{"id":100,"date":"2025-09-25T04:31:08","date_gmt":"2025-09-25T04:31:08","guid":{"rendered":"https:\/\/www.tarleton.edu\/brain-lab\/?page_id=100"},"modified":"2026-02-28T01:56:40","modified_gmt":"2026-02-28T01:56:40","slug":"research","status":"publish","type":"page","link":"https:\/\/www.tarleton.edu\/brain-lab\/research\/","title":{"rendered":"Research"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1149\" height=\"646\" src=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-1-edited.jpeg\" alt=\"An MEG scanner with a participant.\" class=\"wp-image-109\" srcset=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-1-edited.jpeg 1149w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-1-edited-300x169.jpeg 300w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-1-edited-1024x576.jpeg 1024w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-1-edited-600x337.jpeg 600w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-1-edited-768x432.jpeg 768w\" sizes=\"auto, (max-width: 1149px) 100vw, 1149px\" \/><\/figure>\n\n\n\n<p class=\"has-medium-font-size\">Research in the <strong>B.R.A.I.N. Lab<\/strong> is highly interdisciplinary, bringing together methods and perspectives from <strong>functional neuroimaging, artificial intelligence, and computational neuroscience<\/strong>. The lab investigates how brain activity encodes behavior, learning, and memory, and how these processes can be modeled and decoded using AI. By leveraging tools such as MEG, fNIRS, EEG, and other neurotechnologies, we study the neural basis of speech, memory, and motor learning. We also explore the use of deep learning and machine learning to enhance neural decoding, ultimately aiming to develop practical neurotechnological applications for communication and rehabilitation.<\/p>\n\n\n\n<p class=\"has-medium-font-size\">Beyond the technical front, the B.R.A.I.N. Lab is driven by a broader <strong>vision<\/strong>: <strong>to unravel the complexity of the human brain and translate this understanding into solutions for healthcare<\/strong>. This includes developing innovative tools for individuals with speech and motor impairments, advancing cognitive neuroprosthetics, and addressing challenges in neurological and psychiatric disorders.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Projects<\/h2>\n\n\n\n<details class=\"wp-block-details has-medium-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary>Motor Learning<\/summary>\n<ul class=\"wp-block-list\">\n<li class=\"has-medium-font-size\">Neural substrates of early <strong>motor skill learning<\/strong><\/li>\n\n\n\n<li class=\"has-medium-font-size\">The role of <strong>Neural Replay<\/strong> in procedural memory <\/li>\n\n\n\n<li class=\"has-medium-font-size\">Beneficial effects of rest (naps or meditation) in <strong>memory consolidation<\/strong><\/li>\n<\/ul>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-medium-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary>Human-Computer Interaction<\/summary>\n<ul class=\"wp-block-list\">\n<li class=\"has-medium-font-size\">Non-invasive <strong>Speech-BCI<\/strong><\/li>\n\n\n\n<li class=\"has-medium-font-size\">EMG and MMG wearables for <strong>gesture recognition<\/strong><\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>Silent Speech Recognition<\/strong> using wearable interfaces<\/li>\n<\/ul>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-medium-font-size is-layout-flow wp-block-details-is-layout-flow\"><summary>Neural Disorders<\/summary>\n<ul class=\"wp-block-list\">\n<li class=\"has-medium-font-size\">Single-trial detection of neural disorders (<strong>ALS, MS, Alzheimer&#8217;s<\/strong>, etc.)<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>Post-stroke<\/strong> Neurorehabilitation<\/li>\n\n\n\n<li class=\"has-medium-font-size\">Skill learning rehabilitation in <strong>learning disability<\/strong> disorders<strong>.<\/strong><\/li>\n<\/ul>\n<\/details>\n\n\n\n<h2 class=\"wp-block-heading\">Equipment<\/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\">\n<div class=\"wp-block-cover\" style=\"min-height:289px;aspect-ratio:unset;\"><img loading=\"lazy\" decoding=\"async\" width=\"602\" height=\"357\" class=\"wp-block-cover__image-background wp-image-117\" alt=\"Wearable MMG and a robot arm.\" src=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/MMG.png\" data-object-fit=\"cover\" srcset=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/MMG.png 602w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/MMG-300x178.png 300w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/MMG-600x356.png 600w\" sizes=\"auto, (max-width: 602px) 100vw, 602px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size\">Wearable MMG<\/p>\n<\/div><\/div>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:320px;aspect-ratio:unset;\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"600\" class=\"wp-block-cover__image-background wp-image-120\" alt=\"Wearable EEG Headphone from Neurable.\" src=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-2.png\" data-object-fit=\"cover\" srcset=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-2.png 600w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-2-300x300.png 300w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-2-400x400.png 400w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size\">Wearable EEG<\/p>\n<\/div><\/div>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:305px;aspect-ratio:unset;\"><img loading=\"lazy\" decoding=\"async\" width=\"295\" height=\"200\" class=\"wp-block-cover__image-background wp-image-122\" alt=\"MEG scanner with a subject.\" src=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/MEG-1.png\" data-object-fit=\"cover\"\/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size\">MEG<\/p>\n\n\n\n<p>Cook Childrens Hospital<\/p>\n\n\n\n<p>UT Southwestern Medical Center<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-cover\" style=\"min-height:288px;aspect-ratio:unset;\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"1000\" class=\"wp-block-cover__image-background wp-image-118\" alt=\"Wearable EMG wristband from Mindrove.\" src=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image.png\" data-object-fit=\"cover\" srcset=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image.png 1000w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-300x300.png 300w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-400x400.png 400w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/image-768x768.png 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size\">Wearable EMG<\/p>\n<\/div><\/div>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-cover is-light\" style=\"min-height:320px;aspect-ratio:unset;\"><img loading=\"lazy\" decoding=\"async\" width=\"683\" height=\"1024\" class=\"wp-block-cover__image-background wp-image-276 size-full\" alt=\"A person wearing an EEG Cap.\" src=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2026\/02\/Speech-BCI-EEG.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2026\/02\/Speech-BCI-EEG.jpg 683w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2026\/02\/Speech-BCI-EEG-200x300.jpg 200w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2026\/02\/Speech-BCI-EEG-267x400.jpg 267w\" sizes=\"auto, (max-width: 683px) 100vw, 683px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\" style=\"background-color:#c7c4c2\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size\">Whole-Head EEG<\/p>\n<\/div><\/div>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-cover\" style=\"min-height:301px;aspect-ratio:unset;\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"912\" class=\"wp-block-cover__image-background wp-image-123\" alt=\"OPM sensors in a wearable form factor.\" src=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/OPM-1024x912.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/OPM-1024x912.jpg 1024w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/OPM-300x267.jpg 300w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/OPM-449x400.jpg 449w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/OPM-768x684.jpg 768w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/OPM-1536x1368.jpg 1536w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/OPM-2048x1825.jpg 2048w, https:\/\/www.tarleton.edu\/brain-lab\/wp-content\/uploads\/sites\/406\/2025\/09\/OPM-1568x1397.jpg 1568w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-center has-large-font-size\">OPM<\/p>\n\n\n\n<p>UT Southwestern Medical Center<\/p>\n<\/div><\/div>\n<\/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>\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>Research in the B.R.A.I.N. Lab is highly interdisciplinary, bringing together methods and perspectives from functional neuroimaging, artificial intelligence, and computational neuroscience. The lab investigates how brain activity encodes behavior, learning, &#8230;<\/p>\n","protected":false},"author":976,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template-fullwidth.php","meta":{"_acf_changed":false,"inline_featured_image":false,"advgb_blocks_editor_width":"","advgb_blocks_columns_visual_guide":"","footnotes":""},"class_list":["post-100","page","type-page","status-publish","hentry"],"acf":[],"coauthors":[],"author_meta":{"author_link":"https:\/\/www.tarleton.edu\/brain-lab\/author\/kyle-boatrightgo-tarleton-edu\/","display_name":"Boatright, Kyle M"},"relative_dates":{"created":"Posted 7 months ago","modified":"Updated 2 months ago"},"absolute_dates":{"created":"Posted on September 25, 2025","modified":"Updated on February 28, 2026"},"absolute_dates_time":{"created":"Posted on September 25, 2025 4:31 am","modified":"Updated on February 28, 2026 1:56 am"},"featured_img_caption":"","featured_img":false,"series_order":"","_links":{"self":[{"href":"https:\/\/www.tarleton.edu\/brain-lab\/wp-json\/wp\/v2\/pages\/100","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tarleton.edu\/brain-lab\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.tarleton.edu\/brain-lab\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.tarleton.edu\/brain-lab\/wp-json\/wp\/v2\/users\/976"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tarleton.edu\/brain-lab\/wp-json\/wp\/v2\/comments?post=100"}],"version-history":[{"count":16,"href":"https:\/\/www.tarleton.edu\/brain-lab\/wp-json\/wp\/v2\/pages\/100\/revisions"}],"predecessor-version":[{"id":287,"href":"https:\/\/www.tarleton.edu\/brain-lab\/wp-json\/wp\/v2\/pages\/100\/revisions\/287"}],"wp:attachment":[{"href":"https:\/\/www.tarleton.edu\/brain-lab\/wp-json\/wp\/v2\/media?parent=100"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}