{"id":22,"date":"2026-03-27T17:11:27","date_gmt":"2026-03-27T22:11:27","guid":{"rendered":"https:\/\/academia.utp.edu.co\/ia-e-industria\/?page_id=22"},"modified":"2026-04-17T12:47:44","modified_gmt":"2026-04-17T17:47:44","slug":"proyectos-de-investigacion","status":"publish","type":"page","link":"https:\/\/academia.utp.edu.co\/ia-e-industria\/proyectos-de-investigacion\/","title":{"rendered":"Proyectos de Investigaci\u00f3n"},"content":{"rendered":"\n<h2 class=\"wp-block-heading has-black-color has-text-color has-link-color wp-elements-348361788200b6f306f396d87278f780\">En esta secci\u00f3n se presentan algunos de los proyectos desarrollados en el semillero, enfocados en investigaci\u00f3n aplicada en inteligencia artificial, rob\u00f3tica, automatizaci\u00f3n, visi\u00f3n por computador y tecnolog\u00edas de la industria 4.0.<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:2000px\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1096\" height=\"976\" src=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/Gemini_Generated_Image_4tgj4e4tgj4e4tgj.png\" alt=\"\" class=\"wp-image-72\" srcset=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/Gemini_Generated_Image_4tgj4e4tgj4e4tgj.png 1096w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/Gemini_Generated_Image_4tgj4e4tgj4e4tgj-300x267.png 300w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/Gemini_Generated_Image_4tgj4e4tgj4e4tgj-1024x912.png 1024w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/Gemini_Generated_Image_4tgj4e4tgj4e4tgj-768x684.png 768w\" sizes=\"auto, (max-width: 1096px) 100vw, 1096px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-center has-medium-font-size\"><strong>Metodolog\u00eda para el monitoreo de la salud y din\u00e1mica de la cobertura vegetal del suelo usando im\u00e1genes satelitales<\/strong><\/h3>\n\n\n\n<p class=\"has-text-align-center has-black-color has-text-color has-link-color has-small-font-size wp-elements-174bd555131465ee7a3f71a43b8f8e48\">Desarrollo de una metodolog\u00eda basada en datos AMI y aprendizaje de m\u00e1quina para identificar fraudes y p\u00e9rdidas no t\u00e9cnicas en redes de distribuci\u00f3n el\u00e9ctrica.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-black-color has-text-color has-link-color has-small-font-size has-custom-font-size wp-element-button\">Ver m\u00e1s<\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p>                                                       <\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:2000px\"><div class=\"wp-block-image\">\n<figure class=\"alignright size-large\"><a href=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/manipulador-serial-industrial-de-codigo-abierto-para-el-eco-sistema-ros-gazebo-rviz\/\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/bab0ea0a-f155-4db6-94eb-f086ec444fce-1024x1024.jpg\" alt=\"\" class=\"wp-image-67\" srcset=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/bab0ea0a-f155-4db6-94eb-f086ec444fce-1024x1024.jpg 1024w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/bab0ea0a-f155-4db6-94eb-f086ec444fce-300x300.jpg 300w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/bab0ea0a-f155-4db6-94eb-f086ec444fce-150x150.jpg 150w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/bab0ea0a-f155-4db6-94eb-f086ec444fce-768x768.jpg 768w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/bab0ea0a-f155-4db6-94eb-f086ec444fce-1536x1536.jpg 1536w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/bab0ea0a-f155-4db6-94eb-f086ec444fce-2048x2048.jpg 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading has-text-align-center has-medium-font-size\"><strong>Manipulador Serial Industrial de C\u00f3digo Abierto con Comunicaci\u00f3n para el Eco-Sistema ROS-Gazebo-RViz<\/strong><\/h3>\n\n\n\n<p class=\"has-text-align-center has-black-color has-text-color has-link-color has-small-font-size wp-elements-c408850f12fe290d5a0612f2980c4ef8\">Desarrollo de un manipulador serial de c\u00f3digo abierto integrado con ROS2, Gazebo y RViz para visualizaci\u00f3n, control, comunicaci\u00f3n serial y formaci\u00f3n en automatizaci\u00f3n<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 is-style-outline is-style-outline--2\"><a class=\"wp-block-button__link has-black-color has-text-color has-link-color has-small-font-size has-text-align-center has-custom-font-size wp-element-button\" href=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/manipulador-serial-industrial-de-codigo-abierto-para-el-eco-sistema-ros-gazebo-rviz\/\">Ver m\u00e1s<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:2000px\"><div class=\"wp-block-image\">\n<figure class=\"alignleft size-full\"><a href=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/clasificacion-automatica-de-estados-de-madurez-de-frutas-utilizando-hsi-y-cnns\/\"><img loading=\"lazy\" decoding=\"async\" width=\"386\" height=\"386\" src=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/7d086d48-cd89-4ac4-aa9d-f2fa7c92be66.png\" alt=\"\" class=\"wp-image-68\" srcset=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/7d086d48-cd89-4ac4-aa9d-f2fa7c92be66.png 386w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/7d086d48-cd89-4ac4-aa9d-f2fa7c92be66-300x300.png 300w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/7d086d48-cd89-4ac4-aa9d-f2fa7c92be66-150x150.png 150w\" sizes=\"auto, (max-width: 386px) 100vw, 386px\" \/><\/a><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-medium-font-size\"><strong>Clasificaci\u00f3n autom\u00e1tica de estados de madurez de frutas utilizando HSI y CNNs<\/strong><\/h2>\n\n\n\n<p class=\"has-text-align-center has-black-color has-text-color has-link-color has-small-font-size wp-elements-1bd6bc12057fe63e77e15827918f8719\">Sistema de visi\u00f3n por computador que clasifica estados de madurez de frutas con im\u00e1genes hiperespectrales y redes neuronales convolucionales para apoyar decisiones log\u00edsticas y comerciales.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-5e6b19ed wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 is-style-outline is-style-outline--3\"><a class=\"wp-block-button__link has-black-color has-text-color has-link-color has-small-font-size has-custom-font-size wp-element-button\" href=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/clasificacion-automatica-de-estados-de-madurez-de-frutas-utilizando-hsi-y-cnns\/\">Ver m\u00e1s<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"alignright size-full\"><a href=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/seguimiento-visual-de-un-manipulador-serial-utilizando-dnn\/\"><img loading=\"lazy\" decoding=\"async\" width=\"463\" height=\"463\" src=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/14f9f113-7f9a-4f3d-8097-2aeda30322d7.png\" alt=\"\" class=\"wp-image-69\" srcset=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/14f9f113-7f9a-4f3d-8097-2aeda30322d7.png 463w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/14f9f113-7f9a-4f3d-8097-2aeda30322d7-300x300.png 300w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/14f9f113-7f9a-4f3d-8097-2aeda30322d7-150x150.png 150w\" sizes=\"auto, (max-width: 463px) 100vw, 463px\" \/><\/a><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-medium-font-size\"><strong>Seguimiento Visual de un Manipulador Serial Utilizando DNN<\/strong><\/h2>\n\n\n\n<p class=\"has-text-align-center has-black-color has-text-color has-link-color has-small-font-size wp-elements-a782ff8f34d5632d4f1da5bc22f343a9\">Sistema de visi\u00f3n por computador que estima la pose de un manipulador serial con c\u00e1maras RGBD y redes neuronales profundas, como alternativa precisa y de bajo costo.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\"><\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 is-style-outline is-style-outline--4\"><a class=\"wp-block-button__link has-black-color has-text-color has-link-color has-small-font-size has-custom-font-size wp-element-button\" href=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/seguimiento-visual-de-un-manipulador-serial-utilizando-dnn\/\">Ver m\u00e1s<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"alignright size-medium\"><a href=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/perdidas-no-tecnicas\/\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/perdidas_no_tecnicas_1x1_web-300x300.png\" alt=\"\" class=\"wp-image-66\" srcset=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/perdidas_no_tecnicas_1x1_web-300x300.png 300w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/perdidas_no_tecnicas_1x1_web-150x150.png 150w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/perdidas_no_tecnicas_1x1_web-768x768.png 768w, https:\/\/academia.utp.edu.co\/ia-e-industria\/files\/2026\/04\/perdidas_no_tecnicas_1x1_web.png 900w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-medium-font-size\"><strong>An\u00e1lisis de los registros de un operador de red el\u00e9ctrica nacional para la b\u00fasqueda de p\u00e9rdidas no t\u00e9cnicas<\/strong><\/h2>\n\n\n\n<p class=\"has-text-align-center has-black-color has-text-color has-link-color has-small-font-size wp-elements-174bd555131465ee7a3f71a43b8f8e48\">Desarrollo de una metodolog\u00eda basada en datos AMI y aprendizaje de m\u00e1quina para identificar fraudes y p\u00e9rdidas no t\u00e9cnicas en redes de distribuci\u00f3n el\u00e9ctrica.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 is-style-outline is-style-outline--5\"><a class=\"wp-block-button__link has-black-color has-text-color has-link-color has-small-font-size has-custom-font-size wp-element-button\" href=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/perdidas-no-tecnicas\/\">Ver m\u00e1s<\/a><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>En esta secci\u00f3n se presentan algunos de los proyectos desarrollados en el semillero, enfocados en investigaci\u00f3n aplicada en inteligencia artificial, rob\u00f3tica, automatizaci\u00f3n, visi\u00f3n por computador y tecnolog\u00edas de la industria&hellip;<\/p>\n<p class=\"more-link\"><a href=\"https:\/\/academia.utp.edu.co\/ia-e-industria\/proyectos-de-investigacion\/\" class=\"themebutton2\">Leer m\u00e1s<\/a><\/p>\n","protected":false},"author":1981,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-22","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/academia.utp.edu.co\/ia-e-industria\/wp-json\/wp\/v2\/pages\/22","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/academia.utp.edu.co\/ia-e-industria\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/academia.utp.edu.co\/ia-e-industria\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/academia.utp.edu.co\/ia-e-industria\/wp-json\/wp\/v2\/users\/1981"}],"replies":[{"embeddable":true,"href":"https:\/\/academia.utp.edu.co\/ia-e-industria\/wp-json\/wp\/v2\/comments?post=22"}],"version-history":[{"count":15,"href":"https:\/\/academia.utp.edu.co\/ia-e-industria\/wp-json\/wp\/v2\/pages\/22\/revisions"}],"predecessor-version":[{"id":205,"href":"https:\/\/academia.utp.edu.co\/ia-e-industria\/wp-json\/wp\/v2\/pages\/22\/revisions\/205"}],"wp:attachment":[{"href":"https:\/\/academia.utp.edu.co\/ia-e-industria\/wp-json\/wp\/v2\/media?parent=22"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}