{"id":1010,"date":"2022-07-19T18:08:52","date_gmt":"2022-07-19T18:08:52","guid":{"rendered":"https:\/\/carleton.ca\/ericsson\/?page_id=1010"},"modified":"2025-04-15T10:57:21","modified_gmt":"2025-04-15T14:57:21","slug":"dynamic-network-re-dimensioning-via-accurate-prediction-of-5g-thoughput-and-reinforcement-leaning","status":"publish","type":"page","link":"https:\/\/carleton.ca\/ericsson\/dynamic-network-re-dimensioning-via-accurate-prediction-of-5g-thoughput-and-reinforcement-leaning\/","title":{"rendered":"Dynamic Network Re-dimensioning via Accurate Prediction of 5G Throughput and Reinforcement Learning"},"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                        Dynamic Network Re-dimensioning via Accurate Prediction of 5G Throughput and Reinforcement Learning\n                    <\/h1>\n                \n                                \n                            <\/header>\n\n                    <\/div>\n\n            <\/div>\n\n    <\/div>\n<\/section>\n\n\n\n<h2 id=\"investigator\" class=\"wp-block-heading\">Investigator<\/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\/ahmed-240x240-1.jpg\" alt=\"ahmed el-roby\" 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                                    El-Roby, Ahmed\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\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:Ahmed.ElRoby@carleton.ca\">\n                                Email\n                                Ahmed\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            4254\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\/ahmed-el-roby\/\" 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>Ritiki Bhatia<\/li>\n\n\n\n<li>Abdelghny Orogat<\/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\/Dimple-Thomas.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                                    Thomas, Dimple\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                        Ericsson Engineering Manager\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:dimple.thomas@ericsson.com\">\n                                Email\n                                Dimple\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\/dimple-thomas\/\" 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>The emerging 5G technology has tremendous potential in empowering a wide range of demanding applications. However, the 5G throughput can fluctuate wildly based on several factors like handoffs, user moving speed, user moving direction with respect to the radio base station, the terrain (e.g., obstacles between the user and the radio base station), the density of users and the workloads covered by the radio base station, the temporal patterns of usage (e.g., time of the day, days of the week, etc.), and more.<\/p>\n\n\n\n<p>These fluctuations in the throughput can sometimes drop below the throughput of 4G or sometimes to nearly zero (5G dead zones). It is of great importance to a 5G provider to better understand how any of these factors affect its end-users to provide better service. This project focuses on how to accurately model and predict the throughput of 5G network, and how to better manage the network\u2019s resources to adapt to the changes in the patterns of usage.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Investigator Team Ericsson partners Research project The emerging 5G technology has tremendous potential in empowering a wide range of demanding applications. However, the 5G throughput can fluctuate wildly based on several factors like handoffs, user moving speed, user moving direction with respect to the radio base station, the terrain (e.g., obstacles between the user and [&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-1010","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\/1010","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=1010"}],"version-history":[{"count":5,"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/pages\/1010\/revisions"}],"predecessor-version":[{"id":1401,"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/pages\/1010\/revisions\/1401"}],"wp:attachment":[{"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/media?parent=1010"}],"wp:term":[{"taxonomy":"cu_page_type","embeddable":true,"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/cu_page_type?post=1010"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}