{"id":953,"date":"2022-07-19T15:38:50","date_gmt":"2022-07-19T15:38:50","guid":{"rendered":"https:\/\/carleton.ca\/ericsson\/?page_id=953"},"modified":"2025-04-15T11:01:36","modified_gmt":"2025-04-15T15:01:36","slug":"ai-powered-traffic-flow","status":"publish","type":"page","link":"https:\/\/carleton.ca\/ericsson\/ai-powered-traffic-flow\/","title":{"rendered":"AI-Powered Traffic Flow Characterization, Monitoring and Prediction"},"content":{"rendered":"\n<section class=\"w-screen px-6 cu-section cu-section--white ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n            <div class=\"cu-textmedia flex flex-col lg:flex-row mx-auto gap-6 md:gap-10 my-6 md:my-12 first:mt-0 max-w-5xl\">\n        <div class=\"justify-start cu-textmedia-content cu-prose-first-last\" style=\"flex: 0 0 100%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h1 class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px text-3xl md:text-4xl lg:text-5xl lg:leading-[3.5rem] pb-5 after:w-10 text-cu-black-700 not-prose\">\n                        AI-Powered Traffic Flow Characterization, Monitoring and Prediction\n                    <\/h1>\n                \n                                \n                            <\/header>\n\n                    <\/div>\n\n            <\/div>\n\n    <\/div>\n<\/section>\n\n\n\n<h2 id=\"investigators\" class=\"wp-block-heading\">Investigators<\/h2>\n\n\n\n<section class=\"w-screen px-6 cu-section cu-section--white ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n                \n        <div class=\"cu-column cu-component not-contained mx-auto grid max-w-5xl md:grid-cols-3 gap-6 md:gap-10\">\n            \n\n    \n    <div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 text-center group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n                    <figure class=\"px-6 pt-8 pb-2 mb-2 overflow-hidden rounded-t-lg cu-figure--round\">\n                                    <img loading=\"lazy\" decoding=\"async\"\n                src=\"https:\/\/carleton.ca\/ericsson\/wp-content\/uploads\/sites\/89\/Omair-Shafiq.jpg\" alt=\"\" width=\"200\" height=\"200\" \/>\n                                <\/figure>\n        \n        <header class=\"px-6 first:mt-6\">\n            <h2 class=\"text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n                                    Shafiq, Omair\n                            <\/h2>\n        <\/header>\n\n        <div class=\"flex flex-col px-6\">\n            <ul class=\"space-y-2 text-sm text-cu-black-700 @sm:md:text-base\">\n                                    <li class=\"text-base @sm:md:text-lg italic\">\n                        Assistant Professor, IRM Coordinator, School of Information Technology\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:OmairShafiq@cunet.carleton.ca\">\n                                Email\n                                Omair\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        6135202600\n                                                    ext\n                            6038\n                                            <\/li>\n                            <\/ul>\n        <\/div>\n\n                    <footer class=\"px-6 pt-3 mt-auto text-white md:pt-5\">\n                <a href=\"https:\/\/carleton.ca\/ericsson\/people\/omair-shafiq\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\n\n        <\/div>\n\n        \n    <\/div>\n<\/section>\n\n\n\n<h3 id=\"team\" class=\"wp-block-heading\">Team<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Nader Joojili<\/li>\n\n\n\n<li>Alexis Amezaga Hechavarria<\/li>\n<\/ul>\n\n\n\n<h3 id=\"ericsson-partners\" class=\"wp-block-heading\">Ericsson partners<\/h3>\n\n\n\n<section class=\"w-screen px-6 cu-section cu-section--white ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n                \n        <div class=\"cu-column cu-component not-contained mx-auto grid max-w-5xl md:grid-cols-3 gap-6 md:gap-10\">\n            \n\n    \n    <div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 text-center group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n                    <figure class=\"px-6 pt-8 pb-2 mb-2 overflow-hidden rounded-t-lg cu-figure--round\">\n                                    <img loading=\"lazy\" decoding=\"async\"\n                src=\"https:\/\/carleton.ca\/ericsson\/wp-content\/uploads\/sites\/89\/Akrams-Picture_resized-scaled-aspect-ratio-200-200-scaled.jpeg\" alt=\"\" width=\"200\" height=\"200\" \/>\n                                <\/figure>\n        \n        <header class=\"px-6 first:mt-6\">\n            <h2 class=\"text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n                                    Bin Sediq, Akram\n                            <\/h2>\n        <\/header>\n\n        <div class=\"flex flex-col px-6\">\n            <ul class=\"space-y-2 text-sm text-cu-black-700 @sm:md:text-base\">\n                                    <li class=\"text-base @sm:md:text-lg italic\">\n                        Senior Specialist RAN Edge Analytics, Ericsson\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:akram.bin.sediq@ericsson.com\">\n                                Email\n                                Akram\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                            <\/ul>\n        <\/div>\n\n                    <footer class=\"px-6 pt-3 mt-auto text-white md:pt-5\">\n                <a href=\"https:\/\/carleton.ca\/ericsson\/people\/akram-bin-sediq\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\n\n        <\/div>\n\n        \n    <\/div>\n<\/section>\n\n\n\n<h2 id=\"research-project\" class=\"wp-block-heading\">Research project<\/h2>\n\n\n\n<p>In the era of 5G and the on-going COVID-19 pandemic, users and businesses have been relying on internet connectivity more than ever before. It is critical for modern network services to be well-planned, organized and monitored by system administrators and network service providers to ensure the highest possible availability, reliability, efficiency, and cost-effectiveness. Network traffic characterization and pattern prediction in-advance can further empower network service providers to plan, design, and optimize networks, and eventually to ensure high quality and cost-effective network services to their users.<\/p>\n\n\n\n<p>The overall objective of this project is to design and develop novel and innovative solutions to monitor network traffic, detect existing and discover new patterns, and predict traffic patterns in advance.<\/p>\n\n\n\n<p>The research team will utilize the latest state of the art machine learning and deep learning techniques and will carry out an extensive evaluation of the solutions and compare their functionality and performance with existing solutions.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Investigators Team Ericsson partners Research project In the era of 5G and the on-going COVID-19 pandemic, users and businesses have been relying on internet connectivity more than ever before. It is critical for modern network services to be well-planned, organized and monitored by system administrators and network service providers to ensure the highest possible availability, [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_cu_dining_location_slug":"","footnotes":"","_links_to":"","_links_to_target":""},"cu_page_type":[38],"class_list":["post-953","page","type-page","status-publish","hentry","cu_page_type-research-projects-phase-2"],"acf":{"cu_post_thumbnail":""},"_links":{"self":[{"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/pages\/953","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/comments?post=953"}],"version-history":[{"count":5,"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/pages\/953\/revisions"}],"predecessor-version":[{"id":1405,"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/pages\/953\/revisions\/1405"}],"wp:attachment":[{"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/media?parent=953"}],"wp:term":[{"taxonomy":"cu_page_type","embeddable":true,"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/cu_page_type?post=953"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}