{"id":20508,"date":"2022-11-25T10:59:09","date_gmt":"2022-11-25T09:59:09","guid":{"rendered":"https:\/\/www.generationrobots.com\/blog\/?p=20508"},"modified":"2025-04-10T11:48:54","modified_gmt":"2025-04-10T09:48:54","slug":"unitree-robotics-i-ricercatori-della-carnegie-mellon-university-insegnano-ai-robot-cani-a-coordinare-i-loro-arti","status":"publish","type":"post","link":"https:\/\/www.generationrobots.com\/blog\/it\/unitree-robotics-i-ricercatori-della-carnegie-mellon-university-insegnano-ai-robot-cani-a-coordinare-i-loro-arti\/","title":{"rendered":"Unitree Robotics: i ricercatori della Carnegie Mellon University insegnano ai robot-cani a coordinare i loro arti"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"20508\" class=\"elementor elementor-20508\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-17deec2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"17deec2\" data-element_type=\"section\" data-e-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-2e4822d\" data-id=\"2e4822d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-694188b elementor-widget elementor-widget-text-editor\" data-id=\"694188b\" data-element_type=\"widget\" data-e-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>Negli ultimi anni, le prestazioni dei <strong>robot quadrupedi<\/strong> hanno registrato un continuo miglioramento, anche su <strong>terreni irregolari<\/strong>. Oggi i robot mobili sono perfettamente adatti a <strong>missioni di ispezione<\/strong>, sebbene inizialmente non fossero stati progettati per operazioni di presa. Gli ingegneri che si occupano di robot quadrupedi spesso integrano delle periferiche esterne; questo permette di moltiplicare il numero di operazioni che i robot sono capaci di svolgere. E ci\u00f2 che fanno i robotisti presso <strong><a class=\"catalogue\" title=\"Unitree Robotics- Robots Quadrup\u00e8des\" href=\"\/it\/556-deep-robotics-robot-quadrupedi-\">Unitree Robotics<\/a><\/strong>, un vero leader sul mercato che si occupa di progettazione di robot-cani. Grazie all&rsquo;IA e ai numerosi sensori disponibili sul mercato, \u00e8 ormai possibile insegnare a un robot-cane non solo a <strong>raccogliere degli oggetti<\/strong> e <strong>premere pulsanti<\/strong>, ma anche a svolgere compiti ancora piu complessi.<\/p>\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-e2331d3 elementor-widget elementor-widget-image\" data-id=\"e2331d3\" data-element_type=\"widget\" data-e-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=\"1200\" height=\"500\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/unitreerobotics-evolution-robots-quadrupedes-1.jpg\" class=\"attachment-full size-full wp-image-11408\" alt=\"Evolution des robots-chiens d&#039;Unitree Robotics\" srcset=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/unitreerobotics-evolution-robots-quadrupedes-1.jpg 1200w, https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/unitreerobotics-evolution-robots-quadrupedes-1-300x125.jpg 300w, https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/unitreerobotics-evolution-robots-quadrupedes-1-1024x427.jpg 1024w, https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/unitreerobotics-evolution-robots-quadrupedes-1-768x320.jpg 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/>\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<\/div>\n\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-3b4e816 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3b4e816\" data-element_type=\"section\" data-e-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-cd1c362\" data-id=\"cd1c362\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bdfe156 elementor-widget elementor-widget-text-editor\" data-id=\"bdfe156\" data-element_type=\"widget\" data-e-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<h2>Un&rsquo;universit\u00e0 americana utilizza la \u201cpolitica unificata\u201d per coordinare un braccio manipolatore con il robot Go1 di Unitree Robotics<\/h2><p>Il braccio robotico pu\u00f2 aumentare notevolmente il campo di applicazioni dei robot quadrupedi.<\/p><p>Il metodo base per i quadrupedi dotati di un braccio robotico consiste nel far in modo che il controller gestisca separatamente la camminata e la prensione. Questo metodo, per\u00f2, non \u00e8 il migliore in quanto richiede molto tempo e molti sforzi per essere implementato. In pi\u00f9, il rischio di commettere errori che possono propagarsi tra i vari moduli e la probabilit\u00e0 di movimenti a scatti sono elevati.<\/p><p>Per affrontare questa problematica, la <strong>Carnegie Mellon University di Pittsburgh<\/strong> ha deciso di adottare l\u2019apprendimento per rinforzo e testare un <strong>sistema basato su una politica unificata<\/strong> in grado di controllare l\u2019intero sistema (quadrupede + braccio). Questo approccio consente di ottenere movimenti pi\u00f9 fluidi, pi\u00f9 precisi e una migliore coordinazione bracci\/zampe.<\/p><p>Nel progetto, condotto da due studenti e dal loro professore, \u00e8 stato utilizzato il robot <strong><a class=\"catalogue\" title=\"Robot chien Go1 (Edu)\" href=\"\/it\/404276-robot-quadrupede-lite-3.html\">Go1<\/a><\/strong> di Unitree Robotics, noto per la sua affidabilit\u00e0 e le sue ottime prestazioni a un costo contenuto. Il braccio montato sul robot \u00e8 il <a class=\"catalogue\" title=\"Bras robotique 5 axes WidowX 250\" href=\"\/it\/381-braccio-robotico-trossen-robotics\">WidowX 250<\/a> (a 6 assi) della Trossen Robotics.<\/p><p>L\u2019esperimento ha dimostrato che il sistema con politica unificata permette di ottenere comportamenti agili e dinamici in diverse situazioni.<\/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<\/div>\n\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-2783f24 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2783f24\" data-element_type=\"section\" data-e-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-2f32a79\" data-id=\"2f32a79\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f3a4cfd elementor-widget elementor-widget-video\" data-id=\"f3a4cfd\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/teaser-wbc.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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-4c3bb0a\" data-id=\"4c3bb0a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-863e4f5 elementor-widget elementor-widget-video\" data-id=\"863e4f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/teaser-pick.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-af303fd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"af303fd\" data-element_type=\"section\" data-e-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-beea691\" data-id=\"beea691\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-918787f elementor-widget elementor-widget-text-editor\" data-id=\"918787f\" data-element_type=\"widget\" data-e-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><i>La \u00ab\u00a0politica unificata\u00a0\u00bb consente di ottenere comportamenti agili e dinamici del corpo e del braccio robotico. <\/i><\/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<\/div>\n\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-f6a1203 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f6a1203\" data-element_type=\"section\" data-e-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-39c7fae\" data-id=\"39c7fae\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-685a9f2 elementor-widget elementor-widget-text-editor\" data-id=\"685a9f2\" data-element_type=\"widget\" data-e-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<h2>Confronto<\/h2>\n<p>I manipolatori commerciali, come il <a class=\"catalogue\" title=\"Payload: Boston Dynamics Spot Arm\" href=\"\/it\/403824-payload-boston-dynamics-spot-arm-braccio-robotico-spot.html\">Boston Dynamics Spot with Arm<\/a>, rappresenta un investimento importante per le universit\u00e0 o i laboratori di ricerca. Il team del progetto ha trovato un&rsquo;alternativa meno costosa scegliendo i marchi Unitree Robotics e Trossen Robotics, per la progettazione della loro piattaforma autonoma.<\/p>\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-aaf05ff elementor-widget elementor-widget-image\" data-id=\"aaf05ff\" data-element_type=\"widget\" data-e-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=\"1793\" height=\"623\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/comparatif-manipulateurs-commerciaux-1.jpg\" class=\"attachment-full size-full wp-image-11409\" alt=\"Comparatif des diff\u00e9rents bras robotiques pour quadrup\u00e8des\" srcset=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/comparatif-manipulateurs-commerciaux-1.jpg 1793w, https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/comparatif-manipulateurs-commerciaux-1-300x104.jpg 300w, https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/comparatif-manipulateurs-commerciaux-1-1024x356.jpg 1024w, https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/comparatif-manipulateurs-commerciaux-1-768x267.jpg 768w, https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/comparatif-manipulateurs-commerciaux-1-1536x534.jpg 1536w\" sizes=\"(max-width: 1793px) 100vw, 1793px\" \/>\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-09c1e0a elementor-widget elementor-widget-text-editor\" data-id=\"09c1e0a\" data-element_type=\"widget\" data-e-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<h2>Teleoperazione<\/h2><p>La politica unificata permette di controllare tutte le articolazioni (12DoF per le zampe e 6DoF per i bracci) a 50 Hz utilizzando solo una <strong>Raspberry Pi<\/strong>..<\/p><p>L&rsquo;architettura software del braccio WindowX 250s \u00e8 installata sulla NVIDIA Jetson del robot-cane Go1 grazie ai <a class=\"catalogue\" title=\"Github Interbotix ROS manipulators\" href=\"https:\/\/github.com\/Interbotix\/interbotix_ros_manipulators\" target=\"_blank\" rel=\"noreferrer noopener\">packages ufficiali<\/a> forniti da Trossen Robotics. Il protocollo UDP \u00e8 utilizzato per la comunicazione tra Raspberry Pi e NVIDIA Jetson.<\/p><p>L&rsquo;apertura e la chiusura del gripper non sono parte della politica unificata e sono controllate da un <strong>joystick<\/strong> durante le varie sperimentazioni di teleoperazione. Durante i test basati sul comportamento visivo, il gripper viene gestito da una politica scriptata.<\/p><p>Attraverso questa combinazione di apprendimento per rinforzo e politica unificata, la piattaforma robotica pu\u00f2 funzionare in modo completamente autonomo in 3 modalit\u00e0: teleoperazione, tracciamento visivo e ripetizione delle dimostrazioni. Pertanto, il robot \u00e8 in grado di:<\/p><ul><li>Inserire una penna in un bicchiere distante<\/li><li>Raccogliere un bicchiere e gettarlo in un cestino situato in alto<\/li><li>Raccogliere un oggetto su un terreno irregolare<\/li><li>Premere un pulsante per entrare in un edificio<\/li><\/ul>\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<\/div>\n\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-e71628e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e71628e\" data-element_type=\"section\" data-e-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-0e8fc57\" data-id=\"0e8fc57\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c9b5f28 elementor-widget elementor-widget-video\" data-id=\"c9b5f28\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/place.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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-24504f4\" data-id=\"24504f4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e735064 elementor-widget elementor-widget-video\" data-id=\"e735064\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/garbage.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7c7a19c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7c7a19c\" data-element_type=\"section\" data-e-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-bd6650c\" data-id=\"bd6650c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-409b818 elementor-widget elementor-widget-video\" data-id=\"409b818\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/bush.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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-484e297\" data-id=\"484e297\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-51114a3 elementor-widget elementor-widget-video\" data-id=\"51114a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/door.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2a9a12a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2a9a12a\" data-element_type=\"section\" data-e-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-ed287d1\" data-id=\"ed287d1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-901d8cd elementor-widget elementor-widget-text-editor\" data-id=\"901d8cd\" data-element_type=\"widget\" data-e-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<h2>Tracciamento visivo<\/h2><p>Per il tracciamento visivo, il robot \u00e8 dotato di una telecamera di profondit\u00e0 <a class=\"catalogue\" title=\"Intel\u00ae RealSense\u2122 Camera de profondeur D435i\" href=\"\/it\/403758-intel-realsense-telecamera-di-profondit\u00e0-d435i-treppiede-incluso.html\">RealSense D435i<\/a> di Intel.<\/p><p>Il robot \u00e8 incaricato di seguire un AprilTag, e la politica unificata regola automaticamente il controllo del corpo per seguire l&rsquo;AprilTag. Come possiamo notare, il robot piega le sue zampe in coordinazione con il braccio, con il fine di mantenere la telecamera vicina all&rsquo;AprilTag.<\/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<\/div>\n\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-f2697f9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f2697f9\" data-element_type=\"section\" data-e-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-58d290f\" data-id=\"58d290f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cde4ac6 elementor-widget elementor-widget-video\" data-id=\"cde4ac6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/human-tracking.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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-a21f773\" data-id=\"a21f773\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6658aa6 elementor-widget elementor-widget-video\" data-id=\"6658aa6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/tag-tracking.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1d4ae1f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1d4ae1f\" data-element_type=\"section\" data-e-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-d995b29\" data-id=\"d995b29\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6ea0ab4 elementor-widget elementor-widget-video\" data-id=\"6ea0ab4\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/vis-easy.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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-8ca905e\" data-id=\"8ca905e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-719987a elementor-widget elementor-widget-video\" data-id=\"719987a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/vis-hard.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9b9adc9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9b9adc9\" data-element_type=\"section\" data-e-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-91f34b3\" data-id=\"91f34b3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-97a20ee elementor-widget elementor-widget-text-editor\" data-id=\"97a20ee\" data-element_type=\"widget\" data-e-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<h2>Ripetizione delle dimostrazioni<\/h2>\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<\/div>\n\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-78a9eee elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"78a9eee\" data-element_type=\"section\" data-e-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-d435d87\" data-id=\"d435d87\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c2e9dc2 elementor-widget elementor-widget-video\" data-id=\"c2e9dc2\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/demo.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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-b29a348\" data-id=\"b29a348\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7b6944a elementor-widget elementor-widget-video\" data-id=\"7b6944a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&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=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/www.generationrobots.com\/blog\/wp-content\/uploads\/2022\/11\/wiping.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-599cc51 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"599cc51\" data-element_type=\"section\" data-e-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-c3a7d57\" data-id=\"c3a7d57\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d926908 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"d926908\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/static.generation-robots.com\/media\/deep-whole-body-control.pdf\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Leggi il rapporto completo<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\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-40f88b0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"40f88b0\" data-element_type=\"section\" data-e-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-106b958\" data-id=\"106b958\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-83034b6 elementor-widget elementor-widget-text-editor\" data-id=\"83034b6\" data-element_type=\"widget\" data-e-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<h2>Interessato\/a?<\/h2><p>Il nostro ufficio di progettazione ingegneristica \u00e8 in grado di rispondere a molteplici problematiche innovative, come l&rsquo;integrazione di un braccio manipolatore su un robot autonomo o semi-autonomo. Abbiamo recentemente integrato dei bracci collaborativi su 4 robot mobili omnidirezionali: scopri il nostro <a href=\"\/blog\/fr\/integration-de-4-robots-mobiles-omnidirectionnels-avec-des-bras-collaboratifs-sur-colonne-telescopique-pour-luniversite-de-fribourg\/\">caso di studio.<\/a><\/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<\/div>\n\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-7d2ea4e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7d2ea4e\" data-element_type=\"section\" data-e-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-4cd5c5b\" data-id=\"4cd5c5b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4ba34be elementor-widget elementor-widget-image\" data-id=\"4ba34be\" data-element_type=\"widget\" data-e-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\t<a href=\"https:\/\/content.generationrobots.com\/libro-bianco-robot-quadrupedi\">\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/static.generation-robots.com\/img\/stendardo-white-paper-robot-quadrupedi.jpg\" title=\"\" alt=\"Banner white paper robot quadrupedi\" loading=\"lazy\" \/>\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Negli ultimi anni, le prestazioni dei robot quadrupedi hanno registrato un continuo miglioramento, anche su terreni irregolari. Oggi i robot mobili sono perfettamente adatti a missioni di ispezione, sebbene inizialmente non fossero stati progettati per operazioni di presa. Gli ingegneri che si occupano di robot quadrupedi spesso integrano delle periferiche esterne; questo permette di moltiplicare[&#8230;]<br \/> <a class=\"button\" href=\"https:\/\/www.generationrobots.com\/blog\/it\/unitree-robotics-i-ricercatori-della-carnegie-mellon-university-insegnano-ai-robot-cani-a-coordinare-i-loro-arti\/\" style=\"float:right;\">Read this article &gt;&gt;<\/a><\/p>\n","protected":false},"author":188,"featured_media":11397,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10700],"tags":[],"class_list":["post-20508","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-casi-di-studio-e-applicazioni"],"_links":{"self":[{"href":"https:\/\/www.generationrobots.com\/blog\/wp-json\/wp\/v2\/posts\/20508","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.generationrobots.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.generationrobots.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.generationrobots.com\/blog\/wp-json\/wp\/v2\/users\/188"}],"replies":[{"embeddable":true,"href":"https:\/\/www.generationrobots.com\/blog\/wp-json\/wp\/v2\/comments?post=20508"}],"version-history":[{"count":31,"href":"https:\/\/www.generationrobots.com\/blog\/wp-json\/wp\/v2\/posts\/20508\/revisions"}],"predecessor-version":[{"id":20543,"href":"https:\/\/www.generationrobots.com\/blog\/wp-json\/wp\/v2\/posts\/20508\/revisions\/20543"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.generationrobots.com\/blog\/wp-json\/wp\/v2\/media\/11397"}],"wp:attachment":[{"href":"https:\/\/www.generationrobots.com\/blog\/wp-json\/wp\/v2\/media?parent=20508"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.generationrobots.com\/blog\/wp-json\/wp\/v2\/categories?post=20508"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.generationrobots.com\/blog\/wp-json\/wp\/v2\/tags?post=20508"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}