{"id":4849,"date":"2023-11-21T11:20:37","date_gmt":"2023-11-21T09:20:37","guid":{"rendered":"http:\/\/www.smartechcluster.org.mialias.net\/es\/?post_type=astra-portfolio&#038;p=4849"},"modified":"2024-08-05T12:49:26","modified_gmt":"2024-08-05T10:49:26","slug":"cam-smartool-4-0","status":"publish","type":"astra-portfolio","link":"https:\/\/www.smartechcluster.org\/es\/proyectos\/cam-smartool-4-0\/","title":{"rendered":"CAM-SMARTTOOL 4.0"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4849\" class=\"elementor elementor-4849\" data-elementor-post-type=\"astra-portfolio\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ed0f878 e-con-full e-flex e-con e-parent\" data-id=\"6ed0f878\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-353ea6bd e-con-full e-flex e-con e-child\" data-id=\"353ea6bd\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-25dc6e4f e-flex e-con-boxed e-con e-child\" data-id=\"25dc6e4f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8eb468e elementor-widget elementor-widget-image\" data-id=\"8eb468e\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/logo-CamSmarTtool-300x300.png\" class=\"attachment-medium size-medium wp-image-30165\" alt=\"\" srcset=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/logo-CamSmarTtool-300x300.png 300w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/logo-CamSmarTtool-150x150.png 150w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/logo-CamSmarTtool.png 500w\" 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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"unlimited-elements-background-overlay\" data-forid=\"6ed0f878\" data-location=\"back\" style=\"display:none\">\n\t\t\t<template>\n\t\t\t\n<!-- start Animated Gradient Background -->\n<style>\/* widget: Animated Gradient Background *\/\n\n#uc_gradient_animation_bg_addon13361 {\n\tbackground: linear-gradient(-45deg, #3348bf, #2c60cb, #247fd9, #1b9de8);\n\tbackground-size: 400% 400%;\n\tanimation: uc_gradient_animation_bg_addon13361gradient 15s ease infinite;\n\tposition:absolute;\n\ttop:0px;\n\tleft:0px;\n\tbottom:0px;\n\tright:0px;\n}\n\n@keyframes uc_gradient_animation_bg_addon13361gradient {\n\t0% {\n\t\tbackground-position: 0% 50%;\n\t}\n\t50% {\n\t\tbackground-position: 100% 50%;\n\t}\n\t100% {\n\t\tbackground-position: 0% 50%;\n\t}\n}\n\n<\/style>\n\n<div id=\"uc_gradient_animation_bg_addon13361\">\n<\/div>\n<script type=\"text\/javascript\"  id=\"ue_script_gradient_animation\">\n\n\/* Animated Gradient Background scripts: *\/ \n\n\n<\/script>\n<!-- end Animated Gradient Background -->\t\t\t<\/template>\n\t\t<\/div>\n\t\t\n\t\t<div class=\"elementor-element elementor-element-617abe6 e-flex e-con-boxed e-con e-parent\" data-id=\"617abe6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-82b46db e-con-full e-flex e-con e-child\" data-id=\"82b46db\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-236360e elementor-widget elementor-widget-spacer\" data-id=\"236360e\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8b4ff35 e-con-full e-flex e-con e-child\" data-id=\"8b4ff35\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c15a6fd elementor-widget elementor-widget-spacer\" data-id=\"c15a6fd\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a97277 elementor-widget elementor-widget-video\" data-id=\"8a97277\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=2Gvuz_j3ZdM&amp;list=PL8iaJlzb7YVKsfObCcdLt1YZ1OM6rWFW4&amp;index=19&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4a59c86 e-flex e-con-boxed e-con e-parent\" data-id=\"4a59c86\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2c15078 elementor-widget elementor-widget-text-editor\" data-id=\"2c15078\" 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\t\t<p><span style=\"font-weight: 400;\">El proyecto CAM-SmartTool 4.0 ha consistido en el desarrollo de un <\/span><b>sistema para la gesti\u00f3n de informaci\u00f3n de aeronavegabilidad y la evaluaci\u00f3n del estado de aeronaves, asistido por medio de visi\u00f3n artificial y realidad mixta<\/b><span style=\"font-weight: 400;\">, con el objetivo de permitir a las empresas dedicadas a la gesti\u00f3n de la aeronavegabilidad reducir la carga de trabajo durante la realizaci\u00f3n de inspecciones f\u00edsicas y revisiones de aeronavegabilidad, tanto de aeronaves que se encuentran en l\u00ednea de vuelo, como aeronaves que se encuentran en mantenimiento o que est\u00e1n en proceso de preservaci\u00f3n.<\/span><\/p><p><span style=\"font-weight: 400;\">Es importante comentar que el tipo de inspecciones que normalmente se realizan en el \u00e1mbito aeron\u00e1utico, para empresas de Leasing, CAMO, entre otras, presentan una diversidad de retos que las convierten en escenarios desafiantes para los inspectores. Entre estas limitaciones se incluyen horarios reducidos (de entre 2 y 3 horas por aeronave), entornos con iluminaci\u00f3n poco adecuada y sujetos a las condiciones meteorol\u00f3gicas del lugar donde se encuentre la aeronave.<\/span><\/p><p><span style=\"font-weight: 400;\">Esta aplicaci\u00f3n, en su fase inicial, permitir\u00e1 a los usuarios la recolecci\u00f3n de informaci\u00f3n de campo de manera ordenada y segura, siguiendo los requerimientos y est\u00e1ndares establecidos por cada uno de sus clientes. A su vez, el sistema provee a los usuarios con un sistema automatizado de identificaci\u00f3n de da\u00f1os a partir de las memorias gr\u00e1ficas obtenidas en campo, simplificando de esta manera el proceso de inspecci\u00f3n de las aeronaves y optimizando el tiempo que cada inspector dedica a recolecci\u00f3n y organizaci\u00f3n de la informaci\u00f3n de cada inspecci\u00f3n.<\/span><\/p><p><span style=\"font-weight: 400;\">Uno de los pilares tecnol\u00f3gicos para la identificaci\u00f3n de defectos, es el uso de algoritmos de Computer Vision, en relaci\u00f3n con el tratamiento avanzado de im\u00e1genes. El proyecto trabajar\u00e1 en 2 l\u00edneas de investigaci\u00f3n respecto al uso de algoritmos de Computer Vision basados en redes neuronales convolucionales (CNN), aplicados a im\u00e1genes:<\/span><\/p><p><b>1- T\u00e9cnicas de reconocimiento de caracteres mediante CNN:\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Este proceso denominado OCR (Optical Character Recognition) tiene como punto principal la identificaci\u00f3n de zonas de inter\u00e9s y posterior reconocimiento de caracteres. El proceso completo est\u00e1 compuesto por algoritmos y modelos de deep learning como CRAFT (Character Region Awareness for Text detection) para el reconocimiento de zonas de texto, el cual explora los caracteres y valora la afinidad entre ellos; o modelos de redes neuronales (CRNN &#8211; Convolutional Recurrent Neural Network) para el reconocimiento, dividido a su vez en extracci\u00f3n de caracter\u00edsticas mediante ResNets (Residual Networks), distribuci\u00f3n de secuencias mediante un algoritmo LTSM (Long Short-Term Memory) y decodificaci\u00f3n mediante un algoritmo de entrenamiento CTC (Connectionist Temporal Classification).<\/span><\/p><p><span style=\"font-weight: 400;\">Como resultado actual del proyecto, identificamos bounding boxes y caracteres de etiquetas aeron\u00e1uticas previamente identificadas por inter\u00e9s, par\u00e1metros y rango de valores:<\/span><\/p><p><b>2- T\u00e9cnicas de detecci\u00f3n y clasificaci\u00f3n de defectos mediante CNN:\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Bas\u00e1ndonos en estudios previos sobre algoritmos de computer vision disponibles en el mercado como Faster R-CNN, SSD (Single Shot Multibox Detector) y YOLO (You Only Look Once) para la detecci\u00f3n y clasificaci\u00f3n de objetos, se identific\u00f3 YOLO, basado en una arquitectura de red neuronal convolucional profunda (CNN), como la mejor soluci\u00f3n debido a su m\u00e9todo de detecci\u00f3n en una sola etapa, dise\u00f1ado para detectar objetos en tiempo real y con gran precisi\u00f3n. A diferencia de los modelos de detecci\u00f3n en dos etapas, como R-CNN, que primero proponen regiones de inter\u00e9s y luego las clasifican. Tras la generaci\u00f3n de un dataset con una muestra de al menos 200 im\u00e1genes por cada defecto y un entrenamiento de 300 \u00e9pocas, se han conseguido los siguientes resultados:<\/span><\/p><p><span style=\"font-weight: 400;\">De igual forma, el sistema que acompa\u00f1a a este aplicativo permitir\u00e1 a los usuarios un almacenamiento ordenado de la informaci\u00f3n de cada inspecci\u00f3n, as\u00ed como su descarga, incluyendo los datos y las alertas recolectadas a trav\u00e9s de inteligencia artificial durante y despu\u00e9s de las inspecciones.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Estos datos incluyen informaci\u00f3n sobre los posibles defectos encontrados, su ubicaci\u00f3n de acuerdo a la lista de verificaci\u00f3n personalizada por el cliente e informaci\u00f3n relevante de placas de datos que se encuentran a lo largo de las aeronaves. Una vez completados todos los pasos necesarios de la inspecci\u00f3n, la aplicaci\u00f3n permite almacenar informes parciales y finales y compartirlos con cada uno de los clientes.<\/span><\/p><p><span style=\"font-weight: 400;\">A su vez, como parte del aplicativo, se contar\u00e1 con la <\/span><b>opci\u00f3n de proporcionar soporte remoto en tiempo real a los inspectores, con el fin de complementar su trabajo en campo y resolver posibles problemas durante las inspecciones<\/b><span style=\"font-weight: 400;\">. Este soporte remoto incluir\u00e1 la opci\u00f3n de compartir audio y video en tiempo real con quien est\u00e9 brindando soporte, <\/span><span style=\"font-weight: 400;\">as\u00ed como anotaciones virtuales sobre el sistema mediante realidad mixta. <\/span><span style=\"font-weight: 400;\">Lo cual facilitar\u00e1 la resoluci\u00f3n de dudas y aumentar\u00e1 la calidad de la informaci\u00f3n recolectada durante las inspecciones.<\/span><span style=\"background-color: var(--ast-global-color-6); color: var(--ast-global-color-0); font-style: inherit; text-align: var(--text-align); font-weight: inherit;\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8f26321 e-flex e-con-boxed e-con e-parent\" data-id=\"8f26321\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-318a6f0 e-con-full e-flex e-con e-child\" data-id=\"318a6f0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c38f488 elementor-widget elementor-widget-image\" data-id=\"c38f488\" 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=\"768\" height=\"524\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/cam-imagen-768x524.png\" class=\"attachment-medium_large size-medium_large wp-image-30168\" alt=\"\" srcset=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/cam-imagen-768x524.png 768w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/cam-imagen-300x205.png 300w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/cam-imagen-474x324.png 474w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/cam-imagen.png 943w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-56c18cf e-con-full e-flex e-con e-child\" data-id=\"56c18cf\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bfca17d elementor-widget elementor-widget-image\" data-id=\"bfca17d\" 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=\"300\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/cam2-imagen-300x300.png\" class=\"attachment-medium size-medium wp-image-30172\" alt=\"\" srcset=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/cam2-imagen-300x300.png 300w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/cam2-imagen-150x150.png 150w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/cam2-imagen-768x768.png 768w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/cam2-imagen-500x500.png 500w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/cam2-imagen.png 943w\" 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>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f5bf0be e-flex e-con-boxed e-con e-parent\" data-id=\"f5bf0be\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-86828dd elementor-widget elementor-widget-spacer\" data-id=\"86828dd\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d49bb0f elementor-widget elementor-widget-heading\" data-id=\"d49bb0f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Participantes:<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d4af61e e-flex e-con-boxed e-con e-parent\" data-id=\"d4af61e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f90cb55 e-con-full e-flex e-con e-child\" data-id=\"f90cb55\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62be7af elementor-widget elementor-widget-image\" data-id=\"62be7af\" 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 loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"190\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/10\/logo_smartec-cluster-2.jpg\" class=\"attachment-medium size-medium wp-image-3266\" alt=\"Logo Smartech Cluster\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-2b5a743 e-con-full e-flex e-con e-child\" data-id=\"2b5a743\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-18b7a9a elementor-widget elementor-widget-image\" data-id=\"18b7a9a\" 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 loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"190\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/logo-innoarea.jpg\" class=\"attachment-large size-large wp-image-4857\" alt=\"\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-c987188 e-con-full e-flex e-con e-child\" data-id=\"c987188\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6f0cf7b elementor-widget elementor-widget-image\" data-id=\"6f0cf7b\" 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 loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"190\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/logo-indaer.jpg\" class=\"attachment-large size-large wp-image-4854\" alt=\"\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-0ac5b7b e-con-full e-flex e-con e-child\" data-id=\"0ac5b7b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73d10bb elementor-widget elementor-widget-image\" data-id=\"73d10bb\" 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 loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"190\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/11\/logo-skylife-1.jpg\" class=\"attachment-large size-large wp-image-4860\" alt=\"\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-d03682a e-con-full e-flex e-con e-child\" data-id=\"d03682a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-369ee6a elementor-widget elementor-widget-image\" data-id=\"369ee6a\" 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 loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"189\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/10\/logo_innoasturias.jpg\" class=\"attachment-large size-large wp-image-3132\" alt=\"\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-5f32c1e e-con-full e-flex e-con e-child\" data-id=\"5f32c1e\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f1e2c7d e-flex e-con-boxed e-con e-parent\" data-id=\"f1e2c7d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-601236a elementor-widget elementor-widget-heading\" data-id=\"601236a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Organismo financiador<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3e1ae7c e-flex e-con-boxed e-con e-parent\" data-id=\"3e1ae7c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3965ef7 e-con-full e-flex e-con e-child\" data-id=\"3965ef7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6dcdc0d elementor-widget elementor-widget-image\" data-id=\"6dcdc0d\" 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 loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"190\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/10\/800px-Logotipo_de_la_Direccion_General_de_Industria_y_de_la_Pequena_y_Mediana_Empresa.jpg\" class=\"attachment-large size-large wp-image-3149\" alt=\"Ministerio de Industria, Comercio y Turismo\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-2c1de2f e-con-full e-flex e-con e-child\" data-id=\"2c1de2f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8b35639 elementor-widget elementor-widget-image\" data-id=\"8b35639\" 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 loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"190\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/10\/somos-aei.jpg\" class=\"attachment-large size-large wp-image-3155\" alt=\"Logo Agrupaciones Empresariales Innovadoras (AEI) del Ministerio de Industria y Turismo\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-92e4cc6 e-con-full e-flex e-con e-child\" data-id=\"92e4cc6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f49049d elementor-widget elementor-widget-image\" data-id=\"f49049d\" 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 loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"190\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/10\/ES_Financiado_por_la_Union_Europea2-1024x256-1.jpg\" class=\"attachment-large size-large wp-image-3151\" alt=\"Financiado por la Uni\u00f3n Europea - NextGenerationEU\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-44e8a64 e-con-full e-flex e-con e-child\" data-id=\"44e8a64\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5bf435d elementor-widget elementor-widget-image\" data-id=\"5bf435d\" 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 loading=\"lazy\" decoding=\"async\" width=\"250\" height=\"190\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/10\/Logo-PRTR-tres-lineas_COLOR.jpg\" class=\"attachment-large size-large wp-image-3153\" alt=\"Plan de Recuperaci\u00f3n, Transformaci\u00f3n y Resiliencia\" \/>\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>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-286e401 e-flex e-con-boxed e-con e-parent\" data-id=\"286e401\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f856ede e-con-full e-flex e-con e-child\" data-id=\"f856ede\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ee60807 elementor-widget elementor-widget-heading\" data-id=\"ee60807\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Contacto<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-96994d0 e-con-full e-flex e-con e-child\" data-id=\"96994d0\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a47f7fb e-con-full e-flex e-con e-child\" data-id=\"a47f7fb\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e7f419a elementor-shape-circle uael-shape-circle uael-member-image-pos-above uael-team-member-align-center elementor-widget elementor-widget-uael-team-member\" data-id=\"e7f419a\" data-element_type=\"widget\" data-widget_type=\"uael-team-member.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"uael-team-member\">\n\t\t\t<div class = \"uael-team-member-wrap\" >\n\t\t\t\t<div class=\"uael-member-wrap\" >\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"uael-team-member-image\">\n\t\t\t\t\t\t\t<div class=elementor-animation-><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/08\/smartech-cluster_susana-prieto-300x300.png\" class=\"attachment-medium size-medium wp-image-1972\" alt=\"\" srcset=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/08\/smartech-cluster_susana-prieto-300x300.png 300w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/08\/smartech-cluster_susana-prieto-150x150.png 150w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/08\/smartech-cluster_susana-prieto.png 500w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"uael-team-member-content\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"uael-team-member-name\">\n\t\t\t\t\t\t<h3 class=\"uael-team-name\">SUSANA PRIETO<\/h3>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"uael-team-member-designation\">\n\t\t\t\t\t\t\t<div class=\"uael-team-desig\">Cluster Manager\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper\">\n\t\t\t\t\t\t\t<div class=\"uael-team-social-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-envelope elementor-animation-shrink elementor-repeater-item-cb3c70d\" href=\"mailto:sprieto@secartys.org\" target=\"_blank\" aria-label=\"Envelope\">\n\t\t\t\t\t\t\t\t\t\t<i class=\"fas fa-envelope\"><\/i>\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-phone-alt elementor-animation-shrink elementor-repeater-item-4305628\" href=\"tel:0034682495754\" target=\"_blank\" aria-label=\"Phone-alt\">\n\t\t\t\t\t\t\t\t\t\t<i class=\"fas fa-phone-alt\"><\/i>\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-aa83c3d e-con-full e-flex e-con e-child\" data-id=\"aa83c3d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1313c8b elementor-shape-circle uael-shape-circle uael-member-image-pos-above uael-team-member-align-center elementor-widget elementor-widget-uael-team-member\" data-id=\"1313c8b\" data-element_type=\"widget\" data-widget_type=\"uael-team-member.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"uael-team-member\">\n\t\t\t<div class = \"uael-team-member-wrap\" >\n\t\t\t\t<div class=\"uael-member-wrap\" >\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"uael-team-member-image\">\n\t\t\t\t\t\t\t<div class=elementor-animation-><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/08\/smartech-cluster_agusti-padros-300x300.png\" class=\"attachment-medium size-medium wp-image-1974\" alt=\"\" srcset=\"https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/08\/smartech-cluster_agusti-padros-300x300.png 300w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/08\/smartech-cluster_agusti-padros-150x150.png 150w, https:\/\/www.smartechcluster.org\/wp-content\/uploads\/2023\/08\/smartech-cluster_agusti-padros.png 500w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"uael-team-member-content\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"uael-team-member-name\">\n\t\t\t\t\t\t<h3 class=\"uael-team-name\">AGUST\u00cd PADR\u00d3S<\/h3>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"uael-team-member-designation\">\n\t\t\t\t\t\t\t<div class=\"uael-team-desig\">Project Manager\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper\">\n\t\t\t\t\t\t\t<div class=\"uael-team-social-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-envelope elementor-animation-shrink elementor-repeater-item-1e3f4e4\" href=\"mailto:apadros@secartys.org\" target=\"_blank\" aria-label=\"Envelope\">\n\t\t\t\t\t\t\t\t\t\t<i class=\"fas fa-envelope\"><\/i>\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-phone-alt elementor-animation-shrink elementor-repeater-item-3aa9556\" href=\"tel:003462287186\" target=\"_blank\" aria-label=\"Phone-alt\">\n\t\t\t\t\t\t\t\t\t\t<i class=\"fas fa-phone-alt\"><\/i>\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-91ed365 e-con-full e-flex e-con e-child\" data-id=\"91ed365\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"featured_media":31134,"template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>CAM-SMARTTOOL 4.0 - Smartech Cluster<\/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.smartechcluster.org\/es\/proyectos\/cam-smartool-4-0\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"CAM-SMARTTOOL 4.0 - Smartech Cluster\" \/>\n<meta property=\"og:description\" content=\"https:\/\/www.youtube.com\/watch?v=2Gvuz_j3ZdM&#038;list=PL8iaJlzb7YVKsfObCcdLt1YZ1OM6rWFW4&#038;index=19 El proyecto CAM-SmartTool 4.0 ha consistido en el desarrollo de un sistema para la gesti\u00f3n de informaci\u00f3n de aeronavegabilidad y la evaluaci\u00f3n del estado de aeronaves, asistido por medio de visi\u00f3n artificial y realidad mixta, con el objetivo de permitir a 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