{"id":245,"date":"2023-04-24T21:32:23","date_gmt":"2023-04-24T21:32:23","guid":{"rendered":"https:\/\/nau.edu\/research\/?page_id=245"},"modified":"2024-12-12T16:30:32","modified_gmt":"2024-12-12T16:30:32","slug":"arrhythmia-af-detection","status":"publish","type":"page","link":"https:\/\/in.nau.edu\/research\/innovations\/available-technologies\/biomedical\/arrhythmia-af-detection\/","title":{"rendered":"Patient ECG Heartbeat Classification for Arrhythmia and Atrial Fibrillation Detection"},"content":{"rendered":"<div class=\"nau-block nau-block-left-nav-top-bound\">\n    \t<button id=\"left-nav-toggle-btn\" onclick=\"toggleNav();\">\n\t\tON THIS PAGE \n\t\t<i id=\"chevron-icon\" class=\"fas fa-solid fa-chevron-down\"><\/i>\n\t<\/button>\n\t<div id=\"left-nav-menu-track\">\n\t\t<div id=\"left-nav-wrapper\">\n\t\t\t<div class=\"rfi-above-anchor-tags\">\n\t\t\t\t<div class=\"ri-container\">\n\t\t\t\t\t<a href=\"https:\/\/nau.edu\/admissions\/request-information\/\" id=\"request-info\" class=\"btn bg-true-blue left-nav-menu-bottom-button display-mobile\">Request info&nbsp;&nbsp;<\/a>\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t<div id=\"left-nav-menu\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"menu-section backcolor\">\n\t\t\t\t\t<div class=\"header\">\n\t\t\t\t\t\tHOW CAN WE HELP?\t\t\t\t\t<\/div>\n\t\t\t\t\t<ul class=\"responsive-icons\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a href=\"tel:928-523-4620\"><img decoding=\"async\" src=\"https:\/\/in.nau.edu\/wp-content\/themes\/nau-marketing-2021\/img\/icon-phone.svg\" alt=\"Telephone:\"> 928-523-4620<\/a>\n\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t<li><a href=\"mailto:nauinnovations@nau.edu\"><img decoding=\"async\" src=\"https:\/\/in.nau.edu\/wp-content\/themes\/nau-marketing-2021\/img\/icon-email.svg\" alt=\"Email:\"><span class=\"left-nav-email\"> nauinnovations&#8203;@nau.edu <\/span><\/a><\/li>\n\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n<section class=\"nau-block left-nav-section\"><header class=\"entry-header\"><div class=\"breadcrumb\"><ol class=\"breadcrumbs\"><li><a href=\"https:\/\/in.nau.edu\">IN<\/a><span class=\"breadcrumb-chevron\" aria-hidden=\"true\">&gt;<\/span><\/li><li><a href=\"https:\/\/in.nau.edu\/research\">Research<\/a><span class=\"breadcrumb-chevron\" aria-hidden=\"true\">&gt;<\/span><\/li><li class=\"current\">Pages<\/li><\/ol><\/div><h1 class=\"entry-title text-left \">Patient ECG Heartbeat Classification for Arrhythmia and Atrial Fibrillation Detection<\/h1><hr class=\"h1-hr  text-left \" role=\"none\"><\/header><!-- .entry-header --><\/section><!-- <section class=\"nau-block left-nav-section grid-md-12\">\n    <header class=\"entry-header\">\n        <h1 class=\"entry-title text-left \" tabindex=\"0\" id=\"h1-first\">Dummy H1<\/h1>\n        <hr class=\"h1-hr  text-left \" role=\"none\">\n    <\/header>\n<\/section> -->\n\n<section class=\"nau-block left-nav-section grid-md-12\">\n    <div class=\"page-content\">\n        \n\n<h2 class=\"wp-block-heading\">Description<\/h2>\n\n\n\n<p>Electrocardiogram (ECG) signal is a common and powerful tool to study heart function and diagnose several abnormal arrhythmias. While there have been remarkable improvements in cardiac arrhythmia classification methods, they still cannot offer acceptable performance in detecting different heart conditions, especially when dealing with imbalanced datasets. This technology addresses the limitations of current classification approaches by developing an automatic heartbeat classification method using deep convolutional neural networks and sequence-to-sequence models. Specifically, this method can be applied for the detection of arrhythmias and atrial fibrillation (AF).<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Additional information<\/h2>\n\n\n\n<section  \n    class=\"nau-block nau-block-panels   \" \n    data-layout_mobile=\"groupLayout-Stack gutter_Default panelLayoutPhotoTextVertical  photoAspect-1-1\"\n        data-layout_tablet=\"groupLayout-Stack gutter_Default panelLayoutPhotoTextVertical  photoAspect-1-1\"\n        data-layout_desktop=\"groupLayout-Tabs gutter_Default panelLayoutPhotoTextVertical  photoAspect-1-1\"\n        data-layout_xl=\"groupLayout-Tabs gutter_Default panelLayoutPhotoTextVertical  photoAspect-1-1\">\n\n    <div class=\"background-wrapper\">\n        <div class=\"block-main-content\">\n            \n            \n                            <div class=\"tab-nav\" role=\"tablist\" aria-label=\"Tabs for  articles\">\n                                                \n                        <button data-panel=\"panel--0\"\n                            role=\"tab\"\n                            aria-controls=\"panel--0\"\n                            class=\"active bg-true-blue bg-none\"\n                            tabindex=\"0\">Patent number and inventor<\/button>\n                                                \n                        <button data-panel=\"panel--1\"\n                            role=\"tab\"\n                            aria-controls=\"panel--1\"\n                            class=\"after-active bg-true-blue bg-none\"\n                            tabindex=\"-1\">Potential applications<\/button>\n                                                \n                        <button data-panel=\"panel--2\"\n                            role=\"tab\"\n                            aria-controls=\"panel--2\"\n                            class=\" bg-true-blue bg-none\"\n                            tabindex=\"-1\">Benefits and advantages<\/button>\n                                                \n                        <button data-panel=\"panel--3\"\n                            role=\"tab\"\n                            aria-controls=\"panel--3\"\n                            class=\" bg-true-blue bg-none\"\n                            tabindex=\"-1\">Case number and licensing status<\/button>\n                                    <\/div>\n            \n            \n            \n            <div class=\"panel-wrapper\">\n                \n                                \n                        <div class=\"panel bg-true-blue  panelTypeText  noHover \"\n                            data-role=\"tabpanel\"\n                            data-panel=\"panel--0\"\n                            id=\"panel--0\">\n\n                            \n                                                                    <div class=\"content\">\n                                            <div class=\"text-wrapper\">\n                                                                                                <h3 class=\"h3-tab-index\">Patent number and inventor<\/h3>\n                                                \n                                                                                                    <div class=\"text\">\n                                                        <p>16\/783,040<\/p>\n<p>Fatemeh Afghah and Seyed Mousavi.<\/p>\n                                                    <\/div>\n                                                \n                                                                                            <\/div>\n                                        <\/div>\n\n                                    \n                                \n                                                        <\/div>\n                    \n                        <div class=\"panel bg-true-blue  panelTypeText  noHover \"\n                            data-role=\"tabpanel\"\n                            data-panel=\"panel--1\"\n                            id=\"panel--1\">\n\n                            \n                                                                    <div class=\"content\">\n                                            <div class=\"text-wrapper\">\n                                                                                                <h3 class=\"h3-tab-index\">Potential applications<\/h3>\n                                                \n                                                                                                    <div class=\"text\">\n                                                        <p>Clinical applications<\/p>\n                                                    <\/div>\n                                                \n                                                                                            <\/div>\n                                        <\/div>\n\n                                    \n                                \n                                                        <\/div>\n                    \n                        <div class=\"panel bg-true-blue  panelTypeText  noHover \"\n                            data-role=\"tabpanel\"\n                            data-panel=\"panel--2\"\n                            id=\"panel--2\">\n\n                            \n                                                                    <div class=\"content\">\n                                            <div class=\"text-wrapper\">\n                                                                                                <h3 class=\"h3-tab-index\">Benefits and advantages<\/h3>\n                                                \n                                                                                                    <div class=\"text\">\n                                                        <p>This method significantly outperforms the existing algorithms in the literature for both the intra-patient and inter-patient paradigms. Furthermore, this method can be applied to several other biomedical applications such as sleep staging, in which there are strong dependencies between each stage and sufficient data are not available. In addition, the present system can be used with wearable devices.<\/p>\n                                                    <\/div>\n                                                \n                                                                                            <\/div>\n                                        <\/div>\n\n                                    \n                                \n                                                        <\/div>\n                    \n                        <div class=\"panel bg-true-blue  panelTypeText  noHover \"\n                            data-role=\"tabpanel\"\n                            data-panel=\"panel--3\"\n                            id=\"panel--3\">\n\n                            \n                                                                    <div class=\"content\">\n                                            <div class=\"text-wrapper\">\n                                                                                                <h3 class=\"h3-tab-index\">Case number and licensing status<\/h3>\n                                                \n                                                                                                    <div class=\"text\">\n                                                        <p>2019-020<\/p>\n<p>This invention is available for licensing.<\/p>\n                                                    <\/div>\n                                                \n                                                                                            <\/div>\n                                        <\/div>\n\n                                    \n                                \n                                                        <\/div>\n                                                <\/div>\n\n                    <\/div>\n    <\/div>\n<\/section>\n\n    <\/div>\n<\/section>\n\n<div class=\"nau-block nau-block-left-nav-bottom-bound\">\n\n<\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":276,"featured_media":1037,"parent":65,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"","_relevanssi_noindex_reason":"","ring_central_script_selection":"","footnotes":""},"class_list":["post-245","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/pages\/245","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/users\/276"}],"replies":[{"embeddable":true,"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/comments?post=245"}],"version-history":[{"count":14,"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/pages\/245\/revisions"}],"predecessor-version":[{"id":6073,"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/pages\/245\/revisions\/6073"}],"up":[{"embeddable":true,"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/pages\/65"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/media\/1037"}],"wp:attachment":[{"href":"https:\/\/in.nau.edu\/research\/wp-json\/wp\/v2\/media?parent=245"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}