{"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\/es\/industries\/debris-flow-disaster-investigation\/","title":{"rendered":"LiDAR Apus-MX: una herramienta que facilita la investigaci\u00f3n de desastres por flujos de escombros"},"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\">Descargue el art\u00edculo completo aqu\u00ed &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>Introducci\u00f3n<\/em><em>producci\u00f3n<\/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;\">Los flujos de escombros son m\u00e1s frecuentes en verano y oto\u00f1o. Durante este per\u00edodo, el aumento de las precipitaciones, las fuertes tormentas y las precipitaciones prolongadas proporcionan agua en abundancia, lo que desencadena flujos de escombros.<\/span><\/p>\n<p><span style=\"font-family: Avenir, Medium;color:#000000;\">En zonas monta\u00f1osas, el deshielo y la nieve contribuyen a\u00fan m\u00e1s al riesgo. Las temperaturas m\u00e1s c\u00e1lidas provocan un aumento de la escorrent\u00eda, lo que desestabiliza las laderas y aumenta la probabilidad de flujos de escombros.<\/span><\/p>\n<p><span style=\"font-family: Avenir, Medium;color:#000000;\">Estos eventos causan p\u00e9rdidas econ\u00f3micas significativas y representan serias amenazas para la seguridad humana y el medio ambiente. Realizar investigaciones sobre flujos de escombros ayuda a comprender sus condiciones de formaci\u00f3n, evaluar los riesgos potenciales, determinar ubicaciones adecuadas para proyectos de mitigaci\u00f3n y proteger los ecosistemas locales.<\/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>Antecedentes del proyecto<\/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\">En Chengdu, provincia de Sichuan, China, la temporada de inundaciones trajo consigo m\u00faltiples lluvias torrenciales. Como resultado, varias zonas propensas a riesgos geol\u00f3gicos se vieron afectadas por flujos de escombros.<\/span><\/p>\n<p><span style=\"font-family: Avenir, Medium;color:#000000\"> Siguiendo los requisitos de las autoridades locales, se realiz\u00f3 un estudio. El objetivo era evaluar la geomorfolog\u00eda, la deformaci\u00f3n de la superficie, la cobertura vegetal y las caracter\u00edsticas hidrol\u00f3gicas. Esto ayudar\u00eda a evaluar los riesgos de desastres, predecir cambios futuros y apoyar las iniciativas de alerta temprana y prevenci\u00f3n.<\/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>Este proyecto cubre dos \u00e1reas de estudio:<\/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>\u00c1rea 1: 0,5 km\u00b2, elevaci\u00f3n que var\u00eda entre 1.400 y 2.300 metros.<\/li><\/span>\n \t<span style=\"font-family: Avenir, Medium; font-size: 12pt; color: #000000;\"> <li>\u00c1rea 2: 0,35 km\u00b2, elevaci\u00f3n que var\u00eda entre 1.150 y 1.450 metros.<\/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;\">Ambas \u00e1reas de estudio est\u00e1n cubiertas predominantemente por densos bosques primarios con vegetaci\u00f3n de m\u00faltiples capas, que incluye sotobosque espeso y arbustos bajos.<\/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=\"Sistema LiDAR UAV\" 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;\">Figura 1 \u00c1reas a estudiar<\/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>Desaf\u00edo<\/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;\">Los flujos de escombros suelen ocurrir en regiones monta\u00f1osas y con ca\u00f1ones, con terreno complejo y condiciones clim\u00e1ticas impredecibles. Estas zonas presentan dificultades de acceso y entornos hostiles, lo que hace que los estudios in situ tradicionales sean riesgosos y propensos a errores.<\/span><\/p>\n<p><span style=\"font-family: Avenir, Medium; color: #000000;\">El \u00e1rea de estudio est\u00e1 formada por monta\u00f1as boscosas de gran altitud con vegetaci\u00f3n densa. La transmisi\u00f3n de datos puede verse afectada por las limitaciones del terreno y las interferencias, lo que requiere soluciones t\u00e9cnicas avanzadas y equipos de estudio de alto rendimiento.<\/span><\/p>\n<p><span style=\"font-family: Avenir, Medium; color: #000000;\">Los puntos de despegue disponibles presentan una diferencia de elevaci\u00f3n significativa de casi 1000 metros desde el punto m\u00e1s alto del \u00e1rea de estudio. Un UAV multirrotor con LiDAR debe ascender al menos 1000 metros en un solo vuelo para capturar datos completos del estudio.<\/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>Soluci\u00f3n<\/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;\">Para cumplir con los requisitos, implementamos tecnolog\u00eda de drones y LiDAR. El equipo utilizado incluy\u00f3 el sistema LiDAR UAV SatLab Apus-MX y un dron DJI Matrice 350 RTK. Estos fueron seleccionados por su capacidad para cubrir grandes \u00e1reas con rapidez y operar con seguridad. Se emple\u00f3 una estrategia de vuelo de proximidad al suelo, con un total de tres misiones de vuelo para completar la adquisici\u00f3n de datos de toda el \u00e1rea de estudio.<\/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;\">Figura 2 SatLab Apus-MX montado en el 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;\">Figura 3 Plan de vuelo de la adquisici\u00f3n<\/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;\">Par\u00e1metros del proyecto<\/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.Equipo<\/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>Apus-MX UAV LiDAR DJI M350 RTKCORS Red\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.Software<\/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;\">Especificaci\u00f3n<\/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;\">Tabla 1 Especificaciones del LiDAR del UAV 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;\">Ruta t\u00e9cnica<\/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;\">Figura 4 Ruta t\u00e9cnica<\/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;\">El software Sat-LiDAR puede resolver autom\u00e1ticamente los datos recopilados de la nube de puntos, generando nubes de puntos a color de alta precisi\u00f3n. Al filtrar los datos de la nube de puntos, se pueden obtener los puntos del terreno y sus datos de clasificaci\u00f3n de caracter\u00edsticas del terreno en el \u00e1rea minera, que luego se pueden utilizar para generar DEM, DSM, curvas de nivel y otros resultados. Adem\u00e1s, el software permite el c\u00e1lculo del volumen multifase de la mina mediante la cuadr\u00edcula TIN. Tambi\u00e9n incluye funciones como la inspecci\u00f3n de la precisi\u00f3n de los datos, el ajuste de franjas, el filtrado de ruido, la clasificaci\u00f3n y el procesamiento de teselado de nubes de puntos.<\/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>Resultados<\/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;\">Datos de los resultados del proyecto: densidad general de la nube de puntos: un promedio de 127 puntos\/metro cuadrado, los puntos del suelo bajo la vegetaci\u00f3n son continuos y densos, y la precisi\u00f3n de la nube de puntos es mejor que 2 cm, lo que satisface las necesidades de este proyecto del cliente.<\/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;\">Figura 5 Densidad de la nube de puntos<\/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;\">Resultado DEM de la Figura 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;\">Figura 6 Espesor de la nube de puntos<\/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;\">Resultado DOM de la Figura 9<\/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;\">Figura 7 Resultado de la nube de puntos<\/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;\">Figura 10 Efecto de penetraci\u00f3n de la vegetaci\u00f3n<\/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>Conclusi\u00f3n<\/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;\">El sistema LiDAR UAV Apus-MX utilizado en este proyecto es compatible con el sistema de drones DJI. Recopila datos en la zona afectada por el flujo de escombros de forma eficiente y sin contacto. El sistema puede medir hasta 1200 metros con una reflectividad de 60% y una frecuencia de pulso l\u00e1ser de 550\u00a0000 disparos por segundo. Esto mejora la eficiencia del trabajo y garantiza una cobertura completa del \u00e1rea de estudio con una alta densidad de nubes de puntos. Incluso con vegetaci\u00f3n densa, captura con precisi\u00f3n los puntos del terreno.<\/span>\n\n<span style=\"font-family: Avenir, Medium; color: #000000;\"> Con el software de procesamiento de datos SatLab Sat-LiDAR, el sistema puede generar diversos resultados de terreno con un solo clic. Ofrece a los clientes servicios de datos integrales. El an\u00e1lisis de datos ofrece un soporte preciso y fiable para la investigaci\u00f3n de caracter\u00edsticas geomorfol\u00f3gicas, deformaci\u00f3n superficial, cobertura vegetal y caracter\u00edsticas hidrol\u00f3gicas en la zona de desastre por flujo de escombros.<\/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=\"\/es\/wp-json\/wp\/v2\/industries\/2488#wpcf7-f2414-o1\" method=\"post\" class=\"wpcf7-form init\" novalidate=\"novalidate\" data-status=\"init\" data-trp-original-action=\"\/es\/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>Cont\u00e1ctanos<\/b><\/h4><\/div>\n    <div class=\"col-lg-6\">\n        <div class=\"form-group\">\n            <label>Nombre: <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=\"Nombre\" \/><\/span>\n        <\/div>\n    <\/div>\n    <div class=\"col-lg-6\">\n        <div class=\"form-group\">\n            <label>N\u00famero de contacto: <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=\"Introduzca aqu\u00ed su n\u00famero de contacto\u2026\" \/><\/span>\n        <\/div>\n    <\/div>\n    <div class=\"col-lg-6\">\n        <div class=\"form-group\">\n            <label>Direcci\u00f3n de correo electr\u00f3nico: <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=\"Introduzca su direcci\u00f3n de correo electr\u00f3nico aqu\u00ed\u2026\" \/><\/span>\n        <\/div>\n    <\/div>\n    <div class=\"col-lg-6\">\n        <div class=\"form-group\">\n            <label>Compa\u00f1\u00eda: <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=\"Introduzca su empresa aqu\u00ed\u2026\" \/><\/span>\n        <\/div>\n    <\/div>\n    <div class=\"col-lg-6\">\n        <div class=\"form-group select-box\">\n            <label>Pa\u00eds\/Regi\u00f3n: <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=\"\">Ingrese su pa\u00eds\/regi\u00f3n aqu\u00ed\u2026<\/option><option value=\"Afghanistan\">Afganist\u00e1n<\/option><option value=\"Albania\">Albania<\/option><option value=\"Algeria\">Argelia<\/option><option value=\"American Samoa\">Samoa Americana<\/option><option value=\"Andorra\">Andorra<\/option><option value=\"Angola\">Angola<\/option><option value=\"Anguilla\">Anguila<\/option><option value=\"Antarctica\">Ant\u00e1rtida<\/option><option value=\"Antigua and Barbuda\">Antigua y Barbuda<\/option><option value=\"Argentina\">Argentina<\/option><option value=\"Armenia\">Armenia<\/option><option value=\"Aruban\">Aruba<\/option><option value=\"Australia\">Australia<\/option><option value=\"Austria\">Austria<\/option><option value=\"Azerbaijan\">Azerbaiy\u00e1n<\/option><option value=\"Bahamas\">Bahamas<\/option><option value=\"Bahrain\">Bar\u00e9in<\/option><option value=\"Bangladesh\">Banglad\u00e9s<\/option><option value=\"Barbados\">Barbados<\/option><option value=\"Belarus\">Bielorrusia<\/option><option value=\"Belgium\">B\u00e9lgica<\/option><option value=\"Belize\">Belice<\/option><option value=\"Benin\">Ben\u00edn<\/option><option value=\"Bermuda\">islas Bermudas<\/option><option value=\"Bhutan\">But\u00e1n<\/option><option value=\"Bolivia\">Bolivia<\/option><option value=\"Bosnia and Herzegovina\">Bosnia y Herzegovina<\/option><option value=\"Botswana\">Botsuana<\/option><option value=\"Bouvet Island\">Isla Bouvet<\/option><option value=\"Brazil\">Brasil<\/option><option value=\"British Indian Ocean Territory\">Territorio Brit\u00e1nico del Oc\u00e9ano \u00cdndico<\/option><option value=\"British Virgin Islands\">Islas V\u00edrgenes Brit\u00e1nicas<\/option><option value=\"Brunei\">Brun\u00e9i<\/option><option value=\"Bulgaria\">Bulgaria<\/option><option value=\"Burkina Faso\">Burkina Faso<\/option><option value=\"Burundi\">Burundi<\/option><option value=\"Cambodia\">Camboya<\/option><option value=\"Cameroon\">Camer\u00fan<\/option><option value=\"Canada\">Canad\u00e1<\/option><option value=\"Cape Verde\">Cabo Verde<\/option><option value=\"Cayman Islands\">Islas Caim\u00e1n<\/option><option value=\"Central African Republic\">Rep\u00fablica Centroafricana<\/option><option value=\"Chad\">Chad<\/option><option value=\"Chile\">Chile<\/option><option value=\"China\">Porcelana<\/option><option value=\"Christmas Island\">Isla de Navidad<\/option><option value=\"Cocos Islands\">Islas Cocos<\/option><option value=\"Colombia\">Colombia<\/option><option value=\"Comoros\">Comoras<\/option><option value=\"Congo\">Congo<\/option><option value=\"Cook Islands\">Islas Cook<\/option><option value=\"Costa Rica\">Costa Rica<\/option><option value=\"Croatia\">Croacia<\/option><option value=\"Cuba\">Cuba<\/option><option value=\"Cyprus\">Chipre<\/option><option value=\"Czech Republic\">Rep\u00fablica Checa<\/option><option value=\"Cote d&#039;Ivoire\">Costa de Marfil<\/option><option value=\"Denmark\">Dinamarca<\/option><option value=\"Djibouti\">Yibuti<\/option><option value=\"Dominica\">Dominica<\/option><option value=\"Dominican Republic\">Rep\u00fablica Dominicana<\/option><option value=\"Ecuador\">Ecuador<\/option><option value=\"Egypt\">Egipto<\/option><option value=\"El Salvador\">El Salvador<\/option><option value=\"Equatorial Guinea\">Guinea Ecuatorial<\/option><option value=\"Eritrea\">Eritrea<\/option><option value=\"Estonia\">Estonia<\/option><option value=\"Ethiopia\">Etiop\u00eda<\/option><option value=\"Falkland Islands\">Islas Malvinas<\/option><option value=\"Faroe Islands\">Islas Feroe<\/option><option value=\"Fiji\">Fiyi<\/option><option value=\"Finland\">Finlandia<\/option><option value=\"France\">Francia<\/option><option value=\"French Guiana\">Guayana Francesa<\/option><option value=\"French Polynesia\">Polinesia Francesa<\/option><option value=\"French Southern Territories\">Territorios Australes Franceses<\/option><option value=\"Gabon\">Gab\u00f3n<\/option><option value=\"Gambia\">Gambia<\/option><option value=\"Georgia\">Georgia<\/option><option value=\"Germany\">Alemania<\/option><option value=\"Ghana\">Ghana<\/option><option value=\"Gibraltar\">Gibraltar<\/option><option value=\"Greece\">Grecia<\/option><option value=\"Greenland\">Tierra Verde<\/option><option value=\"Grenada\">Granada<\/option><option value=\"Guadeloupe\">Guadalupe<\/option><option value=\"Guam\">Guam<\/option><option value=\"Guatemala\">Guatemala<\/option><option value=\"Guernsey\">Guernsey<\/option><option value=\"Guinea\">Guinea<\/option><option value=\"GuineaBissau\">Guinea-Bissau<\/option><option value=\"Guyana\">Guayana<\/option><option value=\"Haiti\">Hait\u00ed<\/option><option value=\"Heard Island and McDonald Islands\">Islas Heard y McDonald<\/option><option value=\"Honduras\">Honduras<\/option><option value=\"Hong Kong\">Hong Kong<\/option><option value=\"Hungary\">Hungr\u00eda<\/option><option value=\"Iceland\">Islandia<\/option><option value=\"India\">India<\/option><option value=\"Indonesia\">Indonesia<\/option><option value=\"Iran\">Ir\u00e1n<\/option><option value=\"Iraq\">Irak<\/option><option value=\"Ireland\">Irlanda<\/option><option value=\"Israel\">Israel<\/option><option value=\"Italy\">Italia<\/option><option value=\"Jamaica\">Jamaica<\/option><option value=\"Japan\">Jap\u00f3n<\/option><option value=\"Jersey\">Jersey<\/option><option value=\"Jordan\">Jord\u00e1n<\/option><option value=\"Kazakhstan\">Kazajst\u00e1n<\/option><option value=\"Kenya\">Kenia<\/option><option value=\"Kiribati\">Kiribati<\/option><option value=\"Kosovo\">Kosovo<\/option><option value=\"Kuwt\">Kuwt<\/option><option value=\"Kyrgyzstan\">Kirguist\u00e1n<\/option><option value=\"Laos\">Laos<\/option><option value=\"Latvia\">Letonia<\/option><option value=\"Lebanon\">L\u00edbano<\/option><option value=\"Lesotho\">Lesoto<\/option><option value=\"Liberia\">Liberia<\/option><option value=\"Libya\">Libia<\/option><option value=\"Liechtenstein\">Liechtenstein<\/option><option value=\"Lithuania\">Lituania<\/option><option value=\"Luxembourg\">Luxemburgo<\/option><option value=\"Macao\">Macao<\/option><option value=\"North Macedonia\">Macedonia del Norte<\/option><option value=\"Madagascar\">Madagascar<\/option><option value=\"Malawi\">Malawi<\/option><option value=\"Malaysia\">Malasia<\/option><option value=\"Maldives\">Maldivas<\/option><option value=\"Mali\">Mal\u00ed<\/option><option value=\"Malta\">Malta<\/option><option value=\"Marshall Islands\">Islas Marshall<\/option><option value=\"Martinique\">Martinica<\/option><option value=\"Mauritania\">Mauritania<\/option><option value=\"Mauritius\">Mauricio<\/option><option value=\"Mayotte\">Mayotte<\/option><option value=\"Mexico\">M\u00e9xico<\/option><option value=\"Micronesia\">Micronesia<\/option><option value=\"Moldova\">Moldavia<\/option><option value=\"Monaco\">M\u00f3naco<\/option><option value=\"Mongolia\">Mongolia<\/option><option value=\"Montenegro\">Montenegro<\/option><option value=\"Montserrat\">Montserrat<\/option><option value=\"Morocco\">Marruecos<\/option><option value=\"Mozambique\">Mozambique<\/option><option value=\"Myanmar\">Myanmar<\/option><option value=\"Namibia\">Namibia<\/option><option value=\"Nauru\">Nauru<\/option><option value=\"Nepal\">Nepal<\/option><option value=\"Netherlands\">Pa\u00edses Bajos<\/option><option value=\"Netherlands Antilles\">Antillas Neerlandesas<\/option><option value=\"New Caledonia\">Nueva Caledonia<\/option><option value=\"New Zealand\">Nueva Zelanda<\/option><option value=\"Nicaragua\">Nicaragua<\/option><option value=\"Niger\">N\u00edger<\/option><option value=\"Nigeria\">Nigeria<\/option><option value=\"Niue\">Niue<\/option><option value=\"Norfolk Island\">Isla Norfolk<\/option><option value=\"North Korea\">Corea del Norte<\/option><option value=\"Northern Ireland\">Irlanda del Norte<\/option><option value=\"Northern Mariana Islands\">Islas Marianas del Norte<\/option><option value=\"Norway\">Noruega<\/option><option value=\"Oman\">Om\u00e1n<\/option><option value=\"Pakistan\">Pakist\u00e1n<\/option><option value=\"Palau\">Palaos<\/option><option value=\"Palestine\">Palestina<\/option><option value=\"Panama\">Panam\u00e1<\/option><option value=\"Papua New Guinea\">Pap\u00faa Nueva Guinea<\/option><option value=\"Paraguay\">Paraguay<\/option><option value=\"Peru\">Per\u00fa<\/option><option value=\"Philippines\">Filipinas<\/option><option value=\"Pitcairn\">Pitcairn<\/option><option value=\"Poland\">Polonia<\/option><option value=\"Portugal\">Portugal<\/option><option value=\"Puerto Rico\">Puerto Rico<\/option><option value=\"Qatar\">Katar<\/option><option value=\"Reunion\">Reuni\u00f3n<\/option><option value=\"Romania\">Rumania<\/option><option value=\"Russia\">Rusia<\/option><option value=\"Rwanda\">Ruanda<\/option><option value=\"Saint Helena\">Santa Elena<\/option><option value=\"Saint Kitts and Nevis\">San Crist\u00f3bal y Nieves<\/option><option value=\"Saint Lucia\">Santa Luc\u00eda<\/option><option value=\"Saint Pierre and Miquelon\">San Pedro y Miquel\u00f3n<\/option><option value=\"Saint Vincent and the Grenadines\">San Vicente y las Granadinas<\/option><option value=\"Samoa\">Samoa<\/option><option value=\"San Marino\">San Marino<\/option><option value=\"Sao Tome and Principe\">Santo Tom\u00e9 y Pr\u00edncipe<\/option><option value=\"Saudi Arabia\">Arabia Saudita<\/option><option value=\"Senegal\">Senegal<\/option><option value=\"Serbia\">Serbia<\/option><option value=\"Serbia and Montenegro\">Serbia y Montenegro<\/option><option value=\"Seychelles\">Seychelles<\/option><option value=\"Sierra Leone\">Sierra Leona<\/option><option value=\"Singapore\">Singapur<\/option><option value=\"Slovakia\">Eslovaquia<\/option><option value=\"Slovenia\">Eslovenia<\/option><option value=\"Solomon Islands\">Islas Salom\u00f3n<\/option><option value=\"Somalia\">Somalia<\/option><option value=\"South Africa\">Sud\u00e1frica<\/option><option value=\"South Georgia and the South Sandwich Islands\">Islas Georgias del Sur y Sandwich del Sur<\/option><option value=\"South Korea\">Corea del Sur<\/option><option value=\"Spain\">Espa\u00f1a<\/option><option value=\"Sri Lanka\">Sri Lanka<\/option><option value=\"Sudan\">Sud\u00e1n<\/option><option value=\"Suriname\">Surinam<\/option><option value=\"Svalbard and Jan Mayen\">Svalbard y Jan Mayen<\/option><option value=\"Eswatini\">Esuatini<\/option><option value=\"Sweden\">Suecia<\/option><option value=\"Switzerland\">Suiza<\/option><option value=\"Syria\">Siria<\/option><option value=\"Taiwan\">Taiw\u00e1n<\/option><option value=\"Tajikistan\">Tayikist\u00e1n<\/option><option value=\"Tanzania\">Tanzania<\/option><option value=\"Thailand\">Tailandia<\/option><option value=\"The Democratic Republic of Congo\">La Rep\u00fablica Democr\u00e1tica del Congo<\/option><option value=\"Timor-Leste\">Timor Oriental<\/option><option value=\"Togo\">Ir<\/option><option value=\"Tokelau\">Tokelau<\/option><option value=\"Tonga\">Tonga<\/option><option value=\"Trinidad and Tobago\">Trinidad y Tobago<\/option><option value=\"Tunisia\">T\u00fanez<\/option><option value=\"Turkey\">Pavo<\/option><option value=\"Turkmenistan\">Turkmenist\u00e1n<\/option><option value=\"Turks and Caicos Islands\">Islas Turcas y Caicos<\/option><option value=\"Tuvalu\">Tuvalu<\/option><option value=\"Virgin Islands\">Islas V\u00edrgenes<\/option><option value=\"Uganda\">Uganda<\/option><option value=\"Ukraine\">Ucrania<\/option><option value=\"United Arab Emirates\">Emiratos \u00c1rabes Unidos<\/option><option value=\"United Kingdom\">Reino Unido<\/option><option value=\"United States\">Estados Unidos<\/option><option value=\"United States Minor Outlying Islands\">Islas menores alejadas de los Estados Unidos<\/option><option value=\"Uruguay\">Uruguay<\/option><option value=\"Uzbekistan\">Uzbekist\u00e1n<\/option><option value=\"Vanuatu\">Vanuatu<\/option><option value=\"Vatican\">Vaticano<\/option><option value=\"Venezuela\">Venezuela<\/option><option value=\"Vietnam\">Vietnam<\/option><option value=\"Wallis and Futuna\">Wallis y Futuna<\/option><option value=\"Western Sahara\">S\u00e1hara Occidental<\/option><option value=\"Yemen\">Yemen<\/option><option value=\"Zambia\">Zambia<\/option><option value=\"Zimbabwe\">Zimbabue<\/option><option value=\"Aland Islands\">Islas \u00c5land<\/option><\/select><\/span>\n        <\/div>\n    <\/div>\n    <div class=\"col-lg-6\">\n        <div class=\"form-group\">\n            <label>Estudio de caso:<\/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>Mensaje:<\/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=\"Escribe aqu\u00ed\u2026\"><\/textarea><\/span>\n        <\/div>\n    <\/div>\n    <div class=\"col-lg-12\"> \n        <button class=\"submit wpcf7-form-control has-spinner wpcf7-submit\">Entregar <i class=\"fas fa-paper-plane\"><\/i><\/button>\n    <\/div>\n<\/div>\n\u00a9 [_t\u00edtulo_del_sitio] ([_url_del_sitio])<div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div><input type=\"hidden\" name=\"trp-form-language\" value=\"es\"\/><\/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>Los flujos de escombros son m\u00e1s frecuentes en verano y oto\u00f1o. Durante este per\u00edodo, el aumento de las precipitaciones, las fuertes tormentas y las precipitaciones prolongadas proporcionan agua en abundancia, lo que desencadena flujos de escombros. <\/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\/es\/industries\/debris-flow-disaster-investigation\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\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\/es\/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=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data1\" content=\"6 minutos\" \/>\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\":\"es\",\"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\":\"es\"},{\"@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\":\"es\",\"@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\/es\/industries\/debris-flow-disaster-investigation\/","og_locale":"es_ES","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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