\u043c\u0430 \u0440\u0435\u043b\u044c\u0435\u0444\u0430\u00bb.<\/p>\n<img src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field2.webp\" title=\"ortho-dem-field2\" alt=\"ortho-dem-field2\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field2.webp 979w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field2-300x265.webp 300w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field2-600x530.webp 600w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field2-768x679.webp 768w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/ortho-dem-field2-14x12.webp 14w\" sizes=\"(max-width: 979px) 100vw, 979px\" \/>\n<p><strong>\u0418, \u0432-\u0442\u0440\u0435\u0442\u044c\u0438\u0445.\u00a0<\/strong>\u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 Agisoft Metashape \u043f\u0440\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u043a\u0430\u0440\u0442\u044b \u043c\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0432 \u0437\u0438\u043c\u043d\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u0438 \u043f\u0440\u0438 \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u043e\u0439 \u043f\u043b\u043e\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043b\u0435\u0441\u0435\u043d\u043d\u043e\u0441\u0442\u0438 (\u043d\u0430 \u0434\u0430\u043d\u043d\u043e\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u0437\u0430\u0440\u043e\u0441\u0448\u0438\u0435 \u043a\u0430\u043d\u0430\u0432\u044b) \u041e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0440\u0435\u043b\u044c\u0435\u0444 \u0431\u0435\u0437 \u0443\u0447\u0435\u0442\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0438 \u043a\u0443\u0441\u0442\u043e\u0432, \u043f\u0440\u043e\u0449\u0435 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043d\u0435 \u0432\u0438\u0434\u0438\u0442 \u044d\u0442\u0438 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u044b \u043f\u0440\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u043a\u0430\u0440\u0442\u044b \u0432\u044b\u0441\u043e\u0442.<\/p> <p>\u041e\u0442\u043c\u0435\u0442\u043a\u0438 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u0440\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u043c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u043c Metashape \u0438 \u043f\u0440\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0432\u044b\u0445 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\u0445 \u0432 \u043c\u0435\u0441\u0442\u0430\u0445 \u0434\u0440\u0435\u0432\u0435\u0441\u043d\u043e\u0439 \u0440\u0430\u0441\u0442\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438.<\/p>\n<img src=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/elevation_points.webp\" title=\"elevation_points\" alt=\"elevation_points\" srcset=\"https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/elevation_points.webp 1100w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/elevation_points-300x197.webp 300w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/elevation_points-600x395.webp 600w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/elevation_points-1024x674.webp 1024w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/elevation_points-768x505.webp 768w, https:\/\/aerostream.kz\/wp-content\/uploads\/2023\/01\/elevation_points-18x12.webp 18w\" sizes=\"(max-width: 1100px) 100vw, 1100px\" \/>","_links":{"self":[{"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/posts\/9380","targetHints":{"allow":["GET"]}}],"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=9380"}],"version-history":[{"count":11,"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/posts\/9380\/revisions"}],"predecessor-version":[{"id":11849,"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/posts\/9380\/revisions\/11849"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/media\/9388"}],"wp:attachment":[{"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/media?parent=9380"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/categories?post=9380"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aerostream.kz\/en\/wp-json\/wp\/v2\/tags?post=9380"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}