{"id":123016,"date":"2024-06-18T15:36:49","date_gmt":"2024-06-18T13:36:49","guid":{"rendered":"https:\/\/lineact.cesi.fr\/?page_id=123016"},"modified":"2025-11-21T14:58:05","modified_gmt":"2025-11-21T13:58:05","slug":"predictive-maintenance-and-prognosis","status":"publish","type":"page","link":"https:\/\/lineact.cesi.fr\/en\/engineering-and-numerical-tools\/thematics\/predictive-maintenance-and-prognosis\/","title":{"rendered":"Predictive Maintenance and Prognosis"},"content":{"rendered":"\n<div class=\"wp-block-group section hero is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group hero__text-wrapper is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group hero__text-core is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group hero__text-edito has-yellow-background-color has-background is-layout-flow wp-block-group-is-layout-flow\"><h1 class=\"title--1 is-style-title-cesi-underline wp-block-post-title\"><span>Predictive Maintenance and Prognosis<\/span><\/h1>\n\n<div class=\"wp-block-post-excerpt\"><p class=\"wp-block-post-excerpt__excerpt\">Discover the theme : &#8220;Predictive Maintenance and Prognosis&#8221; <\/p><\/div><\/div>\n\n\n\n<div class=\"wp-block-group hero__text-nav smaller-font is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading hero__text-nav-title\">In this page&nbsp;:<\/h2>\n\n\n\n<ul class=\"list-slug wp-block-list\">\n<li><a href=\"#presentation\">Theme presentation<\/a><\/li>\n\n\n\n<li><a href=\"#researchers\">Researchers<\/a><\/li>\n\n\n\n<li><a href=\"#phd\">PhD Students<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div id=\"presentation\" class=\"wp-block-group section is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group wrapper__inner is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading title--2 is-style-title-cesi-underline\"><span><strong><strong>Theme presentation<\/strong><\/strong><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading title--3\"><strong>Application Areas<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Construction 4. 0 and sustainable city<\/li>\n\n\n\n<li>Industry 5.0<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-group editorial__picture editorial__aside is-style-editorial-aside-big editorial__aside--picture is-layout-flow wp-block-group-is-layout-flow\">\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"646\" height=\"383\" src=\"https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_1.png\" alt=\"\" class=\"wp-image-123007\" srcset=\"https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_1.png 646w, https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_1-360x213.png 360w, https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_1-500x296.png 500w\" sizes=\"auto, (max-width: 646px) 100vw, 646px\" \/><\/figure>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading title--3\"><strong>Key Research Questions<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>How to improve the accuracy of RUL prediction in a data frugal framework?<\/li>\n\n\n\n<li>How to improve the interpretability of RUL prediction models?<\/li>\n\n\n\n<li>How to improve the scalability of RUL prediction models, particularly in situations where large amounts of data are involved or where the model needs to be updated frequently?<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-invisible\"\/>\n\n\n\n<h3 class=\"wp-block-heading title--3\"><strong>Illustrations of Scientific Activity<\/strong><\/h3>\n\n\n\n<p>Youness et al., 2023. An&nbsp;Explainable&nbsp;Artificial&nbsp;Intelligence&nbsp;Approach&nbsp;for&nbsp;Remaining&nbsp;Useful Life Prediction. <em>Aerospace<\/em>, 2023, 10&nbsp;(5), pp.1-23.&nbsp;<a href=\"https:\/\/hal.science\/hal-04102284\">hal-04102284<\/a><\/p>\n\n\n\n<p>Benatia et al., Toward Smart Alarm Management in Complex Manufacturing Systems: an Embedded Deep Learning Approach. <em>Journal of Expert Systems with Applications<\/em>.<\/p>\n\n\n\n<p>Barry et al., 2023. Predictive Maintenance for Aircraft Engine: Embracing an Ontological-Data Approach.&nbsp;<em>20th ACS\/IEEE International Conference on Computer Systems and Applications<\/em>.&nbsp;<a href=\"https:\/\/hal.science\/hal-04369673\">hal-04369673<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-invisible\"\/>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1866\" height=\"655\" src=\"https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_2.png\" alt=\"\" class=\"wp-image-123009\" srcset=\"https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_2.png 1866w, https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_2-360x126.png 360w, https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_2-500x176.png 500w, https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_2-768x270.png 768w, https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_2-1536x539.png 1536w, https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_2-1024x359.png 1024w\" sizes=\"auto, (max-width: 1866px) 100vw, 1866px\" \/><\/figure>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-invisible\"\/>\n\n\n\n<div class=\"wp-block-group wrapper__inner is-layout-flow wp-block-group-is-layout-flow\">\n<p>Barry et al., 2023. Predictive Maintenance for Aircraft Engine: Embracing an Ontological-Data Approach.&nbsp;<em>20th ACS\/IEEE International Conference on Computer Systems and Applications<\/em>.&nbsp;<a href=\"https:\/\/hal.science\/hal-04369673\">hal-04369673<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1252\" height=\"698\" src=\"https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_3.png\" alt=\"\" class=\"wp-image-123011\" srcset=\"https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_3.png 1252w, https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_3-360x201.png 360w, https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_3-500x279.png 500w, https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_3-768x428.png 768w, https:\/\/lineact.cesi.fr\/wp-content\/uploads\/2024\/06\/PMP_3-1024x571.png 1024w\" sizes=\"auto, (max-width: 1252px) 100vw, 1252px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div id=\"researchers\" class=\"wp-block-group section has-grey-background-color has-background is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group wrapper__inner is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading title--2 is-style-title-cesi-underline\"><span>Researchers<\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AHMED-ALI Tarek<em>, HDR<\/em><\/li>\n\n\n\n<li>BEN AYED Safa<\/li>\n\n\n\n<li>BENATIA Amin<\/li>\n\n\n\n<li>DAAJI Marwa<\/li>\n\n\n\n<li>GUIRAUD Mael<\/li>\n\n\n\n<li>HAFSI Meriem<\/li>\n\n\n\n<li>LOUIS Anne<\/li>\n\n\n\n<li>YOUNESS Genane<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n<div id=\"phd\" class=\"wp-block-group section is-style-editorial-aside-small has-white-background-color has-background is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group wrapper__inner is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading title--2 is-style-title-cesi-underline\"><span>PhD Students<\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AYADI Amal, Diagnostic et Pronostic \u00e0 l\u2019aide de l\u2019IA dans le cadre de la maintenance industrielle, 2024<\/li>\n\n\n\n<li>HOSSINI Anas, Mod\u00e8le formel pour la maintenance pr\u00e9dictive d&#8217;un Smart Building, 2025<\/li>\n\n\n\n<li>NDAO Lamine, Vers une intelligence artificielle explicable et \u00e9quitable, 2025<\/li>\n\n\n\n<li>BOUALI Rym, Optimal resource planning and location for wildfire risk prevention, 2026<\/li>\n<\/ul>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Discover the theme : &#8220;Predictive Maintenance and Prognosis&#8221;<\/p>\n","protected":false},"author":78,"featured_media":0,"parent":124206,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-123016","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - 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