{"id":9826,"date":"2025-04-22T09:50:19","date_gmt":"2025-04-22T09:50:19","guid":{"rendered":"https:\/\/www.beaconzone.co.uk\/blog\/?p=9826"},"modified":"2025-04-22T12:50:07","modified_gmt":"2025-04-22T12:50:07","slug":"using-bluetooth-beacons-for-in-place-ageing","status":"publish","type":"post","link":"https:\/\/www.beaconzone.co.uk\/blog\/using-bluetooth-beacons-for-in-place-ageing\/","title":{"rendered":"Using Bluetooth Beacons for In-Place Ageing"},"content":{"rendered":"\n<p>A <a href=\"https:\/\/journals.plos.org\/digitalhealth\/article?id=10.1371\/journal.pdig.0000774\" target=\"_blank\" rel=\"noreferrer noopener\">new study<\/a> describes an indoor\u2011positioning system built around Bluetooth Low Energy. Each room receives a mains\u2011powered beacon that houses an ESP32 micro\u2011controller running BLE in advertising mode, together with motion, ultrasonic, light and temperature sensors. Older adults wear a low\u2011cost tag or smartwatch that periodically transmits its identifier. Beacon modules report the relative signal strength indicator of the tag they detect to a central Raspberry\u00a0Pi hub via ESP\u2011NOW, allowing the hub to decide where the wearer is without relying on a floor plan.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"4380\" height=\"2148\" src=\"https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem.png\" alt=\"\" class=\"wp-image-9827\" srcset=\"https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem.png 4380w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem-300x147.png 300w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem-1024x502.png 1024w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem-768x377.png 768w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem-1536x753.png 1536w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem-2048x1004.png 2048w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem-1200x588.png 1200w\" sizes=\"(max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure><\/div>\n\n\n<p> <br>Bluetooth was selected because it works reliably at room scale, consumes little power on the wearable, and is already present in commercial tags and watches. Although the latest specification is 5.3, the authors chose the mature 4.0 stack for stability and documentation. Its 30&nbsp;m nominal range comfortably covers a domestic room while avoiding the battery drain seen with Wi\u2011Fi.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"567\" src=\"https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem2-1024x567.png\" alt=\"\" class=\"wp-image-9828\" srcset=\"https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem2-1024x567.png 1024w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem2-300x166.png 300w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem2-768x426.png 768w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem2-1536x851.png 1536w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem2-2048x1135.png 2048w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2025\/04\/ageinginplacesystem2-1200x665.png 1200w\" sizes=\"(max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><\/figure><\/div>\n\n\n<p> <br>During installation the wearer simply walks around each room for twenty seconds. The hub records baseline RSSI distributions from at least three nearby beacons, then uses an exponential filter (optimised at a 0.2 weighting) to smooth radio\u2011frequency noise before applying a calibration\u2011based lookup and, when needed, trilateration. This self\u2011calibration lets the system adapt to furniture, walls and other sources of multipath without professional setup. <\/p>\n\n\n\n<p>Static tests at 1,&nbsp;2.5,&nbsp;5 and&nbsp;10&nbsp;m showed raw RSSI fluctuating by several decibels because of indoor interference; filtering reduced variance to about 1.7&nbsp;dB at ten metres, making distance bands for different rooms distinct. In two typical UK\u2011style houses the system identified the correct room in roughly 96&nbsp;% of more than 600 ground\u2011truth checks. Median transition recognition between adjacent rooms was under two seconds and remained below eight seconds even when rooms were far apart. <\/p>\n\n\n\n<p>Adding the passive\u2011infra\u2011red and ultrasonic sensors improved confidence when RSSI values from neighbouring rooms overlapped, taking overall presence\u2011detection accuracy to 93&nbsp;% with motion sensing alone. All BLE and sensor data stay on the hub and, if the resident allows an Internet link, are only mirrored transiently to Firebase for remote monitoring. The authors argue that this low\u2011cost, plug\u2011and\u2011play BLE architecture is particularly suited to large\u2011scale ageing\u2011in\u2011place studies and could equally track clinical equipment in hospitals.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A new study describes an indoor\u2011positioning system built around Bluetooth Low Energy. Each room receives a mains\u2011powered beacon that houses an ESP32 micro\u2011controller running BLE in advertising mode, together with motion, ultrasonic, light and temperature sensors. Older adults wear a low\u2011cost tag or smartwatch that periodically transmits its identifier. Beacon modules report the relative signal &hellip; <a href=\"https:\/\/www.beaconzone.co.uk\/blog\/using-bluetooth-beacons-for-in-place-ageing\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Using Bluetooth Beacons for In-Place Ageing&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[128,101],"tags":[],"_links":{"self":[{"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/posts\/9826"}],"collection":[{"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/comments?post=9826"}],"version-history":[{"count":4,"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/posts\/9826\/revisions"}],"predecessor-version":[{"id":9832,"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/posts\/9826\/revisions\/9832"}],"wp:attachment":[{"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/media?parent=9826"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/categories?post=9826"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/tags?post=9826"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}