{"id":996,"date":"2024-06-12T17:38:33","date_gmt":"2024-06-12T17:38:33","guid":{"rendered":"https:\/\/www.tun.com\/home\/?p=996"},"modified":"2024-10-16T20:36:09","modified_gmt":"2024-10-16T20:36:09","slug":"__trashed-54","status":"publish","type":"post","link":"https:\/\/www.tun.com\/home\/__trashed-54\/","title":{"rendered":"AI-Powered Simulation Training Enhances Human Mobility in Robotic Exoskeletons"},"content":{"rendered":"\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-uagb-blockquote uagb-block-e7eb3fc3 uagb-blockquote__skin-border uagb-blockquote__stack-img-none\"><blockquote class=\"uagb-blockquote\"><div class=\"uagb-blockquote__content\">Researchers at NC State University have harnessed AI and computer simulations to revolutionize robotic exoskeleton training, allowing users to save energy while walking, running and climbing stairs.<\/div><footer><div class=\"uagb-blockquote__author-wrap uagb-blockquote__author-at-left\"><\/div><\/footer><\/blockquote><\/div>\n\n\n\n<div class=\"wp-block-group is-content-justification-space-between is-nowrap is-layout-flex wp-container-core-group-is-layout-b0ffac9c wp-block-group-is-layout-flex\"><div style=\"font-size:16px\" class=\"has-text-align-left wp-block-post-author\"><div class=\"wp-block-post-author__content\"><p class=\"wp-block-post-author__name\">The University Network<\/p><\/div><\/div>\n\n\n<div class=\"wp-block-uagb-social-share uagb-social-share__outer-wrap uagb-social-share__layout-horizontal uagb-block-ee584a31\">\n<div class=\"wp-block-uagb-social-share-child uagb-ss-repeater uagb-ss__wrapper uagb-block-ec619ce7\"><span class=\"uagb-ss__link\" data-href=\"https:\/\/www.facebook.com\/sharer.php?u=\" tabindex=\"0\" role=\"button\" aria-label=\"facebook\"><span class=\"uagb-ss__source-wrap\"><span class=\"uagb-ss__source-icon\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M504 256C504 119 393 8 256 8S8 119 8 256c0 123.8 90.69 226.4 209.3 245V327.7h-63V256h63v-54.64c0-62.15 37-96.48 93.67-96.48 27.14 0 55.52 4.84 55.52 4.84v61h-31.28c-30.8 0-40.41 19.12-40.41 38.73V256h68.78l-11 71.69h-57.78V501C413.3 482.4 504 379.8 504 256z\"><\/path><\/svg><\/span><\/span><\/span><\/div>\n\n\n\n<div class=\"wp-block-uagb-social-share-child uagb-ss-repeater uagb-ss__wrapper uagb-block-32d99934\"><span class=\"uagb-ss__link\" data-href=\"https:\/\/twitter.com\/share?url=\" tabindex=\"0\" role=\"button\" aria-label=\"twitter\"><span class=\"uagb-ss__source-wrap\"><span class=\"uagb-ss__source-icon\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M389.2 48h70.6L305.6 224.2 487 464H345L233.7 318.6 106.5 464H35.8L200.7 275.5 26.8 48H172.4L272.9 180.9 389.2 48zM364.4 421.8h39.1L151.1 88h-42L364.4 421.8z\"><\/path><\/svg><\/span><\/span><\/span><\/div>\n\n\n\n<div class=\"wp-block-uagb-social-share-child uagb-ss-repeater uagb-ss__wrapper uagb-block-1d136f14\"><span class=\"uagb-ss__link\" data-href=\"https:\/\/www.linkedin.com\/shareArticle?url=\" tabindex=\"0\" role=\"button\" aria-label=\"linkedin\"><span class=\"uagb-ss__source-wrap\"><span class=\"uagb-ss__source-icon\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\"><path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\"><\/path><\/svg><\/span><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Imagine walking, running or climbing stairs using significantly less energy. This vision has become a reality thanks to innovative research at North Carolina State University (NC State). Using artificial intelligence (AI) and computer simulations, researchers have developed a new method to train robotic exoskeletons, assisting users in substantially reducing their metabolic energy usage.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;This work proposes and demonstrates a new machine-learning framework that bridges the gap between simulation and reality to autonomously control wearable robots to improve mobility and health of humans,&#8221; Hao Su, associate professor of mechanical and aerospace engineering at NC State and corresponding author of the study, said in a <a href=\"https:\/\/news.ncsu.edu\/2024\/06\/ai-training-robotic-exoskeletons\/\">statement<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The AI-powered system leverages computer simulations, enabling robotic exoskeletons to autonomously adjust and help users move more efficiently without requiring lengthy human testing.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In tests with human subjects, participants wearing the robotic exoskeleton demonstrated a marked reduction in metabolic energy consumption. Specifically, subjects used 24.3% less energy while walking, 13.1% less when running and 15.4% less when climbing stairs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;Exoskeletons have enormous potential to improve human locomotive performance,&#8221; Su added. &#8220;However, their development and broad dissemination are limited by the requirement for lengthy human tests and handcrafted control laws.&#8221;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This machine-learning framework&#8217;s embodiment AI learns how to assist users in a controlled simulation without requiring any experimental input. The framework holds promise not only for able-bodied individuals but also for those with mobility impairments.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;Our framework may offer a generalizable and scalable strategy for the rapid development and widespread adoption of a variety of assistive robots for both able-bodied and mobility-impaired individuals,&#8221; Su explained.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Future applications of this method are being explored to assist older adults and individuals with neurological conditions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;We have developed a way to train and control wearable robots to directly benefit humans,&#8221; Shuzhen Luo, first author of the paper and a former postdoctoral researcher at NC State, said in the statement. Luo, currently an assistant professor at Embry-Riddle Aeronautical University, emphasizes the potential this research has in making science fiction a reality.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Nature: Experiment-free Exoskeleton Assistance via Learning in Simulation - Main Video\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/laiS5nbWShs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;This work is essentially making science fiction reality \u2013 allowing people to burn less energy while conducting a variety of tasks,&#8221; Su noted.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The <a href=\"https:\/\/www.nature.com\/articles\/s41586-024-07382-4\">study<\/a>, titled \u201cExperiment-free Exoskeleton Assistance Via Learning in Simulation,\u201d was published in the journal Nature.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Imagine walking, running or climbing stairs using significantly less energy. This vision has become a reality thanks to innovative research at North Carolina State University (NC State). Using artificial intelligence (AI) and computer simulations, researchers have developed a new method to train robotic exoskeletons, assisting users in substantially reducing their metabolic energy usage. &#8220;This work [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"single-no-separators","format":"standard","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[8],"tags":[],"class_list":["post-996","post","type-post","status-publish","format-standard","hentry","category-ai"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"description\" content=\"&quot;This work is essentially making science fiction reality \u2013 allowing people to burn less energy while conducting a variety of tasks,&quot; Su noted. 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The study, titled \u201cExperiment-free Exoskeleton Assistance Via Learning in Simulation,\u201d was published in the journal Nature."},"aioseo_meta_data":{"post_id":"996","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":null,"created":"2024-06-13 21:59:07","updated":"2025-06-09 22:50:59","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.tun.com\/home\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.tun.com\/home\/category\/ai\/\" title=\"AI\">AI<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tAI-Powered Simulation Training Enhances Human Mobility in Robotic Exoskeletons\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/www.tun.com\/home"},{"label":"AI","link":"https:\/\/www.tun.com\/home\/category\/ai\/"},{"label":"AI-Powered Simulation Training Enhances Human Mobility in Robotic Exoskeletons","link":"https:\/\/www.tun.com\/home\/__trashed-54\/"}],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"The University Network","author_link":"https:\/\/www.tun.com\/home\/author\/funky_junkie\/"},"uagb_comment_info":0,"uagb_excerpt":"Imagine walking, running or climbing stairs using significantly less energy. This vision has become a reality thanks to innovative research at North Carolina State University (NC State). Using artificial intelligence (AI) and computer simulations, researchers have developed a new method to train robotic exoskeletons, assisting users in substantially reducing their metabolic energy usage. &#8220;This work&hellip;","_links":{"self":[{"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/posts\/996","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/comments?post=996"}],"version-history":[{"count":7,"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/posts\/996\/revisions"}],"predecessor-version":[{"id":1325,"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/posts\/996\/revisions\/1325"}],"wp:attachment":[{"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/media?parent=996"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/categories?post=996"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tun.com\/home\/wp-json\/wp\/v2\/tags?post=996"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}