{"id":4616,"date":"2020-01-17T09:58:20","date_gmt":"2020-01-17T09:58:20","guid":{"rendered":"https:\/\/www.beaconzone.co.uk\/blog\/?p=4616"},"modified":"2020-01-17T10:19:27","modified_gmt":"2020-01-17T10:19:27","slug":"understanding-sensor-beacon-accelerometer-data","status":"publish","type":"post","link":"https:\/\/www.beaconzone.co.uk\/blog\/understanding-sensor-beacon-accelerometer-data\/","title":{"rendered":"Understanding Sensor Beacon Accelerometer Data"},"content":{"rendered":"\n<p>In this post we will take a look at data from the <a rel=\"noreferrer noopener\" aria-label=\"INGICS iGS01RG beacon (opens in a new tab)\" href=\"https:\/\/www.beaconzone.co.uk\/iBS01RG\" target=\"_blank\">INGICS iGS01RG beacon<\/a>.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2017\/08\/ibs01g_smaller-1024x1024.jpg\" alt=\"\" class=\"wp-image-1946\" width=\"256\" height=\"256\" srcset=\"https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2017\/08\/ibs01g_smaller-1024x1024.jpg 1024w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2017\/08\/ibs01g_smaller-150x150.jpg 150w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2017\/08\/ibs01g_smaller-300x300.jpg 300w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2017\/08\/ibs01g_smaller-768x768.jpg 768w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2017\/08\/ibs01g_smaller.jpg 1200w\" sizes=\"(max-width: 256px) 85vw, 256px\" \/><\/figure><\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"700\" height=\"411\" src=\"https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2020\/01\/accelerometerdata.png\" alt=\"\" class=\"wp-image-4617\" srcset=\"https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2020\/01\/accelerometerdata.png 700w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2020\/01\/accelerometerdata-300x176.png 300w\" sizes=\"(max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 984px) 61vw, (max-width: 1362px) 45vw, 600px\" \/><\/figure>\n\n\n\n<p>The x axis is time. You can see the x, y and z values, every 100ms, over time. The y axis is normalised between -1 and -1 for use in our <a rel=\"noreferrer noopener\" aria-label=\"SensorCognition (opens in a new tab)\" href=\"https:\/\/sensorcognition.com\/\" target=\"_blank\">SensorCognition<\/a> Edge device. The chart is for when the beacon has been moving, followed by a stationary period. Notice how the orange line continues to show acceleration even though the beacon isn&#8217;t moving. This is caused by gravity.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"715\" height=\"410\" src=\"https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2020\/01\/accelerometerdataflipped.png\" alt=\"\" class=\"wp-image-4618\" srcset=\"https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2020\/01\/accelerometerdataflipped.png 715w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2020\/01\/accelerometerdataflipped-300x172.png 300w\" sizes=\"(max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 984px) 61vw, (max-width: 1362px) 45vw, 600px\" \/><\/figure>\n\n\n\n<p>In this chart the beacon has been flipped over and the orange line now shows a constant negative acceleration.<\/p>\n\n\n\n<p>A good thing about the presence of a constant offset in one of the x y z inputs is that it can be used to help determine the orientation of the beacon. The less desirable aspect is that the offset significantly complicates using the x y z to determine types of movement such as human gestures. <\/p>\n\n\n\n<p>Such complex data problems are more easily solved using AI machine learning than trying to write a traditional algorithm to make sense of the data.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2020\/01\/227-2.png\" alt=\"\" class=\"wp-image-4621\" width=\"402\" height=\"389\" srcset=\"https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2020\/01\/227-2.png 536w, https:\/\/www.beaconzone.co.uk\/blog\/wp-content\/uploads\/2020\/01\/227-2-300x290.png 300w\" sizes=\"(max-width: 402px) 85vw, 402px\" \/><\/figure><\/div>\n\n\n\n<p>Here&#8217;s an example of output from a SensorCognition Edge device trained with up and down movement and left and right movement. In this case, the output 227 is showing the beacon is moving left and right.<\/p>\n\n\n\n<p>Read about <a href=\"https:\/\/sensorcognition.com\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"SensorCognition (opens in a new tab)\">SensorCognition<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In this post we will take a look at data from the INGICS iGS01RG beacon. The x axis is time. You can see the x, y and z values, every 100ms, over time. The y axis is normalised between -1 and -1 for use in our SensorCognition Edge device. The chart is for when the &hellip; <a href=\"https:\/\/www.beaconzone.co.uk\/blog\/understanding-sensor-beacon-accelerometer-data\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Understanding Sensor Beacon Accelerometer Data&#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":[173,227,5],"tags":[],"_links":{"self":[{"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/posts\/4616"}],"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=4616"}],"version-history":[{"count":4,"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/posts\/4616\/revisions"}],"predecessor-version":[{"id":4625,"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/posts\/4616\/revisions\/4625"}],"wp:attachment":[{"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/media?parent=4616"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/categories?post=4616"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.beaconzone.co.uk\/blog\/wp-json\/wp\/v2\/tags?post=4616"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}