{"id":41853,"date":"2023-09-27T13:03:37","date_gmt":"2023-09-27T11:03:37","guid":{"rendered":"https:\/\/blpredict.com\/blog\/well-done-to-kevin-for-his-phd-on-anomaly-detection-iiot\/"},"modified":"2025-06-02T12:26:38","modified_gmt":"2025-06-02T10:26:38","slug":"well-done-to-kevin-for-his-phd-on-anomaly-detection-iiot","status":"publish","type":"post","link":"http:\/\/blpredict.com\/en\/blog\/well-done-to-kevin-for-his-phd-on-anomaly-detection-iiot\/","title":{"rendered":"Well done to Kevin for his PhD on anomaly detection &#8211; IIoT!"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"41853\" class=\"elementor elementor-41853 elementor-40584\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c41af0c e-con-full e-flex e-con e-parent\" data-id=\"c41af0c\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-9369e62 e-con-full e-flex e-con e-child\" data-id=\"9369e62\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a8cec1c elementor-widget elementor-widget-text-editor\" data-id=\"a8cec1c\" 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\t\t<p>Our colleague K\u00e9vin Ducharlet, a researcher in the BLPredict team, has just defended his PhD thesis in Computer Science and Control on September 30, 2023!<\/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-4928f90 elementor-widget elementor-widget-image\" data-id=\"4928f90\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"350\" src=\"https:\/\/blpredict.com\/wp-content\/uploads\/2023\/09\/detection-anomalies.webp\" class=\"attachment-large size-large wp-image-41328\" alt=\"\" srcset=\"https:\/\/blpredict.com\/wp-content\/uploads\/2023\/09\/detection-anomalies.webp 1024w, https:\/\/blpredict.com\/wp-content\/uploads\/2023\/09\/detection-anomalies-300x103.webp 300w, https:\/\/blpredict.com\/wp-content\/uploads\/2023\/09\/detection-anomalies-768x263.webp 768w, https:\/\/blpredict.com\/wp-content\/uploads\/2023\/09\/detection-anomalies-1000x342.webp 1000w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-231fa4d elementor-widget elementor-widget-text-editor\" data-id=\"231fa4d\" 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\t\t<p class=\"paragraph\">After three years of applied research in partnership with <a href=\"https:\/\/www.carl-software.fr\/\" target=\"_blank\" rel=\"noopener\">CARL Berger-Levrault<\/a>, and the <a href=\"https:\/\/www.laas.fr\/\" target=\"_blank\" rel=\"noopener\">Laboratoire d&#8217;Analyse et d&#8217;Architecture des Syst\u00e8mes<\/a> (LAAS-CNRS) in Toulouse, K\u00e9vin continues the BLPredict adventure as an expert in unsupervised anomaly detection! His in-depth knowledge of this field enables him to optimize the reliability of measurements taken in sensor networks, for optimized predictive maintenance. <\/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-0300265 elementor-widget elementor-widget-heading\" data-id=\"0300265\" 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<h4 class=\"elementor-heading-title elementor-size-default\">The quest for reliability in industrial equipment control\n <\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-433e458 elementor-widget elementor-widget-text-editor\" data-id=\"433e458\" 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\t\t<p class=\"paragraph\">Its R&amp;D work focuses on the new <b>ways of managing equipment and machinery enabled by the transformations of Industry 4.0.<\/b> With the development of the Internet of Things (IoT), maintenance deployment now relies on the deployment of sensor networks. These small, battery-powered devices, with their low computing and memory capacities, collect a mass of data, process it and transmit it over a wireless network. <\/p><p class=\"paragraph\">However, the challenge lies in optimizing the reliability of the measurements made within these networks, while ensuring automated deployment of the system at the customer&#8217;s premises. And that&#8217;s what his thesis is all about. K\u00e9vin has contributed to our knowledge of <b>the unsupervised anomaly detection approach<\/b>. This technique, which consists in learning a concept of normality from past measurements in order to deduce what is abnormal in the future, will certainly enrich the capabilities offered by predictive maintenance.   <\/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-8c6b9d2 elementor-widget elementor-widget-image\" data-id=\"8c6b9d2\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"484\" src=\"https:\/\/blpredict.com\/wp-content\/uploads\/2023\/09\/image-post-Kevin-1024x484.webp\" class=\"attachment-large size-large wp-image-41329\" alt=\"\" srcset=\"https:\/\/blpredict.com\/wp-content\/uploads\/2023\/09\/image-post-Kevin-1024x484.webp 1024w, https:\/\/blpredict.com\/wp-content\/uploads\/2023\/09\/image-post-Kevin-300x142.webp 300w, https:\/\/blpredict.com\/wp-content\/uploads\/2023\/09\/image-post-Kevin-768x363.webp 768w, https:\/\/blpredict.com\/wp-content\/uploads\/2023\/09\/image-post-Kevin-1536x726.webp 1536w, https:\/\/blpredict.com\/wp-content\/uploads\/2023\/09\/image-post-Kevin-1000x473.webp 1000w, https:\/\/blpredict.com\/wp-content\/uploads\/2023\/09\/image-post-Kevin.webp 1802w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Doctoral thesis defense of K\u00e9vin Ducharlet<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-1fbd11c elementor-widget elementor-widget-text-editor\" data-id=\"1fbd11c\" 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\t\t<p class=\"paragraph\">K\u00e9vin has developed several devices aimed at making anomaly detection and resolution more precise and accessible:<\/p><p class=\"paragraph\">Our shared ambition: to optimize vehicle fleet management, vehicle telematics, transport and goods monitoring, and improve supply chain and facility management processes.<\/p><ul><li>The WOLF (Wireless OutLier detection Framework) operational framework, which structures knowledge of industrial anomalies. This toolbox helps maintenance managers to resolve a whole range of anomalies, in a personalized way according to the management methods used by the manufacturer. <\/li><li>The WOLF-Eval evaluation approach integrated into the WOLF operational framework, which <b>calculates the accuracy of<\/b> available <b>methods<\/b> according to the definition given to the anomaly.<\/li><li>The DyCF and DyCG anomaly detection methods, which require very little parameterization by engineers, for <b>accessible and rapidly deployable<\/b> unsupervised maintenance, offer satisfactory results.<\/li><\/ul><p class=\"paragraph\">Applying these innovations to BLPredict would offer maximum reliability of data from sensor networks, without requiring the intervention of experts on the customer&#8217;s side: <b>the assurance of complete, automated management system autonomy!<\/b> And given the growing number of industrial customers who place their trust in us (and their wide range of sectors!), our 100% industry-specific IIoT platform will be able to extend to a wide range of applications.<\/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-a458c83 elementor-widget elementor-widget-video\" data-id=\"a458c83\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=lgGUGKJJhAc&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\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<div class=\"elementor-element elementor-element-78e4773 e-con-fit e-flex e-con e-child\" data-id=\"78e4773\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64a9a98 elementor-widget elementor-widget-text-editor\" data-id=\"64a9a98\" 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\t\t<p>Would you like a quick overview of unsupervised anomaly detection methods applied to data flows? Read the full article here: https: <a href=\"https:\/\/hal.science\/hal-03765550v1\" target=\"_blank\" rel=\"noopener\">\/\/hal.science\/hal-03765550v1<\/a> <\/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-c9fe2c8 elementor-widget elementor-widget-text-editor\" data-id=\"c9fe2c8\" 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\t\t<p style=\"text-align: center;\">K\u00e9vin Ducharlet, Louise Trav\u00e9-Massuy\u00e8s, Marie-V\u00e9ronique Le Lann, Youssef Miloudi. Study of unsupervised anomaly detection methods applied to data streams. 20th Rencontres des Jeunes Chercheurs en Intelligence Artificielle (RJCIA 2022), Jun 2022, Saint-Etienne, France. \u27e8hal-03765550\u27e9   <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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>Our colleague K\u00e9vin Ducharlet, a researcher in the BLPredict team, has just defended his PhD thesis in Computer Science and Control on September 30, 2023!<\/p>\n","protected":false},"author":1,"featured_media":41705,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[183],"tags":[189],"class_list":["post-41853","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-cover-post-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Well done to Kevin for his PhD on anomaly detection - IIoT! 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