{"id":3306,"date":"2025-07-03T14:32:47","date_gmt":"2025-07-03T18:32:47","guid":{"rendered":"https:\/\/lincslab.ca\/?page_id=3306"},"modified":"2026-02-10T13:11:24","modified_gmt":"2026-02-10T17:11:24","slug":"insights","status":"publish","type":"page","link":"https:\/\/lincslab.ca\/fr\/insights\/","title":{"rendered":"Analyses"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"3306\" class=\"elementor elementor-3306\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e7bc749 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e7bc749\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\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-8f10e7e\" data-id=\"8f10e7e\" data-element_type=\"column\" data-e-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-572ffa7 elementor-widget elementor-widget-heading\" data-id=\"572ffa7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-xl\"><b>Analyses<\/b><\/h1>\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-343b1a6 e-flex e-con-boxed e-con e-parent\" data-id=\"343b1a6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7cc71b1 e-con-full e-flex e-con e-child\" data-id=\"7cc71b1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8fa3e98 elementor-widget elementor-widget-spacer\" data-id=\"8fa3e98\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\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>\n\t\t\t\t<div class=\"elementor-element elementor-element-78f18e1 meta-visibility-show title_position_default title_hover_border_default title-default img_hover_animation_default meta_position_default readmore-btn-default-style grid-hover-overlay-type-always tpg-el-box-border-enable tpg-border-bottom-disable elementor-widget elementor-widget-tpg-list-layout\" data-id=\"78f18e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"tpg-list-layout.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n        <div class=\"rt-container-fluid rt-tpg-container tpg-el-main-wrapper list-layout1-main\"\n             data-sc-id=\"elementor\"\n             id=\"rt-tpg-container-2073480997\"\n             data-layout=\"list-layout1\"\n             data-grid-style=\"tpg-even\"\n             data-el-settings=''\n             data-el-query=''\n             data-el-path=''\n        >\n\t\t\t                <div id=\"bottom-script-loader\" class=\"bottom-script-loader\">\n                    <div class=\"rt-ball-clip-rotate\">\n                        <div><\/div>\n                    <\/div>\n                <\/div>\n\t\t\t\t            <div class='tpg-header-wrapper'>\n\t\t\t\t            <\/div>\n\n            <div data-title=\"Loading ...\" class=\"rt-row rt-content-loader list-layout1 tpg-even list-behaviour list-layout-wrapper\">\n\t\t\t\t\n<div class=\"rt-col-md-12 rt-col-sm-12 rt-col-xs-12 default rt-list-item rt-grid-item\" data-id=\"7685\">\n\t<div class=\"rt-holder tpg-post-holder\">\n\t\t<div class=\"rt-detail rt-el-content-wrapper\">\n\t\t\t\t\t\t\t<div class=\"rt-img-holder tpg-el-image-wrap has-thumbnail\">\n\t\t\t\t\t<a data-id=\"7685\" href=\"https:\/\/lincslab.ca\/fr\/making-oran-intelligent-role-of-ml\/\" class=\"tpg-post-link\" target=\"_self\">                        <img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/lincslab.ca\/wp-content\/uploads\/2026\/02\/Mira-survey-e1770743662320-768x381.png\"\n                             class=\"rt-img-responsive\"\n                             width=\"768\"\n                             height=\"381\"\n                             alt=\"Making Open RAN Intelligent: The Role of Machine Learning\u200b\">\n                        \n                            \n        <\/a>\n                <div class=\"overlay grid-hover-content\"><\/div>\n        \t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"post-right-content\">\n\t\t\t\t<div class=\"entry-title-wrapper\"><h3 class=\"entry-title\"><a data-id=\"7685\" href=\"https:\/\/lincslab.ca\/fr\/making-oran-intelligent-role-of-ml\/\" class=\"tpg-post-link\" target=\"_self\">Rendre l\u2019Open RAN intelligent : le r\u00f4le de l\u2019apprentissage automatique<\/a><\/h3><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"post-meta-tags rt-el-post-meta\">\n\t\t\t\t\t\t            <span class='date'>\n\t\t\t\t<i class='far fa-calendar-alt'><\/i>                                    <a href=\"https:\/\/lincslab.ca\/fr\/2026\/02\/10\/\">\n\t\t\t\t\tf\u00e9vrier 10, 2026\t\t\t\t<\/a>\n                \t\t\t<\/span>\n            \t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"tpg-excerpt tpg-el-excerpt\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"tpg-excerpt-inner\">\n\t\t\t\t\t\t\t\tL\u2019O-RAN est fondamentalement pilot\u00e9 par les donn\u00e9es. Ses boucles de contr\u00f4le intelligentes \u2014 rendues possibles par les contr\u00f4leurs intelligents RAN en temps quasi r\u00e9el (Near-Real-Time) et hors temps r\u00e9el (Non-Real-Time), appel\u00e9s RAN Intelligent Controllers (RICs) \u2014 assurent une surveillance continue, un contr\u00f4le en boucle ferm\u00e9e et une optimisation guid\u00e9e par des politiques.\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t        <div class=\"post-footer\">\n            <div class=\"post-footer\">\n                <div class=\"read-more\">\n                    <a data-id=\"7685\" href=\"https:\/\/lincslab.ca\/fr\/making-oran-intelligent-role-of-ml\/\" class=\"tpg-post-link\" target=\"_self\">Lire la suite<\/a>                <\/div>\n            <\/div>\n        <\/div>\n        \t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n<div class=\"rt-col-md-12 rt-col-sm-12 rt-col-xs-12 default rt-list-item rt-grid-item\" data-id=\"6561\">\n\t<div class=\"rt-holder tpg-post-holder\">\n\t\t<div class=\"rt-detail rt-el-content-wrapper\">\n\t\t\t\t\t\t\t<div class=\"rt-img-holder tpg-el-image-wrap has-thumbnail\">\n\t\t\t\t\t<a data-id=\"6561\" href=\"https:\/\/lincslab.ca\/fr\/quantum-aided-active-user-detection-deemah-soumaya\/\" class=\"tpg-post-link\" target=\"_self\">                        <img decoding=\"async\" src=\"https:\/\/lincslab.ca\/wp-content\/uploads\/2025\/10\/insight3-1-768x572.png\"\n                             class=\"rt-img-responsive\"\n                             width=\"768\"\n                             height=\"572\"\n                             alt=\"Quantum-Aided Active User Detection for Energy-Efficient CD-NOMA in Cognitive Radio Networks\">\n                        \n                            \n        <\/a>\n                <div class=\"overlay grid-hover-content\"><\/div>\n        \t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"post-right-content\">\n\t\t\t\t<div class=\"entry-title-wrapper\"><h3 class=\"entry-title\"><a data-id=\"6561\" href=\"https:\/\/lincslab.ca\/fr\/quantum-aided-active-user-detection-deemah-soumaya\/\" class=\"tpg-post-link\" target=\"_self\">D\u00e9tection d'utilisateurs actifs assist\u00e9e par la m\u00e9canique quantique pour le syst\u00e8me CD-NOMA \u00e9conome en \u00e9nergie dans les r\u00e9seaux de radio cognitive.<\/a><\/h3><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"post-meta-tags rt-el-post-meta\">\n\t\t\t\t\t\t            <span class='date'>\n\t\t\t\t<i class='far fa-calendar-alt'><\/i>                                    <a href=\"https:\/\/lincslab.ca\/fr\/2025\/10\/30\/\">\n\t\t\t\t\toctobre 30, 2025\t\t\t\t<\/a>\n                \t\t\t<\/span>\n            \t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"tpg-excerpt tpg-el-excerpt\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"tpg-excerpt-inner\">\n\t\t\t\t\t\t\t\t\u00c0 mesure que les r\u00e9seaux sans fil \u00e9voluent vers l'\u00e8re de la 6G, ils sont confront\u00e9s \u00e0 des d\u00e9fis croissants pour g\u00e9rer le nombre immense d'appareils connect\u00e9s tout en maintenant l'efficacit\u00e9 \u00e9nerg\u00e9tique et l'utilisation du spectre.\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t        <div class=\"post-footer\">\n            <div class=\"post-footer\">\n                <div class=\"read-more\">\n                    <a data-id=\"6561\" href=\"https:\/\/lincslab.ca\/fr\/quantum-aided-active-user-detection-deemah-soumaya\/\" class=\"tpg-post-link\" target=\"_self\">Lire la suite<\/a>                <\/div>\n            <\/div>\n        <\/div>\n        \t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n<div class=\"rt-col-md-12 rt-col-sm-12 rt-col-xs-12 default rt-list-item rt-grid-item\" data-id=\"6438\">\n\t<div class=\"rt-holder tpg-post-holder\">\n\t\t<div class=\"rt-detail rt-el-content-wrapper\">\n\t\t\t\t\t\t\t<div class=\"rt-img-holder tpg-el-image-wrap has-thumbnail\">\n\t\t\t\t\t<a data-id=\"6438\" href=\"https:\/\/lincslab.ca\/fr\/quantum-gans-for-smarter-network-anomaly-detection\/\" class=\"tpg-post-link\" target=\"_self\">                        <img decoding=\"async\" src=\"https:\/\/lincslab.ca\/wp-content\/uploads\/2025\/10\/insight2_discriminator-1-768x192.png\"\n                             class=\"rt-img-responsive\"\n                             width=\"768\"\n                             height=\"192\"\n                             alt=\"Quantum GANs for Smarter Network Anomaly Detection\">\n                        \n                            \n        <\/a>\n                <div class=\"overlay grid-hover-content\"><\/div>\n        \t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"post-right-content\">\n\t\t\t\t<div class=\"entry-title-wrapper\"><h3 class=\"entry-title\"><a data-id=\"6438\" href=\"https:\/\/lincslab.ca\/fr\/quantum-gans-for-smarter-network-anomaly-detection\/\" class=\"tpg-post-link\" target=\"_self\">Quantum GANs pour une d\u00e9tection plus intelligente des anomalies r\u00e9seau<\/a><\/h3><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"post-meta-tags rt-el-post-meta\">\n\t\t\t\t\t\t            <span class='date'>\n\t\t\t\t<i class='far fa-calendar-alt'><\/i>                                    <a href=\"https:\/\/lincslab.ca\/fr\/2025\/10\/20\/\">\n\t\t\t\t\toctobre 20, 2025\t\t\t\t<\/a>\n                \t\t\t<\/span>\n            \t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"tpg-excerpt tpg-el-excerpt\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"tpg-excerpt-inner\">\n\t\t\t\t\t\t\t\t\u00c0 mesure que les r\u00e9seaux de communication modernes gagnent en complexit\u00e9, les techniques traditionnelles de d\u00e9tection d'anomalies sont confront\u00e9es \u00e0 des difficult\u00e9s pour identifier les menaces sophistiqu\u00e9es telles que les attaques par d\u00e9ni de service distribu\u00e9 (DDoS) ou autres.\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t        <div class=\"post-footer\">\n            <div class=\"post-footer\">\n                <div class=\"read-more\">\n                    <a data-id=\"6438\" href=\"https:\/\/lincslab.ca\/fr\/quantum-gans-for-smarter-network-anomaly-detection\/\" class=\"tpg-post-link\" target=\"_self\">Lire la suite<\/a>                <\/div>\n            <\/div>\n        <\/div>\n        \t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n<div class=\"rt-col-md-12 rt-col-sm-12 rt-col-xs-12 default rt-list-item rt-grid-item\" data-id=\"3484\">\n\t<div class=\"rt-holder tpg-post-holder\">\n\t\t<div class=\"rt-detail rt-el-content-wrapper\">\n\t\t\t\t\t\t\t<div class=\"rt-img-holder tpg-el-image-wrap has-thumbnail\">\n\t\t\t\t\t<a data-id=\"3484\" href=\"https:\/\/lincslab.ca\/fr\/quantum-optimization-resource-allocation\/\" class=\"tpg-post-link\" target=\"_self\">                        <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lincslab.ca\/wp-content\/uploads\/2025\/07\/d-wave-adv2-chip-768x768.jpg\"\n                             class=\"rt-img-responsive\"\n                             width=\"768\"\n                             height=\"768\"\n                             alt=\"Photo of D-Wave quantum computer equipped with a quantum annealing processor..\">\n                        \n                            \n        <\/a>\n                <div class=\"overlay grid-hover-content\"><\/div>\n        \t\t\t\t<\/div>\n\t\t\t\n\t\t\t<div class=\"post-right-content\">\n\t\t\t\t<div class=\"entry-title-wrapper\"><h3 class=\"entry-title\"><a data-id=\"3484\" href=\"https:\/\/lincslab.ca\/fr\/quantum-optimization-resource-allocation\/\" class=\"tpg-post-link\" target=\"_self\">L\u2019optimisation quantique montre son potentiel comme outil puissant pour am\u00e9liorer l\u2019efficacit\u00e9 de l\u2019allocation des ressources dans les syst\u00e8mes d\u2019acc\u00e8s radio ouverts (Open RAN)<\/a><\/h3><\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"post-meta-tags rt-el-post-meta\">\n\t\t\t\t\t\t            <span class='date'>\n\t\t\t\t<i class='far fa-calendar-alt'><\/i>                                    <a href=\"https:\/\/lincslab.ca\/fr\/2025\/07\/05\/\">\n\t\t\t\t\tjuillet 5, 2025\t\t\t\t<\/a>\n                \t\t\t<\/span>\n            \t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"tpg-excerpt tpg-el-excerpt\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"tpg-excerpt-inner\">\n\t\t\t\t\t\t\t\tLes r\u00e9seaux d'acc\u00e8s radio ouverts (Open RAN) \u00e9mergent comme une approche architecturale cl\u00e9 pour les r\u00e9seaux mobiles de prochaine g\u00e9n\u00e9ration. L'une de leurs capacit\u00e9s essentielles \u2013RAN slicing\u2013 permet \u00e0 plusieurs r\u00e9seaux virtuels de fonctionner sur une infrastructure radio partag\u00e9e. Cela am\u00e9liore la flexibilit\u00e9, l'\u00e9volutivit\u00e9 et l'interop\u00e9rabilit\u00e9 des services ayant des exigences diff\u00e9rentes en mati\u00e8re de qualit\u00e9 de service (QoS) requirements.\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t        <div class=\"post-footer\">\n            <div class=\"post-footer\">\n                <div class=\"read-more\">\n                    <a data-id=\"3484\" href=\"https:\/\/lincslab.ca\/fr\/quantum-optimization-resource-allocation\/\" class=\"tpg-post-link\" target=\"_self\">Lire la suite<\/a>                <\/div>\n            <\/div>\n        <\/div>\n        \t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n            <\/div>\n\n\t\t\t\n        <\/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\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Insights Making Open RAN Intelligent: The Role of Machine Learning\u200b February 10, 2026 O-RAN is fundamentally data-driven. Its intelligent control loops\u2014enabled by Near-Real-Time and Non-Real-Time RAN O-RAN is inherently data-driven. Through its Near-Real-Time and Non-Real-Time RAN&#8230; Read More Quantum-Aided Active User Detection for Energy-Efficient CD-NOMA in Cognitive Radio Networks October 29, 2025 As wireless networks [&hellip;]<\/p>\n","protected":false},"author":25,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"rttpg_canvas","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-3306","page","type-page","status-publish","hentry"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"Maha Mubarak","author_link":"https:\/\/lincslab.ca\/fr\/author\/mahamubarak\/"},"rttpg_comment":0,"rttpg_category":"","rttpg_excerpt":"Insights Making Open RAN Intelligent: The Role of Machine Learning\u200b February 10, 2026 O-RAN is fundamentally data-driven. Its intelligent control loops\u2014enabled by Near-Real-Time and Non-Real-Time RAN O-RAN is inherently data-driven. Through its Near-Real-Time and Non-Real-Time RAN&#8230; Read More Quantum-Aided Active User Detection for Energy-Efficient CD-NOMA in Cognitive Radio Networks October 29, 2025 As wireless networks&hellip;","_links":{"self":[{"href":"https:\/\/lincslab.ca\/fr\/wp-json\/wp\/v2\/pages\/3306","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lincslab.ca\/fr\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/lincslab.ca\/fr\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/lincslab.ca\/fr\/wp-json\/wp\/v2\/users\/25"}],"replies":[{"embeddable":true,"href":"https:\/\/lincslab.ca\/fr\/wp-json\/wp\/v2\/comments?post=3306"}],"version-history":[{"count":68,"href":"https:\/\/lincslab.ca\/fr\/wp-json\/wp\/v2\/pages\/3306\/revisions"}],"predecessor-version":[{"id":7728,"href":"https:\/\/lincslab.ca\/fr\/wp-json\/wp\/v2\/pages\/3306\/revisions\/7728"}],"wp:attachment":[{"href":"https:\/\/lincslab.ca\/fr\/wp-json\/wp\/v2\/media?parent=3306"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}