{"id":2488,"date":"2025-05-12T06:35:50","date_gmt":"2025-05-12T06:35:50","guid":{"rendered":"https:\/\/www.satlabgeo.com\/?post_type=industries&#038;p=2488"},"modified":"2025-05-15T03:51:34","modified_gmt":"2025-05-15T03:51:34","slug":"debris-flow-disaster-investigation","status":"publish","type":"industries","link":"https:\/\/www.satlabgeo.com\/fr\/industries\/debris-flow-disaster-investigation\/","title":{"rendered":"Le LiDAR Apus-MX optimise les enqu\u00eates sur les catastrophes caus\u00e9es par les coul\u00e9es de d\u00e9bris"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"2488\" class=\"elementor elementor-2488\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-39388de elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"39388de\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-80de89c\" data-id=\"80de89c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-faf2538 elementor-widget elementor-widget-image\" data-id=\"faf2538\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.12.2 - 23-04-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Apus-MX-20.webp\" title=\"Apus-MX-20\" alt=\"LiDAR Apus-MX\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3895188 elementor-widget elementor-widget-text-editor\" data-id=\"3895188\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.12.2 - 23-04-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 18pt;\"><strong><span style=\"font-family: Avenir, Medium;\"><a href=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Apus-MX_Empowering-Debris-Flow-Disaster-Investigations.pdf\">T\u00e9l\u00e9chargez l&#039;article complet ici &gt;&gt;&gt;<\/a><\/span><\/strong><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-803dd82 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"803dd82\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default elementor-inline-editing pen\" data-elementor-setting-key=\"title\" data-pen-placeholder=\"Type Here...\" style=\"font-weight: 600; font-size: 34px; color: #000102;\"><em>Introduction<\/em><em>production<\/em><\/h2>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96c93b1 elementor-widget elementor-widget-text-editor\" data-id=\"96c93b1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-family: Avenir, Medium;color:#000000;\">Les coul\u00e9es de d\u00e9bris sont plus fr\u00e9quentes en \u00e9t\u00e9 et en automne. Durant cette p\u00e9riode, l&#039;augmentation des pr\u00e9cipitations, les fortes temp\u00eates et les pr\u00e9cipitations prolong\u00e9es fournissent une eau abondante, d\u00e9clenchant ainsi des coul\u00e9es de d\u00e9bris.<\/span><\/p>\n<p><span style=\"font-family: Avenir, Medium;color:#000000;\">Dans les zones montagneuses, la fonte des glaces et des neiges contribue \u00e9galement au risque. La hausse des temp\u00e9ratures entra\u00eene un ruissellement accru, ce qui d\u00e9stabilise les pentes et accro\u00eet le risque de laves torrentielles.<\/span><\/p>\n<p><span style=\"font-family: Avenir, Medium;color:#000000;\">Ces \u00e9v\u00e9nements entra\u00eenent des pertes \u00e9conomiques importantes et constituent de graves menaces pour la s\u00e9curit\u00e9 humaine et l&#039;environnement. Les \u00e9tudes sur les coul\u00e9es de d\u00e9bris permettent de comprendre les conditions de leur formation, d&#039;\u00e9valuer les risques potentiels, de d\u00e9terminer les emplacements propices aux projets d&#039;att\u00e9nuation et de prot\u00e9ger les \u00e9cosyst\u00e8mes locaux.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c74bc07 elementor-widget elementor-widget-text-editor\" data-id=\"c74bc07\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div><strong><span style=\"font-family: Avenir, Medium; font-size: 18pt; color: #000000;\"><i>Contexte du projet<\/i><\/span><\/strong><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76e69f4 elementor-widget elementor-widget-text-editor\" data-id=\"76e69f4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-family: Avenir, Medium;color:#000000\">\u00c0 Chengdu, dans la province du Sichuan, en Chine, la saison des inondations a \u00e9t\u00e9 marqu\u00e9e par de multiples \u00e9pisodes de fortes pluies. Plusieurs zones \u00e0 risques g\u00e9ologiques ont ainsi \u00e9t\u00e9 touch\u00e9es par des coul\u00e9es de d\u00e9bris.<\/span><\/p>\n<p><span style=\"font-family: Avenir, Medium;color:#000000\"> Conform\u00e9ment aux exigences des autorit\u00e9s locales, une \u00e9tude a \u00e9t\u00e9 men\u00e9e. L&#039;objectif \u00e9tait d&#039;\u00e9valuer la g\u00e9omorphologie, la d\u00e9formation de surface, la couverture v\u00e9g\u00e9tale et les caract\u00e9ristiques hydrologiques. Cela permettrait d&#039;\u00e9valuer les risques de catastrophe, de pr\u00e9voir les changements futurs et de soutenir les efforts d&#039;alerte pr\u00e9coce et de pr\u00e9vention.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e7ec5d elementor-widget elementor-widget-text-editor\" data-id=\"5e7ec5d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<strong><span style=\"font-family: Avenir, Medium; color: #000000; font-size: 14pt;\"><i>Ce projet couvre deux domaines d\u2019enqu\u00eate :<\/i><\/span><\/strong>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b82e534 elementor-widget elementor-widget-text-editor\" data-id=\"b82e534\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul>\n \t<span style=\"font-family: Avenir, Medium; font-size: 12pt; color: #000000;\"><li>Superficie 1 : 0,5 km\u00b2, altitude variant de 1 400 \u00e0 2 300 m\u00e8tres.<\/li><\/span>\n \t<span style=\"font-family: Avenir, Medium; font-size: 12pt; color: #000000;\"> <li>Superficie 2 : 0,35 km\u00b2, altitude variant de 1 150 \u00e0 1 450 m\u00e8tres.<\/li><\/span>\n<\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-febab28 elementor-widget elementor-widget-text-editor\" data-id=\"febab28\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-family: Avenir, Medium;color:#000000;\">Les deux zones d\u2019\u00e9tude sont principalement couvertes de for\u00eats primaires denses avec une v\u00e9g\u00e9tation multicouche, comprenant des sous-bois \u00e9pais et des arbustes bas.<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8521207 elementor-widget elementor-widget-image\" data-id=\"8521207\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"298\" src=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure1-Areas-to-be-surveyed-300x298.webp\" class=\"attachment-medium size-medium wp-image-2493\" alt=\"Syst\u00e8me LiDAR pour drones\" loading=\"lazy\" srcset=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure1-Areas-to-be-surveyed-300x298.webp 300w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure1-Areas-to-be-surveyed-1024x1017.webp 1024w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure1-Areas-to-be-surveyed-150x150.webp 150w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure1-Areas-to-be-surveyed-768x762.webp 768w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure1-Areas-to-be-surveyed-1536x1525.webp 1536w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure1-Areas-to-be-surveyed-2048x2033.webp 2048w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure1-Areas-to-be-surveyed-600x596.webp 600w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure1-Areas-to-be-surveyed-100x100.webp 100w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-020c33b elementor-widget elementor-widget-text-editor\" data-id=\"020c33b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 12pt;\"><em><span style=\"font-family: Avenir, Medium; color: #919191;\">Figure 1 Zones \u00e0 \u00e9tudier<\/span><\/em><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a403967 elementor-widget elementor-widget-text-editor\" data-id=\"a403967\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div><strong><span style=\"font-family: Avenir, Medium; font-size: 18pt; color: #000000;\"><i>D\u00e9fi<\/i><\/span><\/strong><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df991df elementor-widget elementor-widget-text-editor\" data-id=\"df991df\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-family: Avenir, Medium; color: #000000;\">Les coul\u00e9es de d\u00e9bris se produisent souvent dans les r\u00e9gions montagneuses et les canyons, au relief complexe et aux conditions m\u00e9t\u00e9orologiques impr\u00e9visibles. Ces zones sont difficilement accessibles et pr\u00e9sentent un environnement difficile, ce qui rend les relev\u00e9s traditionnels sur site \u00e0 la fois risqu\u00e9s et sujets \u00e0 erreurs.<\/span><\/p>\n<p><span style=\"font-family: Avenir, Medium; color: #000000;\">La zone d&#039;\u00e9tude est constitu\u00e9e de montagnes bois\u00e9es de haute altitude \u00e0 la v\u00e9g\u00e9tation dense. La transmission des donn\u00e9es peut \u00eatre affect\u00e9e par les contraintes et les interf\u00e9rences du terrain, ce qui n\u00e9cessite des solutions techniques avanc\u00e9es et des \u00e9quipements d&#039;enqu\u00eate performants.<\/span><\/p>\n<p><span style=\"font-family: Avenir, Medium; color: #000000;\">Les points de d\u00e9collage disponibles pr\u00e9sentent un d\u00e9nivel\u00e9 important de pr\u00e8s de 1\u00a0000 m\u00e8tres par rapport au point culminant de la zone d&#039;\u00e9tude. Un drone multirotor \u00e9quip\u00e9 d&#039;un LiDAR doit franchir au moins 1\u00a0000 m\u00e8tres d&#039;altitude en un seul vol pour capturer des donn\u00e9es d&#039;\u00e9tude compl\u00e8tes.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea3034d elementor-widget elementor-widget-text-editor\" data-id=\"ea3034d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div><strong><span style=\"font-family: Avenir, Medium; font-size: 18pt; color: #000000;\"><i>Solution<\/i><\/span><\/strong><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-648fc64 elementor-widget elementor-widget-text-editor\" data-id=\"648fc64\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-family: Avenir, Medium; color: #000000;\">Pour r\u00e9pondre aux exigences, nous avons d\u00e9ploy\u00e9 la technologie drone et LiDAR. Parmi les \u00e9quipements utilis\u00e9s figuraient le syst\u00e8me LiDAR SatLab Apus-MX et un drone DJI Matrice 350 RTK. Ces \u00e9quipements ont \u00e9t\u00e9 choisis pour leur capacit\u00e9 \u00e0 couvrir rapidement de vastes zones et \u00e0 op\u00e9rer en toute s\u00e9curit\u00e9. Une strat\u00e9gie de vol \u00e0 proximit\u00e9 du sol a \u00e9t\u00e9 adopt\u00e9e, avec un total de trois missions de vol pour compl\u00e9ter l&#039;acquisition de donn\u00e9es sur l&#039;ensemble de la zone \u00e9tudi\u00e9e.<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fda17eb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fda17eb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-ab66f57\" data-id=\"ab66f57\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9fcd0f9 elementor-widget elementor-widget-image\" data-id=\"9fcd0f9\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1013\" height=\"560\" src=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure2-SatLab-Apus-MX-mounted-on-the-DJI-M350-.webp\" class=\"attachment-full size-full wp-image-2498\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure2-SatLab-Apus-MX-mounted-on-the-DJI-M350-.webp 1013w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure2-SatLab-Apus-MX-mounted-on-the-DJI-M350--300x166.webp 300w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure2-SatLab-Apus-MX-mounted-on-the-DJI-M350--768x425.webp 768w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure2-SatLab-Apus-MX-mounted-on-the-DJI-M350--600x332.webp 600w\" sizes=\"(max-width: 1013px) 100vw, 1013px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6164d11 elementor-widget elementor-widget-text-editor\" data-id=\"6164d11\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 12pt;\"><em><span style=\"font-family: Avenir, Medium; color: #919191;\">Figure 2 SatLab Apus-MX mont\u00e9 sur le DJI M350 <\/span><\/em><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-99e5c1b\" data-id=\"99e5c1b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cf88238 elementor-widget elementor-widget-image\" data-id=\"cf88238\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1013\" height=\"560\" src=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure3-Flight-plan-of-the-acquisition.webp\" class=\"attachment-full size-full wp-image-2496\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure3-Flight-plan-of-the-acquisition.webp 1013w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure3-Flight-plan-of-the-acquisition-300x166.webp 300w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure3-Flight-plan-of-the-acquisition-768x425.webp 768w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure3-Flight-plan-of-the-acquisition-600x332.webp 600w\" sizes=\"(max-width: 1013px) 100vw, 1013px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-33712a9 elementor-widget elementor-widget-text-editor\" data-id=\"33712a9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 12pt;\"><em><span style=\"font-family: Avenir, Medium; color: #919191;\">Figure 3 Plan de vol de l&#039;acquisition<\/span><\/em><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a9810cc elementor-section-full_width elementor-section-height-min-height elementor-section-height-default elementor-section-items-middle\" data-id=\"a9810cc\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-548eb3d\" data-id=\"548eb3d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0a1a493 elementor-widget elementor-widget-text-editor\" data-id=\"0a1a493\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-family: Avenir, Medium; color: #000000;\">Param\u00e8tres du projet<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b9bd1fe elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b9bd1fe\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f44fefb\" data-id=\"f44fefb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d11e53f elementor-widget elementor-widget-text-editor\" data-id=\"d11e53f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div><strong><span style=\"font-family: Avenir, Medium; font-size: 14pt; color: #000000;\"><i>1. \u00c9quipement<\/i><\/span><\/strong><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1bff0c6 elementor-widget elementor-widget-text-editor\" data-id=\"1bff0c6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>R\u00e9seau LiDAR Apus-MX pour drone DJI M350 RTKCORS\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-838685b\" data-id=\"838685b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-249937c elementor-widget elementor-widget-text-editor\" data-id=\"249937c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div><strong><span style=\"font-family: Avenir, Medium; font-size: 14pt; color: #000000;\"><i>2. Logiciel<\/i><\/span><\/strong><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-595a294 elementor-widget elementor-widget-text-editor\" data-id=\"595a294\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Sat-LiDAR<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a4f8b10 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a4f8b10\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0223b3d\" data-id=\"0223b3d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7f345dc elementor-widget elementor-widget-text-editor\" data-id=\"7f345dc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-family: Avenir, Medium; color: #000000;\">Sp\u00e9cification<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a1896d elementor-widget elementor-widget-image\" data-id=\"0a1896d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"616\" src=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Table-1-Apus-MX-UAV-LiDAR-Specification-768x739.webp\" class=\"attachment-medium_large size-medium_large wp-image-2499\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Table-1-Apus-MX-UAV-LiDAR-Specification-768x739.webp 768w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Table-1-Apus-MX-UAV-LiDAR-Specification-300x289.webp 300w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Table-1-Apus-MX-UAV-LiDAR-Specification-1024x986.webp 1024w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Table-1-Apus-MX-UAV-LiDAR-Specification-600x578.webp 600w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Table-1-Apus-MX-UAV-LiDAR-Specification.webp 1050w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2b7ed4 elementor-widget elementor-widget-text-editor\" data-id=\"e2b7ed4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 12pt;\"><em><span style=\"font-family: Avenir, Medium; color: #919191;\">Tableau 1 Sp\u00e9cifications du LiDAR pour drone Apus-MX <\/span><\/em><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6817efa elementor-widget elementor-widget-text-editor\" data-id=\"6817efa\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-family: Avenir, Medium; color: #000000;\">Itin\u00e9raire technique<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a834a2 elementor-widget elementor-widget-image\" data-id=\"0a834a2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"603\" src=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure4-Technical-route-768x724.webp\" class=\"attachment-medium_large size-medium_large wp-image-2500\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure4-Technical-route-768x724.webp 768w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure4-Technical-route-300x283.webp 300w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure4-Technical-route-600x566.webp 600w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure4-Technical-route.webp 1013w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea13aa2 elementor-widget elementor-widget-text-editor\" data-id=\"ea13aa2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 12pt;\"><em><span style=\"font-family: Avenir, Medium; color: #919191;\">Figure 4 Itin\u00e9raire technique<\/span><\/em><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fadfaf elementor-widget elementor-widget-text-editor\" data-id=\"2fadfaf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-family: Avenir, Medium; color: #000000;\">Le logiciel Sat-LiDAR r\u00e9sout automatiquement les donn\u00e9es de nuages de points collect\u00e9es et g\u00e9n\u00e8re des nuages de points color\u00e9s de haute pr\u00e9cision. Le filtrage des donn\u00e9es permet d&#039;obtenir des points terrestres et leurs donn\u00e9es de classification des caract\u00e9ristiques du terrain dans la zone mini\u00e8re, qui peuvent ensuite \u00eatre utilis\u00e9es pour produire des MNT, des MNS, des courbes de niveau et d&#039;autres r\u00e9sultats. De plus, le logiciel prend en charge le calcul du volume multiphas\u00e9 de la mine \u00e0 l&#039;aide d&#039;une grille TIN. Il inclut \u00e9galement des fonctionnalit\u00e9s telles que le contr\u00f4le de la pr\u00e9cision des donn\u00e9es, l&#039;ajustement des bandes, le filtrage du bruit, la classification et le traitement du pavage des nuages de points.<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b553ef elementor-widget elementor-widget-text-editor\" data-id=\"8b553ef\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div><strong><span style=\"font-family: Avenir, Medium; font-size: 18pt; color: #000000;\"><i>R\u00e9sultats<\/i><\/span><\/strong><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fddecab elementor-widget elementor-widget-text-editor\" data-id=\"fddecab\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-family: Avenir, Medium;color:#000000;\">Les donn\u00e9es des r\u00e9sultats du projet : densit\u00e9 globale du nuage de points : une moyenne de 127 points\/m\u00e8tre carr\u00e9, les points au sol sous la v\u00e9g\u00e9tation sont continus et denses, et la pr\u00e9cision du nuage de points est meilleure que 2 cm, r\u00e9pondant aux besoins de ce projet client.<\/span>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-411fac6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"411fac6\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-8c971f5\" data-id=\"8c971f5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-51f7325 elementor-widget elementor-widget-image\" data-id=\"51f7325\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"499\" height=\"293\" src=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure5-Point-cloud-density-1.webp\" class=\"attachment-large size-large wp-image-2504\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure5-Point-cloud-density-1.webp 499w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure5-Point-cloud-density-1-300x176.webp 300w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a9af65 elementor-widget elementor-widget-text-editor\" data-id=\"7a9af65\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 12pt;\"><em><span style=\"font-family: Avenir, Medium; color: #919191;\">Figure 5 Densit\u00e9 du nuage de points<\/span><\/em><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d8023f elementor-widget elementor-widget-image\" data-id=\"7d8023f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"499\" height=\"220\" src=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure8-DEM-result-.webp\" class=\"attachment-large size-large wp-image-2509\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure8-DEM-result-.webp 499w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure8-DEM-result--300x132.webp 300w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9b93d elementor-widget elementor-widget-text-editor\" data-id=\"1e9b93d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 12pt;\"><em><span style=\"font-family: Avenir, Medium; color: #919191;\">R\u00e9sultat DEM de la figure 8<\/span><\/em><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-7216285\" data-id=\"7216285\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-59cd0f5 elementor-widget elementor-widget-image\" data-id=\"59cd0f5\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"499\" height=\"293\" src=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure6-Point-cloud-thickness-1.webp\" class=\"attachment-large size-large wp-image-2505\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure6-Point-cloud-thickness-1.webp 499w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure6-Point-cloud-thickness-1-300x176.webp 300w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a68a64 elementor-widget elementor-widget-text-editor\" data-id=\"6a68a64\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 12pt;\"><em><span style=\"font-family: Avenir, Medium; color: #919191;\">Figure 6 \u00c9paisseur du nuage de points<\/span><\/em><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d344d66 elementor-widget elementor-widget-image\" data-id=\"d344d66\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"278\" src=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure9-DOM-result.webp\" class=\"attachment-large size-large wp-image-2510\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure9-DOM-result.webp 1008w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure9-DOM-result-300x130.webp 300w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure9-DOM-result-768x334.webp 768w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure9-DOM-result-600x261.webp 600w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-395d5bc elementor-widget elementor-widget-text-editor\" data-id=\"395d5bc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 12pt;\"><em><span style=\"font-family: Avenir, Medium; color: #919191;\">R\u00e9sultat DOM Figure9<\/span><\/em><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-542e095\" data-id=\"542e095\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-789308f elementor-widget elementor-widget-image\" data-id=\"789308f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"499\" height=\"293\" src=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure7Point-cloud-result.webp\" class=\"attachment-large size-large wp-image-2508\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure7Point-cloud-result.webp 499w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure7Point-cloud-result-300x176.webp 300w\" sizes=\"(max-width: 499px) 100vw, 499px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a403d8d elementor-widget elementor-widget-text-editor\" data-id=\"a403d8d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 12pt;\"><em><span style=\"font-family: Avenir, Medium; color: #919191;\">Figure 7 R\u00e9sultat du nuage de points<\/span><\/em><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48d11c5 elementor-widget elementor-widget-image\" data-id=\"48d11c5\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"274\" src=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure10-Vegetation-penetration-effect-1024x439.webp\" class=\"attachment-large size-large wp-image-2511\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure10-Vegetation-penetration-effect-1024x439.webp 1024w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure10-Vegetation-penetration-effect-300x129.webp 300w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure10-Vegetation-penetration-effect-768x329.webp 768w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure10-Vegetation-penetration-effect-600x257.webp 600w, https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Figure10-Vegetation-penetration-effect.webp 1034w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-549f857 elementor-widget elementor-widget-text-editor\" data-id=\"549f857\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p style=\"text-align: center;\"><span style=\"font-size: 12pt;\"><em><span style=\"font-family: Avenir, Medium; color: #919191;\">Figure 10 Effet de p\u00e9n\u00e9tration de la v\u00e9g\u00e9tation<\/span><\/em><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cbab680 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cbab680\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9b03869\" data-id=\"9b03869\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-04b94ac elementor-widget elementor-widget-text-editor\" data-id=\"04b94ac\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div><strong><span style=\"font-family: Avenir, Medium; font-size: 18pt; color: #000000;\"><i>Conclusion<\/i><\/span><\/strong><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c4ee09 elementor-widget elementor-widget-text-editor\" data-id=\"2c4ee09\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<span style=\"font-family: Avenir, Medium; color: #000000;\">Le syst\u00e8me LiDAR pour drone Apus-MX utilis\u00e9 dans ce projet est compatible avec le syst\u00e8me de drone DJI. Il collecte efficacement et sans contact des donn\u00e9es dans la zone sinistr\u00e9e par la lave torrentielle. Le syst\u00e8me peut mesurer jusqu&#039;\u00e0 1\u00a0200 m\u00e8tres avec une r\u00e9flectivit\u00e9 de 60% et une fr\u00e9quence d&#039;impulsion laser de 550\u00a0000 tirs par seconde. Cela am\u00e9liore l&#039;efficacit\u00e9 du travail et assure une couverture compl\u00e8te de la zone d&#039;\u00e9tude avec une densit\u00e9 de nuages de points \u00e9lev\u00e9e. M\u00eame en pr\u00e9sence d&#039;une v\u00e9g\u00e9tation dense, il capture des points au sol avec pr\u00e9cision.<\/span>\n\n<span style=\"font-family: Avenir, Medium; color: #000000;\"> Gr\u00e2ce au logiciel de traitement complet des donn\u00e9es SatLab Sat-LiDAR, le syst\u00e8me peut g\u00e9n\u00e9rer divers r\u00e9sultats de terrain en un seul clic. Il offre aux clients des services de donn\u00e9es centralis\u00e9s. L&#039;analyse des donn\u00e9es offre un support pr\u00e9cis et fiable pour l&#039;\u00e9tude des caract\u00e9ristiques g\u00e9omorphologiques, des d\u00e9formations de surface, de la couverture v\u00e9g\u00e9tale et des caract\u00e9ristiques hydrologiques dans la zone sinistr\u00e9e par les coul\u00e9es de d\u00e9bris.<\/span>\n\n<div role=\"form\" class=\"wpcf7\" id=\"wpcf7-f2414-o1\" lang=\"en-US\" dir=\"ltr\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/fr\/wp-json\/wp\/v2\/industries\/2488#wpcf7-f2414-o1\" method=\"post\" class=\"wpcf7-form init\" novalidate=\"novalidate\" data-status=\"init\" data-trp-original-action=\"\/fr\/wp-json\/wp\/v2\/industries\/2488#wpcf7-f2414-o1\">\n<div style=\"display: none;\">\n<input type=\"hidden\" name=\"_wpcf7\" value=\"2414\" \/>\n<input type=\"hidden\" name=\"_wpcf7_version\" value=\"5.6.3\" \/>\n<input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/>\n<input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f2414-o1\" \/>\n<input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/>\n<input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<input type=\"hidden\" name=\"_wpcf7cf_hidden_group_fields\" value=\"[]\" \/>\n<input type=\"hidden\" name=\"_wpcf7cf_hidden_groups\" value=\"[]\" \/>\n<input type=\"hidden\" name=\"_wpcf7cf_visible_groups\" value=\"[]\" \/>\n<input type=\"hidden\" name=\"_wpcf7cf_repeaters\" value=\"[]\" \/>\n<input type=\"hidden\" name=\"_wpcf7cf_steps\" value=\"{}\" \/>\n<input type=\"hidden\" name=\"_wpcf7cf_options\" value=\"{&quot;form_id&quot;:2414,&quot;conditions&quot;:[{&quot;then_field&quot;:&quot;-1&quot;,&quot;and_rules&quot;:[{&quot;if_field&quot;:&quot;-1&quot;,&quot;operator&quot;:&quot;equals&quot;,&quot;if_value&quot;:&quot;Product Inquiry&quot;}]}],&quot;settings&quot;:{&quot;animation&quot;:&quot;yes&quot;,&quot;animation_intime&quot;:200,&quot;animation_outtime&quot;:200,&quot;conditions_ui&quot;:&quot;normal&quot;,&quot;notice_dismissed&quot;:false}}\" \/>\n<input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/div>\n<div class=\"row\">\n    <div class=\"col-lg-12 text-center mb-4 pt-4\"><h4><b>Contactez-nous<\/b><\/h4><\/div>\n    <div class=\"col-lg-6\">\n        <div class=\"form-group\">\n            <label>Nom: <strong>*<\/strong><\/label>\n            <span class=\"wpcf7-form-control-wrap\" data-name=\"first-name\"><input type=\"text\" name=\"first-name\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required form-control\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Nom\" \/><\/span>\n        <\/div>\n    <\/div>\n    <div class=\"col-lg-6\">\n        <div class=\"form-group\">\n            <label>Num\u00e9ro de contact : <strong>*<\/strong><\/label>\n            <span class=\"wpcf7-form-control-wrap\" data-name=\"contact-number\"><input type=\"number\" name=\"contact-number\" value=\"\" class=\"wpcf7-form-control wpcf7-number wpcf7-validates-as-number form-control\" aria-invalid=\"false\" placeholder=\"Entrez votre num\u00e9ro de contact ici\u2026\" \/><\/span>\n        <\/div>\n    <\/div>\n    <div class=\"col-lg-6\">\n        <div class=\"form-group\">\n            <label>Adresse email: <strong>*<\/strong><\/label>\n            <span class=\"wpcf7-form-control-wrap\" data-name=\"email-address\"><input type=\"email\" name=\"email-address\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-email wpcf7-validates-as-required wpcf7-validates-as-email form-control\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Entrez votre adresse email ici\u2026\" \/><\/span>\n        <\/div>\n    <\/div>\n    <div class=\"col-lg-6\">\n        <div class=\"form-group\">\n            <label>Entreprise: <strong>*<\/strong><\/label>\n            <span class=\"wpcf7-form-control-wrap\" data-name=\"company-name\"><input type=\"text\" name=\"company-name\" value=\"\" size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required form-control\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Entrez votre entreprise ici\u2026\" \/><\/span>\n        <\/div>\n    <\/div>\n    <div class=\"col-lg-6\">\n        <div class=\"form-group select-box\">\n            <label>Pays\/R\u00e9gion : <strong>*<\/strong><\/label>\n            <span class=\"wpcf7-form-control-wrap\" data-name=\"country-name\"><select name=\"country-name\" class=\"wpcf7-form-control wpcf7-select form-control\" aria-invalid=\"false\"><option value=\"\">Entrez votre pays\/r\u00e9gion ici\u2026<\/option><option value=\"Afghanistan\">Afghanistan<\/option><option value=\"Albania\">Albanie<\/option><option value=\"Algeria\">Alg\u00e9rie<\/option><option value=\"American Samoa\">Samoa am\u00e9ricaines<\/option><option value=\"Andorra\">Andorre<\/option><option value=\"Angola\">Angola<\/option><option value=\"Anguilla\">Anguilla<\/option><option value=\"Antarctica\">Antarctique<\/option><option value=\"Antigua and Barbuda\">Antigua-et-Barbuda<\/option><option value=\"Argentina\">Argentine<\/option><option value=\"Armenia\">Arm\u00e9nie<\/option><option value=\"Aruban\">Aruba<\/option><option value=\"Australia\">Australie<\/option><option value=\"Austria\">Autriche<\/option><option value=\"Azerbaijan\">Azerba\u00efdjan<\/option><option value=\"Bahamas\">Bahamas<\/option><option value=\"Bahrain\">Bahre\u00efn<\/option><option value=\"Bangladesh\">Bangladesh<\/option><option value=\"Barbados\">Barbade<\/option><option value=\"Belarus\">Bi\u00e9lorussie<\/option><option value=\"Belgium\">Belgique<\/option><option value=\"Belize\">B\u00e9lize<\/option><option value=\"Benin\">B\u00e9nin<\/option><option value=\"Bermuda\">Bermudes<\/option><option value=\"Bhutan\">Bhoutan<\/option><option value=\"Bolivia\">Bolivie<\/option><option value=\"Bosnia and Herzegovina\">Bosnie-Herz\u00e9govine<\/option><option value=\"Botswana\">Botswana<\/option><option value=\"Bouvet Island\">\u00cele Bouvet<\/option><option value=\"Brazil\">Br\u00e9sil<\/option><option value=\"British Indian Ocean Territory\">Territoire britannique de l&#039;oc\u00e9an Indien<\/option><option value=\"British Virgin Islands\">\u00celes Vierges britanniques<\/option><option value=\"Brunei\">Brunei<\/option><option value=\"Bulgaria\">Bulgarie<\/option><option value=\"Burkina Faso\">Burkina Faso<\/option><option value=\"Burundi\">Burundi<\/option><option value=\"Cambodia\">Cambodge<\/option><option value=\"Cameroon\">Cameroun<\/option><option value=\"Canada\">Canada<\/option><option value=\"Cape Verde\">Cap-Vert<\/option><option value=\"Cayman Islands\">\u00celes Ca\u00efmans<\/option><option value=\"Central African Republic\">R\u00e9publique centrafricaine<\/option><option value=\"Chad\">Tchad<\/option><option value=\"Chile\">Chili<\/option><option value=\"China\">Chine<\/option><option value=\"Christmas Island\">L&#039;\u00eele Christmas<\/option><option value=\"Cocos Islands\">\u00celes Cocos<\/option><option value=\"Colombia\">Colombie<\/option><option value=\"Comoros\">Comores<\/option><option value=\"Congo\">Congo<\/option><option value=\"Cook Islands\">\u00celes Cook<\/option><option value=\"Costa Rica\">Costa Rica<\/option><option value=\"Croatia\">Croatie<\/option><option value=\"Cuba\">Cuba<\/option><option value=\"Cyprus\">Chypre<\/option><option value=\"Czech Republic\">R\u00e9publique tch\u00e8que<\/option><option value=\"Cote d&#039;Ivoire\">C\u00f4te d&#039;Ivoire<\/option><option value=\"Denmark\">Danemark<\/option><option value=\"Djibouti\">Djibouti<\/option><option value=\"Dominica\">Dominique<\/option><option value=\"Dominican Republic\">R\u00e9publique dominicaine<\/option><option value=\"Ecuador\">\u00c9quateur<\/option><option value=\"Egypt\">Egypte<\/option><option value=\"El Salvador\">Le Salvador<\/option><option value=\"Equatorial Guinea\">Guin\u00e9e \u00e9quatoriale<\/option><option value=\"Eritrea\">\u00c9rythr\u00e9e<\/option><option value=\"Estonia\">Estonie<\/option><option value=\"Ethiopia\">Ethiopie<\/option><option value=\"Falkland Islands\">\u00celes Malouines<\/option><option value=\"Faroe Islands\">\u00celes F\u00e9ro\u00e9<\/option><option value=\"Fiji\">Fidji<\/option><option value=\"Finland\">Finlande<\/option><option value=\"France\">France<\/option><option value=\"French Guiana\">Guyane fran\u00e7aise<\/option><option value=\"French Polynesia\">Polyn\u00e9sie fran\u00e7aise<\/option><option value=\"French Southern Territories\">Terres australes fran\u00e7aises<\/option><option value=\"Gabon\">Gabon<\/option><option value=\"Gambia\">Gambie<\/option><option value=\"Georgia\">G\u00e9orgie<\/option><option value=\"Germany\">Allemagne<\/option><option value=\"Ghana\">Ghana<\/option><option value=\"Gibraltar\">Gibraltar<\/option><option value=\"Greece\">Gr\u00e8ce<\/option><option value=\"Greenland\">Groenland<\/option><option value=\"Grenada\">Grenade<\/option><option value=\"Guadeloupe\">Guadeloupe<\/option><option value=\"Guam\">Guam<\/option><option value=\"Guatemala\">Guatemala<\/option><option value=\"Guernsey\">Guernesey<\/option><option value=\"Guinea\">Guin\u00e9e<\/option><option value=\"GuineaBissau\">Guin\u00e9e-Bissau<\/option><option value=\"Guyana\">Guyane<\/option><option value=\"Haiti\">Ha\u00efti<\/option><option value=\"Heard Island and McDonald Islands\">\u00celes Heard et McDonald<\/option><option value=\"Honduras\">Honduras<\/option><option value=\"Hong Kong\">Hong Kong<\/option><option value=\"Hungary\">Hongrie<\/option><option value=\"Iceland\">Islande<\/option><option value=\"India\">Inde<\/option><option value=\"Indonesia\">Indon\u00e9sie<\/option><option value=\"Iran\">L&#039;Iran<\/option><option value=\"Iraq\">Irak<\/option><option value=\"Ireland\">Irlande<\/option><option value=\"Israel\">Isra\u00ebl<\/option><option value=\"Italy\">Italie<\/option><option value=\"Jamaica\">Jama\u00efque<\/option><option value=\"Japan\">Japon<\/option><option value=\"Jersey\">Jersey<\/option><option value=\"Jordan\">Jordanie<\/option><option value=\"Kazakhstan\">Kazakhstan<\/option><option value=\"Kenya\">Kenya<\/option><option value=\"Kiribati\">Kiribati<\/option><option value=\"Kosovo\">Kosovo<\/option><option value=\"Kuwt\">Kuwt<\/option><option value=\"Kyrgyzstan\">Kirghizistan<\/option><option value=\"Laos\">Laos<\/option><option value=\"Latvia\">Lettonie<\/option><option value=\"Lebanon\">Liban<\/option><option value=\"Lesotho\">Lesotho<\/option><option value=\"Liberia\">Lib\u00e9ria<\/option><option value=\"Libya\">Libye<\/option><option value=\"Liechtenstein\">Liechtenstein<\/option><option value=\"Lithuania\">Lituanie<\/option><option value=\"Luxembourg\">Luxembourg<\/option><option value=\"Macao\">Macao<\/option><option value=\"North Macedonia\">Mac\u00e9doine du Nord<\/option><option value=\"Madagascar\">Madagascar<\/option><option value=\"Malawi\">Malawi<\/option><option value=\"Malaysia\">Malaisie<\/option><option value=\"Maldives\">Maldives<\/option><option value=\"Mali\">Mali<\/option><option value=\"Malta\">Malte<\/option><option value=\"Marshall Islands\">\u00celes Marshall<\/option><option value=\"Martinique\">Martinique<\/option><option value=\"Mauritania\">Mauritanie<\/option><option value=\"Mauritius\">Maurice<\/option><option value=\"Mayotte\">Mayotte<\/option><option value=\"Mexico\">Mexique<\/option><option value=\"Micronesia\">Micron\u00e9sie<\/option><option value=\"Moldova\">Moldavie<\/option><option value=\"Monaco\">Monaco<\/option><option value=\"Mongolia\">Mongolie<\/option><option value=\"Montenegro\">Mont\u00e9n\u00e9gro<\/option><option value=\"Montserrat\">Montserrat<\/option><option value=\"Morocco\">Maroc<\/option><option value=\"Mozambique\">Mozambique<\/option><option value=\"Myanmar\">Birmanie<\/option><option value=\"Namibia\">Namibie<\/option><option value=\"Nauru\">Nauru<\/option><option value=\"Nepal\">N\u00e9pal<\/option><option value=\"Netherlands\">Pays-Bas<\/option><option value=\"Netherlands Antilles\">Antilles n\u00e9erlandaises<\/option><option value=\"New Caledonia\">Nouvelle-Cal\u00e9donie<\/option><option value=\"New Zealand\">Nouvelle-Z\u00e9lande<\/option><option value=\"Nicaragua\">Nicaragua<\/option><option value=\"Niger\">Niger<\/option><option value=\"Nigeria\">Nigeria<\/option><option value=\"Niue\">Niue<\/option><option value=\"Norfolk Island\">\u00cele Norfolk<\/option><option value=\"North Korea\">Cor\u00e9e du Nord<\/option><option value=\"Northern Ireland\">Irlande du Nord<\/option><option value=\"Northern Mariana Islands\">\u00celes Mariannes du Nord<\/option><option value=\"Norway\">Norv\u00e8ge<\/option><option value=\"Oman\">Oman<\/option><option value=\"Pakistan\">Pakistan<\/option><option value=\"Palau\">Palaos<\/option><option value=\"Palestine\">Palestine<\/option><option value=\"Panama\">Panama<\/option><option value=\"Papua New Guinea\">Papouasie-Nouvelle-Guin\u00e9e<\/option><option value=\"Paraguay\">Paraguay<\/option><option value=\"Peru\">P\u00e9rou<\/option><option value=\"Philippines\">Philippines<\/option><option value=\"Pitcairn\">Pitcairn<\/option><option value=\"Poland\">Pologne<\/option><option value=\"Portugal\">Portugal<\/option><option value=\"Puerto Rico\">Porto Rico<\/option><option value=\"Qatar\">Qatar<\/option><option value=\"Reunion\">R\u00e9union<\/option><option value=\"Romania\">Roumanie<\/option><option value=\"Russia\">Russie<\/option><option value=\"Rwanda\">Rwanda<\/option><option value=\"Saint Helena\">Sainte-H\u00e9l\u00e8ne<\/option><option value=\"Saint Kitts and Nevis\">Saint-Kitts-et-Nevis<\/option><option value=\"Saint Lucia\">Sainte-Lucie<\/option><option value=\"Saint Pierre and Miquelon\">Saint-Pierre-et-Miquelon<\/option><option value=\"Saint Vincent and the Grenadines\">Saint-Vincent-et-les Grenadines<\/option><option value=\"Samoa\">Samoa<\/option><option value=\"San Marino\">Saint-Marin<\/option><option value=\"Sao Tome and Principe\">Sao Tom\u00e9-et-Principe<\/option><option value=\"Saudi Arabia\">Arabie Saoudite<\/option><option value=\"Senegal\">S\u00e9n\u00e9gal<\/option><option value=\"Serbia\">Serbie<\/option><option value=\"Serbia and Montenegro\">Serbie-et-Mont\u00e9n\u00e9gro<\/option><option value=\"Seychelles\">Seychelles<\/option><option value=\"Sierra Leone\">Sierra Leone<\/option><option value=\"Singapore\">Singapour<\/option><option value=\"Slovakia\">Slovaquie<\/option><option value=\"Slovenia\">Slov\u00e9nie<\/option><option value=\"Solomon Islands\">\u00celes Salomon<\/option><option value=\"Somalia\">Somalie<\/option><option value=\"South Africa\">Afrique du Sud<\/option><option value=\"South Georgia and the South Sandwich Islands\">G\u00e9orgie du Sud et les \u00eeles Sandwich du Sud<\/option><option value=\"South Korea\">Cor\u00e9e du Sud<\/option><option value=\"Spain\">Espagne<\/option><option value=\"Sri Lanka\">Sri Lanka<\/option><option value=\"Sudan\">Soudan<\/option><option value=\"Suriname\">Suriname<\/option><option value=\"Svalbard and Jan Mayen\">Svalbard et Jan Mayen<\/option><option value=\"Eswatini\">Eswatini<\/option><option value=\"Sweden\">Su\u00e8de<\/option><option value=\"Switzerland\">Suisse<\/option><option value=\"Syria\">Syrie<\/option><option value=\"Taiwan\">Ta\u00efwan<\/option><option value=\"Tajikistan\">Tadjikistan<\/option><option value=\"Tanzania\">Tanzanie<\/option><option value=\"Thailand\">Tha\u00eflande<\/option><option value=\"The Democratic Republic of Congo\">La R\u00e9publique d\u00e9mocratique du Congo<\/option><option value=\"Timor-Leste\">Timor-Leste<\/option><option value=\"Togo\">Aller<\/option><option value=\"Tokelau\">Tok\u00e9laou<\/option><option value=\"Tonga\">Tonga<\/option><option value=\"Trinidad and Tobago\">Trinit\u00e9-et-Tobago<\/option><option value=\"Tunisia\">Tunisie<\/option><option value=\"Turkey\">Turquie<\/option><option value=\"Turkmenistan\">Turkm\u00e9nistan<\/option><option value=\"Turks and Caicos Islands\">\u00celes Turques-et-Ca\u00efques<\/option><option value=\"Tuvalu\">Tuvalu<\/option><option value=\"Virgin Islands\">\u00eeles Vierges<\/option><option value=\"Uganda\">Ouganda<\/option><option value=\"Ukraine\">Ukraine<\/option><option value=\"United Arab Emirates\">\u00c9mirats arabes unis<\/option><option value=\"United Kingdom\">Royaume-Uni<\/option><option value=\"United States\">\u00c9tats-Unis<\/option><option value=\"United States Minor Outlying Islands\">\u00celes mineures \u00e9loign\u00e9es des \u00c9tats-Unis<\/option><option value=\"Uruguay\">Uruguay<\/option><option value=\"Uzbekistan\">Ouzb\u00e9kistan<\/option><option value=\"Vanuatu\">Vanuatu<\/option><option value=\"Vatican\">Vatican<\/option><option value=\"Venezuela\">Venezuela<\/option><option value=\"Vietnam\">Vietnam<\/option><option value=\"Wallis and Futuna\">Wallis-et-Futuna<\/option><option value=\"Western Sahara\">Sahara occidental<\/option><option value=\"Yemen\">Y\u00e9men<\/option><option value=\"Zambia\">Zambie<\/option><option value=\"Zimbabwe\">Zimbabwe<\/option><option value=\"Aland Islands\">\u00celes \u00c5land<\/option><\/select><\/span>\n        <\/div>\n    <\/div>\n    <div class=\"col-lg-6\">\n        <div class=\"form-group\">\n            <label>\u00c9tude de cas :<\/label>\n             <span class=\"wpcf7-form-control-wrap event-name\"><input type=\"text\" name=\"event-name\" value=\"Apus-MX LiDAR Empowering Debris Flow Disaster Investigation\" size=\"40\" class=\"wpcf7-form-control wpcf7dtx-dynamictext wpcf7-dynamictext form-control\" readonly=\"readonly\" aria-invalid=\"false\" \/><\/span>\n        <\/div>\n    <\/div> \n    <div class=\"col-lg-12\">\n        <div class=\"form-group\">\n            <label>Message:<\/label>\n            <span class=\"wpcf7-form-control-wrap\" data-name=\"message\"><textarea name=\"message\" cols=\"40\" rows=\"5\" class=\"wpcf7-form-control wpcf7-textarea form-control\" aria-invalid=\"false\" placeholder=\"Tapez ici\u2026\"><\/textarea><\/span>\n        <\/div>\n    <\/div>\n    <div class=\"col-lg-12\"> \n        <button class=\"submit wpcf7-form-control has-spinner wpcf7-submit\">Soumettre <i class=\"fas fa-paper-plane\"><\/i><\/button>\n    <\/div>\n<\/div>\n\u00a9 [_site_title] ([_site_url])<div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div><input type=\"hidden\" name=\"trp-form-language\" value=\"fr\"\/><\/form><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Les coul\u00e9es de d\u00e9bris sont plus fr\u00e9quentes en \u00e9t\u00e9 et en automne. Durant cette p\u00e9riode, l&#039;augmentation des pr\u00e9cipitations, les fortes temp\u00eates et les pr\u00e9cipitations prolong\u00e9es fournissent une eau abondante, d\u00e9clenchant ainsi des coul\u00e9es de d\u00e9bris. <\/p>","protected":false},"featured_media":0,"parent":0,"template":"","meta":{"_links_to":"","_links_to_target":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Apus-MX LiDAR Empowering Debris Flow Disaster Investigation | Global Satellite Positioning Solutions | SatLab Geosolutions AB<\/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:\/\/www.satlabgeo.com\/fr\/industries\/debris-flow-disaster-investigation\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Apus-MX LiDAR Empowering Debris Flow Disaster Investigation | Global Satellite Positioning Solutions | SatLab Geosolutions AB\" \/>\n<meta property=\"og:description\" content=\"Debris flows are most frequent in summer and autumn. During this period, increased rainfall, heavy storms, and prolonged precipitation provide abundant water, triggering debris flow events.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.satlabgeo.com\/fr\/industries\/debris-flow-disaster-investigation\/\" \/>\n<meta property=\"og:site_name\" content=\"Global Satellite Positioning Solutions | SatLab Geosolutions AB\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-15T03:51:34+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/05\/Apus-MX-20.webp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data1\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.satlabgeo.com\/industries\/debris-flow-disaster-investigation\/\",\"url\":\"https:\/\/www.satlabgeo.com\/industries\/debris-flow-disaster-investigation\/\",\"name\":\"Apus-MX LiDAR Empowering Debris Flow Disaster Investigation | Global Satellite Positioning Solutions | SatLab Geosolutions AB\",\"isPartOf\":{\"@id\":\"https:\/\/www.satlabgeo.com\/#website\"},\"datePublished\":\"2025-05-12T06:35:50+00:00\",\"dateModified\":\"2025-05-15T03:51:34+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.satlabgeo.com\/industries\/debris-flow-disaster-investigation\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.satlabgeo.com\/industries\/debris-flow-disaster-investigation\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.satlabgeo.com\/industries\/debris-flow-disaster-investigation\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.satlabgeo.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Apus-MX LiDAR Empowering Debris Flow Disaster Investigation\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.satlabgeo.com\/#website\",\"url\":\"https:\/\/www.satlabgeo.com\/\",\"name\":\"Global Satellite Positioning Solutions | SatLab Geosolutions AB\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.satlabgeo.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.satlabgeo.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.satlabgeo.com\/#organization\",\"name\":\"Global Satellite Positioning Solutions | SatLab Geosolutions AB\",\"url\":\"https:\/\/www.satlabgeo.com\/\",\"sameAs\":[],\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/www.satlabgeo.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/08\/satlab-logo.webp\",\"contentUrl\":\"https:\/\/www.satlabgeo.com\/wp-content\/uploads\/2025\/08\/satlab-logo.webp\",\"width\":191,\"height\":48,\"caption\":\"Global Satellite Positioning Solutions | SatLab Geosolutions AB\"},\"image\":{\"@id\":\"https:\/\/www.satlabgeo.com\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Apus-MX LiDAR Empowering Debris Flow Disaster Investigation | Global Satellite Positioning Solutions | SatLab Geosolutions AB","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:\/\/www.satlabgeo.com\/fr\/industries\/debris-flow-disaster-investigation\/","og_locale":"fr_FR","og_type":"article","og_title":"Apus-MX LiDAR Empowering Debris Flow Disaster Investigation | Global Satellite Positioning Solutions | SatLab Geosolutions AB","og_description":"Debris flows are most frequent in summer and autumn. 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