{"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\/en\/insights\/","title":{"rendered":"Insights"},"content":{"rendered":"\t\t<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>Insights<\/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-20626918\"\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\/en\/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\/en\/making-oran-intelligent-role-of-ml\/\" class=\"tpg-post-link\" target=\"_self\">Making Open RAN Intelligent: The Role of Machine Learning\u200b<\/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\/en\/2026\/02\/10\/\">\n\t\t\t\t\tFebruary 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\tO-RAN is fundamentally data-driven. Its intelligent control loops\u2014enabled by its Near-Real-Time and Non-Real-Time RAN Intelligent Controllers (RICs)\u2014 support continuous monitoring, closed-loop...\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\/en\/making-oran-intelligent-role-of-ml\/\" class=\"tpg-post-link\" target=\"_self\">Read More<\/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\/en\/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\/en\/quantum-aided-active-user-detection-deemah-soumaya\/\" class=\"tpg-post-link\" target=\"_self\">Quantum-Aided Active User Detection for Energy-Efficient CD-NOMA in Cognitive Radio Networks<\/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\/en\/2025\/10\/30\/\">\n\t\t\t\t\tOctober 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\tAs wireless networks evolve toward the 6G era, they face growing challenges in managing the immense number of connected devices while maintaining energy efficiency and spectrum utilization. In a...\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\/en\/quantum-aided-active-user-detection-deemah-soumaya\/\" class=\"tpg-post-link\" target=\"_self\">Read More<\/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\/en\/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\/en\/quantum-gans-for-smarter-network-anomaly-detection\/\" class=\"tpg-post-link\" target=\"_self\">Quantum GANs for Smarter Network Anomaly Detection<\/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\/en\/2025\/10\/20\/\">\n\t\t\t\t\tOctober 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\tAs modern communication networks grow in complexity, traditional anomaly detection techniques face challenges in identifying sophisticated threats such as distributed denial-of-service (DDoS) or...\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\/en\/quantum-gans-for-smarter-network-anomaly-detection\/\" class=\"tpg-post-link\" target=\"_self\">Read More<\/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\/en\/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\/en\/quantum-optimization-resource-allocation\/\" class=\"tpg-post-link\" target=\"_self\">Quantum optimization shows potential as a powerful tool for enhancing resource allocation efficiency in Open Radio Access systems (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\/en\/2025\/07\/05\/\">\n\t\t\t\t\tJuly 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\tOpen Radio Access Networks (Open RAN) are emerging as a key architectural approach in next-generation mobile networks. One of its key capabilities\u2014RAN slicing\u2014enables multiple virtual networks to...\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\/en\/quantum-optimization-resource-allocation\/\" class=\"tpg-post-link\" target=\"_self\">Read More<\/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>\n\t\t","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\/en\/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\/en\/wp-json\/wp\/v2\/pages\/3306","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lincslab.ca\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/lincslab.ca\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/lincslab.ca\/en\/wp-json\/wp\/v2\/users\/25"}],"replies":[{"embeddable":true,"href":"https:\/\/lincslab.ca\/en\/wp-json\/wp\/v2\/comments?post=3306"}],"version-history":[{"count":68,"href":"https:\/\/lincslab.ca\/en\/wp-json\/wp\/v2\/pages\/3306\/revisions"}],"predecessor-version":[{"id":7728,"href":"https:\/\/lincslab.ca\/en\/wp-json\/wp\/v2\/pages\/3306\/revisions\/7728"}],"wp:attachment":[{"href":"https:\/\/lincslab.ca\/en\/wp-json\/wp\/v2\/media?parent=3306"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}