{"id":115527,"date":"2025-08-01T15:11:03","date_gmt":"2025-08-01T15:11:03","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=115527"},"modified":"2025-12-24T04:24:23","modified_gmt":"2025-12-24T04:24:23","slug":"introducing-the-vibration-anomaly-detection-kit-for-xiao-esp32-s3-no-code-vibration-detection-with-sensecraft-ai","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2025\/08\/01\/introducing-the-vibration-anomaly-detection-kit-for-xiao-esp32-s3-no-code-vibration-detection-with-sensecraft-ai\/","title":{"rendered":"Introducing the Vibration Anomaly Detection Kit for XIAO ESP32-S3, No-Code Vibration Detection with SenseCraft AI"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"115527\" class=\"elementor elementor-115527\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7735d7c2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7735d7c2\" 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-3ae8c97d\" data-id=\"3ae8c97d\" 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-4072e04a elementor-widget elementor-widget-text-editor\" data-id=\"4072e04a\" 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<span id=\"scroll69d0cd014854f\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">We&#8217;re thrilled to introduce the <\/span><a href=\"https:\/\/www.seeedstudio.com\/Vibration-Anomaly-Detection-Kit-for-XIAO-ESP32-S3.html\"><b>Vibration Anomaly Detection Kit for XIAO ESP32-S3<\/b><\/a><span style=\"font-weight: 400;\">\u2014a compact, efficient, and intelligent edge solution designed for real-time vibration monitoring and early fault detection. Whether you&#8217;re working with industrial machinery, smart appliances, or structural monitoring systems, this kit empowers you to stay ahead of mechanical failures with minimal setup.<\/span><\/p><p><!-- \/wp:paragraph --><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6fb5ab5 elementor-widget elementor-widget-image\" data-id=\"6fb5ab5\" 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<span id=\"scroll69d0cd01495aa\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"480\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/Vibration-Anomaly-Detection-Kit-for-XIAO-ESP32-S3-1030x773.jpg\" class=\"attachment-large size-large wp-image-115528\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/Vibration-Anomaly-Detection-Kit-for-XIAO-ESP32-S3-1030x773.jpg 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/Vibration-Anomaly-Detection-Kit-for-XIAO-ESP32-S3-300x225.jpg 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/Vibration-Anomaly-Detection-Kit-for-XIAO-ESP32-S3-768x576.jpg 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/Vibration-Anomaly-Detection-Kit-for-XIAO-ESP32-S3-32x24.jpg 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/Vibration-Anomaly-Detection-Kit-for-XIAO-ESP32-S3-1024x768.jpg 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2025\/08\/Vibration-Anomaly-Detection-Kit-for-XIAO-ESP32-S3.jpg 1400w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\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<div class=\"elementor-element elementor-element-30d4a2a elementor-widget elementor-widget-heading\" data-id=\"30d4a2a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d0cd014a08f\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Smarter Sensing, Simpler Setup<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31524470 elementor-widget elementor-widget-text-editor\" data-id=\"31524470\" 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<span id=\"scroll69d0cd014a7a6\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">Built around the ultra-low-power <\/span><a href=\"https:\/\/www.seeedstudio.com\/XIAO-ESP32S3-p-5627.html\"><b>Seeed Studio XIAO ESP32-S3<\/b><\/a><span style=\"font-weight: 400;\">, the kit integrates seamlessly with the <\/span><a href=\"https:\/\/wiki.seeedstudio.com\/Grove_System\/\"><b>Grove ecosystem<\/b><\/a><span style=\"font-weight: 400;\">, including a <\/span><a href=\"https:\/\/www.seeedstudio.com\/Grove-3-Axis-Digital-Accelerometer-LIS3DHTR-p-4533.html\"><span style=\"font-weight: 400;\">Grove 3-Aaxis Aaccelerometer<\/span><\/a><span style=\"font-weight: 400;\"> and a plug-and-play <\/span><a href=\"https:\/\/www.seeedstudio.com\/Grove-Shield-for-Seeeduino-XIAO-p-4621.html\"><b>Grove Base for XIAO Shield<\/b><\/a><span style=\"font-weight: 400;\"> with battery support. It&#8217;s engineered for developers and integrators who need a reliable, fast, and lightweight anomaly detection system.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb4c296 elementor-widget elementor-widget-heading\" data-id=\"cb4c296\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d0cd014adf4\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\">Key Features<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3cd3ccc elementor-widget elementor-widget-text-editor\" data-id=\"3cd3ccc\" 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<span id=\"scroll69d0cd014b4e1\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<ul><li style=\"list-style-type: none;\"><ul><li aria-level=\"1\"><b>Real-time Vibration Monitoring<\/b>\u00a0using 3-axis accelerometer data<\/li><li aria-level=\"1\"><b>Fast Learning<\/b>\u00a0with just a few seconds of normal data<\/li><li aria-level=\"1\"><b>Anomaly Detection<\/b>\u00a0via lightweight Euclidean distance metrics (GEDAD algorithm)<\/li><li aria-level=\"1\"><b>On-Device Inference<\/b>\u00a0\u2013 no internet needed<\/li><li aria-level=\"1\"><b>Low Power Hardware<\/b>\u00a0powered by XIAO ESP32-S3, ideal for battery-based setups<\/li><li aria-level=\"1\"><b>SenseCraft AI Integration<\/b>\u00a0\u2013 Visualize, tune, and configure with intuitive web UI<\/li><li aria-level=\"1\"><b>Fully Open Source<\/b>\u00a0for ultimate flexibility<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f73255e elementor-widget elementor-widget-spacer\" data-id=\"f73255e\" 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<span id=\"scroll69d0cd014bbb2\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e45ea14 elementor-widget elementor-widget-heading\" data-id=\"e45ea14\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d0cd014c23b\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\">Real-World Applications<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e202baa elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"e202baa\" 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<span id=\"scroll69d0cd014c91e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>This kit is perfect for:<\/p><ul><li style=\"list-style-type: none;\"><ul><li aria-level=\"1\"><b>Predictive Maintenance<\/b>\u00a0\u2013 Pumps, motors, conveyor belts<\/li><li aria-level=\"1\"><b>Smart Appliances<\/b>\u00a0\u2013 Washing machines, refrigerators, HVAC systems<\/li><li aria-level=\"1\"><b>Structural Health Monitoring<\/b>\u00a0\u2013 Bridges, buildings, historical monuments<\/li><li aria-level=\"1\"><b>Vehicle &amp; Asset Tracking<\/b>\u00a0\u2013 Shock monitoring during transport or use<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b240c2 elementor-widget elementor-widget-spacer\" data-id=\"0b240c2\" 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<span id=\"scroll69d0cd014cf4b\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31358be6 elementor-widget elementor-widget-spacer\" data-id=\"31358be6\" 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<span id=\"scroll69d0cd014d578\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-597d37f8 elementor-widget elementor-widget-heading\" data-id=\"597d37f8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d0cd014dbe3\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h2 class=\"elementor-heading-title elementor-size-default\">Web-Based Vibration Detection with SenseCraft AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88fc92c elementor-widget elementor-widget-text-editor\" data-id=\"88fc92c\" 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<span id=\"scroll69d0cd014e2f5\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">Traditional vibration analysis often requires cloud computing and large datasets. This kit flips that model\u2014by learning a &#8220;normal&#8221; vibration profile quickly and running detection directly on the device, you get immediate feedback, no cloud dependency, and maximum privacy thanks to our web-based no-code AI model training and deployment platform <\/span><a href=\"https:\/\/sensecraft.seeed.cc\/ai\/\"><span style=\"font-weight: 400;\">SenseCraft AI<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">The Vibration Anomaly Detection Kit for XIAO ESP32-S3 achieves comprehensive vibration anomaly detection through the collaborative work of an embedded GEDAD (Gyroscope Euclidean Distance Anomaly Detection) algorithm and the SenseCraft AI platform. Specifically, the kit&#8217;s three-axis accelerometer first collects vibration data from the device, which is processed by XIAO ESP32-S3 before being fed into the GEDAD algorithm for analysis. The GEDAD algorithm establishes a baseline template by learning normal vibration patterns and identifies anomalies using Euclidean distance calculations. Meanwhile, the SenseCraft AI platform provides an intuitive user interface that enables users to easily perform data collection, model training, parameter adjustment, and real-time monitoring, making this professional vibration detection algorithm readily applicable to real-world scenarios for engineers and maintenance personnel.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5841fedd elementor-widget elementor-widget-text-editor\" data-id=\"5841fedd\" 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<span id=\"scroll69d0cd014e96c\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Watch the Kit in Action with SenseCraft AI:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-774bad59 elementor-widget elementor-widget-video\" data-id=\"774bad59\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=nxMdXmc8pmA&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d0cd014f75e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61a14f7 elementor-widget elementor-widget-text-editor\" data-id=\"61a14f7\" 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<span id=\"scroll69d0cd014fea4\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">GEDAD (Gyroscope Euclidean Distance Anomaly Detection) is a lightweight algorithm designed for detecting abnormal vibrations in mechanical systems. It\u2019s one of the first core algorithms within our <\/span><a href=\"https:\/\/github.com\/Seeed-Studio\/AcousticsLab\"><span style=\"font-weight: 400;\">R&amp;D team\u2019s cross-platform framework AcousticsLab for sound and vibration analysis<\/span><\/a><span style=\"font-weight: 400;\">. It works in two phases: first, it learns what &#8220;normal&#8221; vibration looks like by collecting a short sample of data during normal operation and creating a template. Then, in real-time monitoring, it compares new vibration data against this template using Euclidean distance calculations. If the new data matches closely with the template, it&#8217;s considered normal; if it differs significantly, it&#8217;s flagged as abnormal. What makes GEDAD particularly practical is that it requires minimal training data, runs efficiently on simple microcontrollers, and doesn&#8217;t need examples of abnormal behavior to work effectively &#8211; making it ideal for real-world applications in predictive maintenance and equipment monitoring.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78af22c elementor-widget elementor-widget-image\" data-id=\"78af22c\" 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<span id=\"scroll69d0cd01505fe\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/media-cdn.seeedstudio.com\/media\/catalog\/product\/cache\/bb49d3ec4ee05b6f018e93f896b8a25d\/1\/-\/1-e25072201-vibration-anomaly-detection-kit-for-xiao-esp32-s3.jpg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\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<div class=\"elementor-element elementor-element-a3ab770 elementor-widget elementor-widget-text-editor\" data-id=\"a3ab770\" 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<span id=\"scroll69d0cd0150ce3\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">You can check out the detailed software backbone of the GEDAD algorithm and SenseCraft AI here. You can also read a step-by-step tutorial on how easy it can be to set up your first vibration detection system with the Kit. <\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c86929e elementor-align-center elementor-widget elementor-widget-button\" data-id=\"4c86929e\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d0cd0151e6e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.hackster.io\/killingjacky\/vibration-anomaly-detection-using-xiao-esp32-s3-ad3ffc\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Step-by-step tutorial<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7702fc34 elementor-widget elementor-widget-spacer\" data-id=\"7702fc34\" 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<span id=\"scroll69d0cd01524fd\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6feb94ab elementor-widget elementor-widget-heading\" data-id=\"6feb94ab\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d0cd0152b5e\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h3 class=\"elementor-heading-title elementor-size-default\">Get Yours Today!<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-236bf401 elementor-widget elementor-widget-text-editor\" data-id=\"236bf401\" 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<span id=\"scroll69d0cd0153247\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">Whether you&#8217;re an industrial engineer, IoT developer, or embedded systems enthusiast, the <\/span><b>Vibration Anomaly Detection Kit<\/b><span style=\"font-weight: 400;\"> delivers edge intelligence in a plug-and-play format\u2014ready to deploy in real-world scenarios.<\/span><\/p><p><span style=\"font-weight: 400;\">Ready to revolutionize your maintenance workflow or develop smart anomaly-aware systems? Get started now with:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-037bfbf elementor-align-center elementor-widget elementor-widget-button\" data-id=\"037bfbf\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d0cd0153965\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.seeedstudio.com\/Vibration-Anomaly-Detection-Kit-for-XIAO-ESP32-S3.html\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\"> Vibration Anomaly Detection Kit for XIAO ESP32-S3<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf7fec8 elementor-widget elementor-widget-text-editor\" data-id=\"cf7fec8\" 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<span id=\"scroll69d0cd0154042\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p><span style=\"font-weight: 400;\">Stay tuned for more updates from <\/span><strong><a href=\"https:\/\/www.seeedstudio.com\/xiao-series-page\">Seeed Studio XIAO<\/a><\/strong><span style=\"font-weight: 400;\">, and keep innovating! <\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98dd52d elementor-widget elementor-widget-spacer\" data-id=\"98dd52d\" 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<span id=\"scroll69d0cd015465c\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\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\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<div class=\"elementor-element elementor-element-5bfbe02e e-flex e-con-boxed e-con e-parent\" data-id=\"5bfbe02e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ef2997a elementor-widget elementor-widget-heading\" data-id=\"2ef2997a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span id=\"scroll69d0cd01583a4\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span><h4 class=\"elementor-heading-title elementor-size-default\">End Note<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-227d6a30 elementor-widget elementor-widget-text-editor\" data-id=\"227d6a30\" 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<span id=\"scroll69d0cd0158ada\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t<p>Hey community, we&#8217;re curating a monthly newsletter centering around the beloved <a href=\"https:\/\/www.seeedstudio.com\/xiao-series-page\"><span style=\"color: #99cc00;\"><strong>Seeed Studio XIAO<\/strong><\/span><\/a>. If you want to stay up-to-date with:<\/p><p>\ud83e\udd16\ufe0f\u00a0<strong>Cool Projects from the Community<\/strong>\u00a0to get inspiration and tutorials<br \/>\ud83d\udcf0\u00a0<strong>Product Updates<\/strong>: firmware update, new product spoiler<br \/>\ud83d\udcd6\u00a0<strong>Wiki Updates<\/strong>: new wikis + wiki contribution<br \/>\ud83d\udce3\u00a0<strong>News<\/strong>: events, contests, and other community stuff<\/p><p>Please click the image below\ud83d\udc47 to subscribe now!<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f762796 elementor-widget elementor-widget-image\" data-id=\"5f762796\" 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<span id=\"scroll69d0cd0159e68\"  class=\"scrollMagicControl\" type=\"hidden\" effect = {} wpmp_enable_desktop=\"yes\" wpmp_enable_tablet=\"yes\" wpmp_enable_mobile=\"yes\" wpmp_trigger_hook=\"0.5\" wpmp_reverse=\"yes\" wpmp_class_CSS =\"custom\" split-text = {} value=\"scrollmagic\"><\/span>\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/mailchi.mp\/seeed\/xiao\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"2560\" height=\"800\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/05\/XIAO-Newsletter-scaled.jpg\" class=\"attachment-full size-full wp-image-94852\" alt=\"\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/05\/XIAO-Newsletter-scaled.jpg 2560w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/05\/XIAO-Newsletter-300x94.jpg 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/05\/XIAO-Newsletter-1030x322.jpg 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/05\/XIAO-Newsletter-768x240.jpg 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/05\/XIAO-Newsletter-1536x480.jpg 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/05\/XIAO-Newsletter-2048x640.jpg 2048w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/05\/XIAO-Newsletter-32x10.jpg 32w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2024\/05\/XIAO-Newsletter-1024x320.jpg 1024w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>We&#8217;re thrilled to introduce the Vibration Anomaly Detection Kit for XIAO ESP32-S3\u2014a compact, efficient, and<\/p>\n","protected":false},"author":3623,"featured_media":115528,"comment_status":"open","ping_status":"closed","sticky":false,"template":"elementor_theme","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"iawp_total_views":0,"footnotes":""},"categories":[4391,4394,1],"tags":[304,348,5023,142,4706,5021,4803],"class_list":["post-115527","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-build","category-deploy","category-news","tag-iot","tag-kit","tag-no-code-ai","tag-open-hardware","tag-seeed-studio-xiao","tag-sensecraft-ai","tag-xiao-esp32s3"],"yoast_head":"<!-- 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