{"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":"2026-04-27T13:29:40","modified_gmt":"2026-04-27T18:29:40","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<h3 class=\"wp-block-heading has-text-align-left has-black-color has-text-color has-link-color has-small-font-size wp-elements-9054ed41b8020ef861263e6e26b27659\">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.<\/h3>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns proyectos-grid is-layout-flex wp-container-core-columns-is-layout-28f84493 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\" id=\"proyecto-card\">\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<h4 class=\"wp-block-heading has-text-align-center\" style=\"font-size:14px\"><strong>Metodolog\u00eda para el monitoreo de la salud y din\u00e1mica de la cobertura vegetal del suelo usando im\u00e1genes satelitales<\/strong><\/h4>\n\n\n\n<p class=\"has-text-align-center has-black-color has-text-color has-link-color wp-elements-87c94130927f47f586087272c36cf45c\" style=\"font-size:12px\">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-a89b3969 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-28f84493 wp-block-columns-is-layout-flex\">\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\" id=\"proyecto-card\">\n<figure class=\"wp-block-image 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\n\n\n<h3 class=\"wp-block-heading has-text-align-center\" style=\"font-size:14px\"><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 wp-elements-fa089e8f56f3601db375703451ec9f35\" style=\"font-size:12px\">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-a89b3969 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\" id=\"proyecto-card\">\n<figure class=\"wp-block-image 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\n\n\n<h2 class=\"wp-block-heading has-text-align-center\" style=\"font-size:14px\"><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 wp-elements-e289a07dc0be61eeb0e1201ed7a9a715\" style=\"font-size:12px\">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-b5994976 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<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns .proyectos-grid {  align-items: stretch; } .wp-block-column display: flex; flex-direction: column; height: auto; padding: 18px; border: 1px solid #eee; border-radius: 14px; background: #fff; .wp-block-image margin-bottom: img width: 100%; aspect-ratio: 16 \/ 9; object-fit: cover; h3, h4, h5 min-height: 95px; p flex-grow: 1; 24px; .wp-block-buttons margin-top: justify-content: center; is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\" id=\"proyectos-grid\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image 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\n\n\n<h2 class=\"wp-block-heading has-text-align-center\" style=\"font-size:14px\"><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 wp-elements-7a4c0b547bc66c1855de00678b0309da\" style=\"font-size:12px\">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-a89b3969 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\">\n<figure class=\"wp-block-image 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\n\n\n<h2 class=\"wp-block-heading has-text-align-center\" style=\"font-size:14px\"><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 wp-elements-87c94130927f47f586087272c36cf45c\" style=\"font-size:12px\">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-a89b3969 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<\/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","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","protected":false},"author":1981,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","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":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-22","page","type-page","status-publish","hentry"],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"saramorales1","author_link":"https:\/\/academia.utp.edu.co\/ia-e-industria\/author\/saramorales1\/"},"uagb_comment_info":0,"uagb_excerpt":"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;]","_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":25,"href":"https:\/\/academia.utp.edu.co\/ia-e-industria\/wp-json\/wp\/v2\/pages\/22\/revisions"}],"predecessor-version":[{"id":246,"href":"https:\/\/academia.utp.edu.co\/ia-e-industria\/wp-json\/wp\/v2\/pages\/22\/revisions\/246"}],"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}]}}