{"id":4806,"date":"2022-11-24T17:12:25","date_gmt":"2022-11-24T09:12:25","guid":{"rendered":"https:\/\/siacorplab.nus.edu.sg\/?p=4806"},"modified":"2023-03-24T10:40:03","modified_gmt":"2023-03-24T02:40:03","slug":"technical-sharing-session-8-airline-point-of-care-system-on-seat-belt-for-hybrid-physiological-signal-monitoring","status":"publish","type":"post","link":"https:\/\/siacorplab.nus.edu.sg\/technical-sharing-session-8-airline-point-of-care-system-on-seat-belt-for-hybrid-physiological-signal-monitoring\/","title":{"rendered":"Technical Sharing Session #8 – Airline Point-of-Care System on Seat Belt for Hybrid Physiological Signal Monitoring"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4806\" class=\"elementor elementor-4806\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-53628ea elementor-section-full_width elementor-section-height-min-height elementor-section-height-default elementor-section-items-middle\" data-id=\"53628ea\" data-element_type=\"section\" data-settings=\"{"background_background":"classic"}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7640c85\" data-id=\"7640c85\" data-element_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-47bf00c elementor-widget elementor-widget-heading\" data-id=\"47bf00c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Airline Point-of-Care System on Seat Belt for Hybrid Physiological Signal Monitoring<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e44063a elementor-widget elementor-widget-heading\" data-id=\"e44063a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Technical Sharing Session #8<\/h2>\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-0b86b86 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0b86b86\" data-element_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-5d88b76\" data-id=\"5d88b76\" data-element_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-d9384b1 elementor-widget elementor-widget-spacer\" data-id=\"d9384b1\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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-6507c0d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6507c0d\" data-element_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-6b20c4e\" data-id=\"6b20c4e\" data-element_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-dd1661a elementor-widget elementor-widget-image\" data-id=\"dd1661a\" data-element_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<img fetchpriority=\"high\" decoding=\"async\" width=\"1445\" height=\"533\" src=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Screenshot-2022-11-24-161027-1.png\" class=\"attachment-full size-full wp-image-4923\" alt=\"\" srcset=\"https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Screenshot-2022-11-24-161027-1.png 1445w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Screenshot-2022-11-24-161027-1-300x111.png 300w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Screenshot-2022-11-24-161027-1-1024x378.png 1024w, https:\/\/siacorplab.nus.edu.sg\/wp-content\/uploads\/2022\/11\/Screenshot-2022-11-24-161027-1-768x283.png 768w\" sizes=\"(max-width: 1445px) 100vw, 1445px\" \/>\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-82c4c07 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"82c4c07\" data-element_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-f182d7a\" data-id=\"f182d7a\" data-element_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-b6fc9bc elementor-widget elementor-widget-spacer\" data-id=\"b6fc9bc\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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-c542254 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c542254\" data-element_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-4779cea\" data-id=\"4779cea\" data-element_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-307fe78 elementor-widget elementor-widget-text-editor\" data-id=\"307fe78\" data-element_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<table width=\"604\"><tbody><tr><td width=\"65\">Title of Talk<\/td><td width=\"539\">Airline Point-of-Care System on Seat Belt for Hybrid Physiological Signal Monitoring<\/td><\/tr><tr><td width=\"65\">Presenter<\/td><td width=\"539\">Xiao Xiao (1st year PhD student), supervised by a\/Professor Changsheng Wu<br \/>Dept of Electrical and Computer Engineering, NUS<br \/>WP4, SIA-NUS Digital Aviation Corp Lab<\/td><\/tr><tr><td width=\"65\">Date<\/td><td width=\"539\">24<sup>th<\/sup> November 2022, Thursday<\/td><\/tr><tr><td width=\"65\">Synopsis<\/td><td width=\"539\">With a focus on disease prevention and health promotion, a reactive and disease-centric healthcare system is revolutionized to a point-of-care model by the application of wearable devices. The convenience and low cost made it possible for long-term monitoring of health problems in long-distance traveling such as flights. While most of the existing health monitoring systems on aircrafts are limited for pilots, point-of-care systems provide choices for passengers to enjoy healthcare at the same level. Here in this paper, an airline point-of-care system containing hybrid electrocardiogram (ECG), breathing, and motion signals detection is proposed. At the same time, we propose the diagnosis of sleep apnea-hypopnea syndrome (SAHS) on flights as an application of this system to satisfy the inevitable demands for sleeping on long-haul flights. The hardware design includes ECG electrodes, flexible piezoelectric belts, and a control box, which enables the system to detect the original data of ECG, breathing, and motion signals. By processing these data with interval extraction-based feature selection method, the signals would be characterized and then provided for the long short-term memory recurrent neural network (LSTM-RNN) to classify the SAHS. Compared with other machine learning methods, our model shows high accuracy up to 84\u201385% with the lowest overfit problem, which proves its potential application in other related fields.<\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e20d58c elementor-widget elementor-widget-spacer\" data-id=\"e20d58c\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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>Airline Point-of-Care System on Seat Belt for Hybrid Physiological Signal Monitoring Technical Sharing Session #8 Title of Talk Airline Point-of-Care System on Seat Belt for Hybrid Physiological Signal Monitoring Presenter Xiao Xiao (1st year PhD student), supervised by a\/Professor Changsheng WuDept of Electrical and Computer Engineering, NUSWP4, SIA-NUS Digital Aviation Corp Lab Date 24th November […]<\/p>\n","protected":false},"author":3,"featured_media":4807,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[30],"tags":[],"class_list":["post-4806","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technical-sharing-session"],"acf":[],"_links":{"self":[{"href":"https:\/\/siacorplab.nus.edu.sg\/wp-json\/wp\/v2\/posts\/4806"}],"collection":[{"href":"https:\/\/siacorplab.nus.edu.sg\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/siacorplab.nus.edu.sg\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/siacorplab.nus.edu.sg\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/siacorplab.nus.edu.sg\/wp-json\/wp\/v2\/comments?post=4806"}],"version-history":[{"count":10,"href":"https:\/\/siacorplab.nus.edu.sg\/wp-json\/wp\/v2\/posts\/4806\/revisions"}],"predecessor-version":[{"id":4964,"href":"https:\/\/siacorplab.nus.edu.sg\/wp-json\/wp\/v2\/posts\/4806\/revisions\/4964"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/siacorplab.nus.edu.sg\/wp-json\/wp\/v2\/media\/4807"}],"wp:attachment":[{"href":"https:\/\/siacorplab.nus.edu.sg\/wp-json\/wp\/v2\/media?parent=4806"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/siacorplab.nus.edu.sg\/wp-json\/wp\/v2\/categories?post=4806"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/siacorplab.nus.edu.sg\/wp-json\/wp\/v2\/tags?post=4806"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}