{"id":14318,"date":"2025-05-13T10:00:00","date_gmt":"2025-05-13T10:00:00","guid":{"rendered":"https:\/\/modernsciences.org\/staging\/4414\/?p=14318"},"modified":"2025-05-02T05:56:20","modified_gmt":"2025-05-02T05:56:20","slug":"ai-radar-health-monitoring-noncontact-vitals-elder-care-telehealth-may-2025","status":"publish","type":"post","link":"https:\/\/modernsciences.org\/staging\/4414\/ai-radar-health-monitoring-noncontact-vitals-elder-care-telehealth-may-2025\/","title":{"rendered":"AI is giving a boost to efforts to monitor health via radar"},"content":{"rendered":"\n\n\n<div class=\"theconversation-article-body\">\n    <figure>\n      <img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/664777\/original\/file-20250429-56-98p1q6.png?ixlib=rb-4.1.0&#038;rect=57%2C0%2C1797%2C1010&#038;q=45&#038;auto=format&#038;w=754&#038;fit=clip\" >\n        <figcaption>\n          AI-powered radar could enable contactless health monitoring in the home.\n          <span class=\"attribution\"><span class=\"source\">Chandler Bauder<\/span><\/span>\n        <\/figcaption>\n    <\/figure>\n\n  <span><a href=\"https:\/\/theconversation.com\/profiles\/chandler-bauder-2343832\" target=\"_blank\" rel=\"noopener\">Chandler Bauder<\/a>, <em><a href=\"https:\/\/theconversation.com\/institutions\/u-s-naval-research-laboratory-6468\" target=\"_blank\" rel=\"noopener\">U.S. Naval Research Laboratory<\/a><\/em> and <a href=\"https:\/\/theconversation.com\/profiles\/aly-fathy-1215939\" target=\"_blank\" rel=\"noopener\">Aly Fathy<\/a>, <em><a href=\"https:\/\/theconversation.com\/institutions\/university-of-tennessee-688\" target=\"_blank\" rel=\"noopener\">University of Tennessee<\/a><\/em><\/span>\n\n  <p>If you wanted to check someone\u2019s pulse from across the room, for example to remotely monitor an elderly relative, how could you do it? You might think it\u2019s impossible, because common health-monitoring devices such as fingertip pulse oximeters and smartwatches have to be in contact with the body. <\/p>\n\n<p>However, researchers are developing technologies that can monitor a person\u2019s vital signs at a distance. One of those technologies is radar.<\/p>\n\n<p>We are electrical engineers <a href=\"https:\/\/scholar.google.com\/citations?hl=en&amp;user=ftu1eh0AAAAJ&amp;view_op=list_works&amp;sortby=pubdate\" target=\"_blank\" rel=\"noopener\">who study<\/a> <a href=\"https:\/\/scholar.google.com\/citations?hl=en&amp;user=D_b0_TYAAAAJ&amp;view_op=list_works&amp;sortby=pubdate\" target=\"_blank\" rel=\"noopener\">radar systems<\/a>. We have combined advances in radar technology and artificial intelligence to reliably monitor breathing and heart rate <a href=\"https:\/\/doi.org\/10.1109\/JERM.2024.3443782\" target=\"_blank\" rel=\"noopener\">without contacting the body<\/a>.<\/p>\n\n<p>Noncontact health monitoring has the potential to be more comfortable and easier to use than traditional methods, particularly for people looking to monitor their vital signs at home.<\/p>\n\n<h2 id=\"how-radar-works\">How radar works<\/h2>\n\n<p>Radar is commonly known for measuring the speed of cars, making <a href=\"https:\/\/www.weatherstationadvisor.com\/how-does-weather-radar-work\/\" target=\"_blank\" rel=\"noopener\">weather forecasts<\/a> and detecting obstacles at sea and in the air. It works by sending out electromagnetic waves that travel at the speed of light, waiting for them to bounce off objects in their path, and sensing them when they return to the device. <\/p>\n\n<p>Radar can tell how far away things are, how fast they\u2019re moving, and even their shape by analyzing the properties of the reflected waves.<\/p>\n\n<p>Radar can also be used <a href=\"http:\/\/doi.org\/10.1109\/RWS62086.2025.10905003\" target=\"_blank\" rel=\"noopener\">to monitor vital signs<\/a> such as breathing and heart rate. Each breath or heartbeat causes your chest to move ever so slightly \u2013 movement that\u2019s hard for people to see or feel. However, today\u2019s radars are sensitive enough to detect these tiny movements, even from across a room. <\/p>\n\n<h2 id=\"advantages-of-radar\">Advantages of radar<\/h2>\n\n<p>There are other technologies that can be used to measure health remotely. <a href=\"http:\/\/doi.org\/10.1109\/TMTT.2017.2658567\" target=\"_blank\" rel=\"noopener\">Camera-based techniques<\/a> can use infrared light to monitor changes in the surface of the skin in the same manner as pulse oximeters, revealing information about your heart\u2019s activity. Computer vision systems can also monitor breathing and other activities, such as sleep, and they can detect when someone falls. <\/p>\n\n<p>However, cameras often fail in cases where the body is obstructed by blankets or clothes, or when lighting is inadequate. There are also concerns that different skin tones reflect infrared light differently, <a href=\"https:\/\/hms.harvard.edu\/news\/skin-tone-pulse-oximetry\" target=\"_blank\" rel=\"noopener\">causing inaccurate readings for people with darker skin<\/a>. Additionally, depending on high-resolution cameras for long-term health monitoring brings up serious concerns about patient privacy.<\/p>\n\n<figure class=\"align-center zoomable\">\n            <a href=\"https:\/\/images.theconversation.com\/files\/662637\/original\/file-20250417-56-tlquvw.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip\" target=\"_blank\" rel=\"noopener\"><img  decoding=\"async\"  alt=\"side-by-side images, one of a person and the other a verticle series of nested blobs of color\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/662637\/original\/file-20250417-56-tlquvw.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\"  data-pk-srcset=\"https:\/\/images.theconversation.com\/files\/662637\/original\/file-20250417-56-tlquvw.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=281&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/662637\/original\/file-20250417-56-tlquvw.png?ixlib=rb-4.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=281&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/662637\/original\/file-20250417-56-tlquvw.png?ixlib=rb-4.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=281&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/662637\/original\/file-20250417-56-tlquvw.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=353&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/662637\/original\/file-20250417-56-tlquvw.png?ixlib=rb-4.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=353&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/662637\/original\/file-20250417-56-tlquvw.png?ixlib=rb-4.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=353&amp;fit=crop&amp;dpr=3 2262w\" ><\/a>\n            <figcaption>\n              <span class=\"caption\">Radar sees the world in terms of how strongly objects in its view reflect the transmitted signals. The resolution of images it can generate are much lower than images cameras produce.<\/span>\n              <span class=\"attribution\"><span class=\"source\">Chandler Bauder<\/span><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<p>Radar, on the other hand, solves many of these problems. The wavelengths of the transmitted waves are much longer than those of visible or infrared light, allowing the waves to pass through blankets, clothing and <a href=\"https:\/\/theconversation.com\/fast-computers-5g-networks-and-radar-that-passes-through-walls-are-bringing-x-ray-vision-closer-to-reality-156476\" target=\"_blank\" rel=\"noopener\">even walls<\/a>. The measurements aren\u2019t affected by lighting or skin tone, making them more reliable in different conditions. <\/p>\n\n<p>Radar imagery is also extremely low resolution \u2013 think old Game Boy graphics versus a modern 4K TV \u2013 so it doesn\u2019t capture enough detail to be used to identify someone, but it can still monitor important activities. While it does project energy, the amount <a href=\"https:\/\/doi.org\/10.3390\/s20051454\" target=\"_blank\" rel=\"noopener\">does not pose a health hazard<\/a>. The health-monitoring radars operate at frequencies and power levels similar to the phone in your pocket.<\/p>\n\n<h2 id=\"radar-ai\">Radar + AI<\/h2>\n\n<p>Radar is powerful, but it has a big challenge: It picks up everything that moves. Since it can detect tiny chest movements from the heart beating, it also picks up larger movements from the head, limbs or other people nearby. This makes it difficult for <a href=\"http:\/\/doi.org\/10.1109\/JERM.2021.3082807\" target=\"_blank\" rel=\"noopener\">traditional processing techniques<\/a> to extract vital signs clearly.<\/p>\n\n<p>To address this problem we created a kind of \u201cbrain\u201d to make the radar smarter. This brain, which we named <a href=\"https:\/\/doi.org\/10.1109\/JERM.2024.3443782\" target=\"_blank\" rel=\"noopener\">mm-MuRe<\/a>, is a neural network \u2013 a type of artificial intelligence \u2013 that learns directly from raw radar signals and estimates chest movements. This approach is called <a href=\"https:\/\/tedai-sanfrancisco.ted.com\/glossary\/end-to-end-learning\/\" target=\"_blank\" rel=\"noopener\">end-to-end learning<\/a>. It means that, unlike other radar plus AI techniques, the network figures out on its own how to ignore the noise and focus only on the important signals.<\/p>\n\n<figure class=\"align-center zoomable\">\n            <a href=\"https:\/\/images.theconversation.com\/files\/662653\/original\/file-20250417-62-4wx3pg.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=1000&amp;fit=clip\" target=\"_blank\" rel=\"noopener\"><img  decoding=\"async\"  alt=\"a diagram with two cartoon representations of people on one side, a brain on the other and vertical curved lines in betwenn\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"(min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\"  data-pk-src=\"https:\/\/images.theconversation.com\/files\/662653\/original\/file-20250417-62-4wx3pg.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\"  data-pk-srcset=\"https:\/\/images.theconversation.com\/files\/662653\/original\/file-20250417-62-4wx3pg.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=236&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/662653\/original\/file-20250417-62-4wx3pg.png?ixlib=rb-4.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=236&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/662653\/original\/file-20250417-62-4wx3pg.png?ixlib=rb-4.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=236&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/662653\/original\/file-20250417-62-4wx3pg.png?ixlib=rb-4.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=296&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/662653\/original\/file-20250417-62-4wx3pg.png?ixlib=rb-4.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=296&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/662653\/original\/file-20250417-62-4wx3pg.png?ixlib=rb-4.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=296&amp;fit=crop&amp;dpr=3 2262w\" ><\/a>\n            <figcaption>\n              <span class=\"caption\">In our study, we used AI to transform raw, unprocessed radar signals into vital signs waveforms of one or two people.<\/span>\n              <span class=\"attribution\"><span class=\"source\">Chandler Bauder<\/span><\/span>\n            <\/figcaption>\n          <\/figure>\n\n<p>We found that this AI enhancement not only gives more accurate results, it also works faster than traditional methods. It handles multiple people at once, for example an elderly couple, and adapts to new situations, even those it didn\u2019t see during training \u2013 such as when people are sitting at different heights, riding in a car or standing close together.<\/p>\n\n<h2 id=\"implications-for-health-care\">Implications for health care<\/h2>\n\n<p>Reliable remote health monitoring using radar and AI could be a major boon for health care. With no need to touch the patient\u2019s skin, risks of rashes, contamination and discomfort could be greatly reduced. It\u2019s especially helpful in long-term care, where reducing wires and devices can make life significantly easier for patients and caregivers. <\/p>\n\n<p>Imagine a nursing home where radar quietly watches over residents, <a href=\"https:\/\/www.mcknights.com\/news\/contactless-radar-monitoring-helps-predict-resident-decline\/\" target=\"_blank\" rel=\"noopener\">alerting caregivers<\/a> immediately if someone has breathing trouble, falls or needs help. It can be implemented as a home system that checks your breathing while you sleep \u2013 no wearables required. Doctors could even use radar to remotely monitor patients recovering from surgery or illness.<\/p>\n\n<p>This technology is moving quickly <a href=\"https:\/\/www.eetimes.eu\/contactless-measurement-of-vital-signs-with-radar-sensors\/\" target=\"_blank\" rel=\"noopener\">toward real-world use<\/a>. In the future, checking your health could be as simple as walking into a room, with invisible waves and smart AI working silently to take your vital signs.<!-- Below is The Conversation's page counter tag. Please DO NOT REMOVE. --><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"The Conversation\"  width=\"1\"  height=\"1\"  style=\"border: none !important; box-shadow: none !important; margin: 0 !important; max-height: 1px !important; max-width: 1px !important; min-height: 1px !important; min-width: 1px !important; opacity: 0 !important; outline: none !important; padding: 0 !important\"  referrerpolicy=\"no-referrer-when-downgrade\"  class=\" pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/counter.theconversation.com\/content\/253325\/count.gif?distributor=republish-lightbox-basic\" ><!-- End of code. If you don't see any code above, please get new code from the Advanced tab after you click the republish button. The page counter does not collect any personal data. More info: https:\/\/theconversation.com\/republishing-guidelines --><\/p>\n\n  <p><span><a href=\"https:\/\/theconversation.com\/profiles\/chandler-bauder-2343832\" target=\"_blank\" rel=\"noopener\">Chandler Bauder<\/a>, Electronics Engineer, <em><a href=\"https:\/\/theconversation.com\/institutions\/u-s-naval-research-laboratory-6468\" target=\"_blank\" rel=\"noopener\">U.S. Naval Research Laboratory<\/a><\/em> and <a href=\"https:\/\/theconversation.com\/profiles\/aly-fathy-1215939\" target=\"_blank\" rel=\"noopener\">Aly Fathy<\/a>, Professor of  Electrical Engineering, <em><a href=\"https:\/\/theconversation.com\/institutions\/university-of-tennessee-688\" target=\"_blank\" rel=\"noopener\">University of Tennessee<\/a><\/em><\/span><\/p>\n\n  <p>This article is republished from <a href=\"https:\/\/theconversation.com\" target=\"_blank\" rel=\"noopener\">The Conversation<\/a> under a Creative Commons license. Read the <a href=\"https:\/\/theconversation.com\/ai-is-giving-a-boost-to-efforts-to-monitor-health-via-radar-253325\" target=\"_blank\" rel=\"noopener\">original article<\/a>.<\/p>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"AI-powered radar could enable contactless health monitoring in the home. Chandler Bauder Chandler Bauder, U.S. Naval Research Laboratory&hellip;\n","protected":false},"author":1187,"featured_media":14320,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","fifu_image_url":"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/c\/ca\/Mind_upload_in_progress.png","fifu_image_alt":"","footnotes":""},"categories":[16],"tags":[9507,9513,9497,9501,9500,9502,9503,9492,9499,9509,9494,9493,9496,9505,9511,9510,9498,9504,9512,9506,9495,9508],"class_list":{"0":"post-14318","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-tech","8":"tag-ai-health-monitoring","9":"tag-ai-in-medical-diagnostics","10":"tag-breathing-detection-radar","11":"tag-chest-movement-detection","12":"tag-contactless-health-sensors","13":"tag-mm-mure-neural-network","14":"tag-noncontact-vital-signs","15":"tag-radar-for-healthcare","16":"tag-radar-health-technology","17":"tag-radar-heart-monitor-ai","18":"tag-radar-heart-rate-detection","19":"tag-radar-in-nursing-homes","20":"tag-radar-medical-applications","21":"tag-radar-through-walls","22":"tag-radar-versus-camera-health-tech","23":"tag-radar-vital-sign-accuracy","24":"tag-radar-vs-infrared-monitoring","25":"tag-remote-health-monitoring","26":"tag-remote-monitoring-elderly","27":"tag-remote-patient-care","28":"tag-smart-elder-care-systems","29":"tag-wireless-patient-tracking","30":"cs-entry","31":"cs-video-wrap"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts\/14318","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/users\/1187"}],"replies":[{"embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/comments?post=14318"}],"version-history":[{"count":1,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts\/14318\/revisions"}],"predecessor-version":[{"id":14319,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/posts\/14318\/revisions\/14319"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/media\/14320"}],"wp:attachment":[{"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/media?parent=14318"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/categories?post=14318"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/modernsciences.org\/staging\/4414\/wp-json\/wp\/v2\/tags?post=14318"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}