{"id":910,"date":"2022-07-19T14:30:39","date_gmt":"2022-07-19T14:30:39","guid":{"rendered":"https:\/\/carleton.ca\/ericsson\/?page_id=910"},"modified":"2025-10-31T13:56:41","modified_gmt":"2025-10-31T17:56:41","slug":"phase-1-research-projects","status":"publish","type":"page","link":"https:\/\/carleton.ca\/ericsson\/research-projects-and-leaders\/phase-1-research-projects\/","title":{"rendered":"Phase I Research Projects"},"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-max  md:space-y-10 cu-prose-first-last\">\n\n        \n                    \n                    \n            \n    <div class=\"cu-wideimage relative flex items-center justify-center mx-auto px-8 overflow-hidden md:px-16 rounded-xl not-prose  my-6 md:my-12 first:mt-0 bg-opacity-50 bg-cover bg-cu-black-50 py-24 md:py-28 lg:py-36 xl:py-48\" style=\"background-image: url(https:\/\/carleton.ca\/ericsson\/wp-content\/uploads\/sites\/89\/5G-network4-aspect-ratio-1600-700-3-768x336.jpg); background-position: 50% 50%;\">\n\n                    <div class=\"absolute top-0 w-full h-screen\" style=\"background-color:rgba(0,0,0,0.600);\"><\/div>\n        \n        <div class=\"relative z-[2] max-w-4xl w-full flex flex-col items-center gap-2 cu-wideimage-image cu-zero-first-last\">\n            <header class=\"mx-auto mb-6 text-center text-white cu-pageheader cu-component-updated cu-pageheader--center md:mb-12\">\n\n                                    <h1 class=\"cu-prose-first-last font-semibold mb-2 text-3xl md:text-4xl lg:text-5xl lg:leading-[3.5rem] cu-pageheader--center text-center mx-auto after:left-px\">\n                        Phase I Research Projects\n                    <\/h1>\n                \n                            <\/header>\n        <\/div>\n\n            <\/div>\n\n    \n\n    <\/div>\n<\/section>\n\n\n    \n<section class=\"w-screen px-6 cu-section cu-section--grey ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl bg-cu-black-50 max-w-screen-2xl mx-auto rounded-xl px-6 py-5 md:px-14 md:py-12 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 60%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h2 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-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 text-cu-black-700 not-prose\">\n                        Investigating Machine Learning Techniques in Performance Improvement for the Next Generation Wireless Networks\n                    <\/h2>\n                \n                                \n                            <\/header>\n\n                            \n\n<p>The aim of this research is to investigate effective data-driven ML techniques for 5G networks.&nbsp;<\/p>\n\n\n                    <\/div>\n\n                    <div class=\"cu-textmedia-bgimg flex-1 rounded-xl bg-no-repeat bg-cover \" style=\"background-image: url(https:\/\/carleton.ca\/ericsson\/wp-content\/uploads\/sites\/89\/cybersecurity-stock-1024x683-1-768x512.jpg); background-position: 50% 50%; transform: scale(1);\"><\/div>\n            <\/div>\n\n    <\/div>\n<\/section>\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\n\n<header class=\"mb-6 cu-pageheader cu-component-updated md:mb-12\">\n    <h2 id=\"team-leads\" class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative text-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px\">\n        Team leads\n    <\/h2>\n\n    <\/header>\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\/Ajila-ver2-aspect-ratio-200-200.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                                    Samuel A.\n                    Ajila\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                        Associate Professor\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:ajila@sce.carleton.ca\">\n                                Email\n                                Samuel A.\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            2673\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\/samuel-ajila\/\" 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<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/carleton.ca\/ericsson\/investigating-machine-learning-techniques-in-performance-improvement-for-the-next-generation-wireless-networks\/\">Project Details<\/a><\/div>\n<\/div>\n\n\n    \n<section class=\"w-screen px-6 cu-section cu-section--grey ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl bg-cu-black-50 max-w-screen-2xl mx-auto rounded-xl px-6 py-5 md:px-14 md:py-12 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 60%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h2 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-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 text-cu-black-700 not-prose\">\n                        5G Networks and Drone Navigation Algorithms\n                    <\/h2>\n                \n                                \n                            <\/header>\n\n                            \n\n<p>This project will investigate cooperative algorithms, leveraging Beyond Visual Line of Sight (BVLOS) drone communications using 5G networks.<\/p>\n\n\n                    <\/div>\n\n                    <div class=\"cu-textmedia-bgimg flex-1 rounded-xl bg-no-repeat bg-cover \" style=\"background-image: url(https:\/\/carleton.ca\/ericsson\/wp-content\/uploads\/sites\/89\/IMG_0226-768x512.jpg); background-position: 50% 50%; transform: scale(1);\"><\/div>\n            <\/div>\n\n    <\/div>\n<\/section>\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\n\n<header class=\"mb-6 cu-pageheader cu-component-updated md:mb-12\">\n    <h2 id=\"team-leads\" class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative text-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px\">\n        Team leads\n    <\/h2>\n\n    <\/header>\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                                    Akram\n                    Bin Sediq\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\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\/Yasser-aspect-ratio-200-200.png\" 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                                    Yasser\n                    Al-Eryani\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                        5G Baseband Developer, Ericsson\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:yasser.al-eryani@ericsson.com\">\n                                Email\n                                Yasser\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\/yasser-al-eryani\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\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\/kranakis-400x400-1.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                                    Evangelos\n                    Kranakis\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                        Chancellor&#8217;s Professor\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:kranakis@scs.carleton.ca\">\n                                Email\n                                Evangelos\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            8090\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\/evangelos-kranakis\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\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\/barbeau-200x200-1.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                                    Michel\n                    Barbeau\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                        Professor and Director, School of Computer Science, Carleton University\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:barbeau@scs.carleton.ca\">\n                                Email\n                                Michel\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            1644\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\/michel-barbeau\/\" 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<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/carleton.ca\/ericsson\/5g-networks-and-drone-navigation-algorithms\/\">Project Details<\/a><\/div>\n<\/div>\n\n\n    \n<section class=\"w-screen px-6 cu-section cu-section--grey ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl bg-cu-black-50 max-w-screen-2xl mx-auto rounded-xl px-6 py-5 md:px-14 md:py-12 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 60%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h2 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-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 text-cu-black-700 not-prose\">\n                        Navigation and Control of Drones over 5G networks: Enhanced communication and adaptive control\n                    <\/h2>\n                \n                                \n                            <\/header>\n\n                            \n\n<p>The goal in this project is to perform research for and provide solutions to navigation and control of drones over 5G networks.<\/p>\n\n\n                    <\/div>\n\n                    <div class=\"cu-textmedia-bgimg flex-1 rounded-xl bg-no-repeat bg-cover \" style=\"background-image: url(https:\/\/carleton.ca\/ericsson\/wp-content\/uploads\/sites\/89\/IMG_0231-768x512.jpg); background-position: 50% 50%; transform: scale(1);\"><\/div>\n            <\/div>\n\n    <\/div>\n<\/section>\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\n\n<header class=\"mb-6 cu-pageheader cu-component-updated md:mb-12\">\n    <h2 id=\"team-leads\" class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative text-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px\">\n        Team leads\n    <\/h2>\n\n    <\/header>\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                                    Akram\n                    Bin Sediq\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\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\/Yasser-aspect-ratio-200-200.png\" 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                                    Yasser\n                    Al-Eryani\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                        5G Baseband Developer, Ericsson\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:yasser.al-eryani@ericsson.com\">\n                                Email\n                                Yasser\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\/yasser-al-eryani\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\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\/barbeau-200x200-1.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                                    Michel\n                    Barbeau\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                        Professor and Director, School of Computer Science, Carleton University\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:barbeau@scs.carleton.ca\">\n                                Email\n                                Michel\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            1644\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\/michel-barbeau\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\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\/Schwartz-400x400-1.png\" 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                                    Howard\n                    Schwartz\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                        Professor\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:howard.schwartz@sce.carleton.ca\">\n                                Email\n                                Howard\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            5746\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\/howard-schwartz\/\" 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<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/carleton.ca\/ericsson\/navigation-and-control-of-drones-over-5g-networks-enhanced-communication-and-adaptive-control\/\">Project Details<\/a><\/div>\n<\/div>\n\n\n    \n<section class=\"w-screen px-6 cu-section cu-section--grey ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl bg-cu-black-50 max-w-screen-2xl mx-auto rounded-xl px-6 py-5 md:px-14 md:py-12 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 60%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h2 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-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 text-cu-black-700 not-prose\">\n                        Channel Reconstruction for LTE\/NR Performance Verification for Research and Leadership in Wireless Network\n                    <\/h2>\n                \n                                \n                            <\/header>\n\n                            \n\n<p>In this project, we propose developing a simulation tool to reconstruct temporal-spatial channels based on limited CSI feedback that has been collected from User Equipments (UEs) communicating over real networks.&nbsp;<\/p>\n\n\n                    <\/div>\n\n                    <div class=\"cu-textmedia-bgimg flex-1 rounded-xl bg-no-repeat bg-cover \" style=\"background-image: url(https:\/\/carleton.ca\/ericsson\/wp-content\/uploads\/sites\/89\/crop-technician-checking-contacts-on-motherboard-in-workshop-3825581-1024x731-1-768x548.jpg); background-position: 50% 50%; transform: scale(1);\"><\/div>\n            <\/div>\n\n    <\/div>\n<\/section>\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\n\n<header class=\"mb-6 cu-pageheader cu-component-updated md:mb-12\">\n    <h2 id=\"team-leads\" class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative text-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px\">\n        Team leads\n    <\/h2>\n\n    <\/header>\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\/wainer.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                                    Gabriel\n                    Wainer\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                        Professor\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:Gabriel.Wainer@sce.carleton.ca\">\n                                Email\n                                Gabriel\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            1957\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\/gabriel-wainer\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\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\/Alaa_Al-Habashna-400x400-1.png\" 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                                    Ala&#8217;a\n                    Al-Habashna\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                        Adjunct Research Professor\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:Alaa.AlHabashna@carleton.ca\">\n                                Email\n                                Ala&#8217;a\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\/alaa-al-habashna\/\" 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<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/carleton.ca\/ericsson\/channel-reconstruction-for-lte-nr-performance-verification-for-research-and-leadership-in-wireless-networks\/\">Project Details<\/a><\/div>\n<\/div>\n\n\n    \n<section class=\"w-screen px-6 cu-section cu-section--grey ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl bg-cu-black-50 max-w-screen-2xl mx-auto rounded-xl px-6 py-5 md:px-14 md:py-12 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 60%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h2 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-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 text-cu-black-700 not-prose\">\n                        M-MIMO Channel Estimation using Distributed Machine Learning and Edge Computing Technologies\n                    <\/h2>\n                \n                                \n                            <\/header>\n\n                            \n\n<p>In this project we will evaluate the feasibility of applying Distributed Machine Learning combining edge computing technology to conduct channel estimation in 5G massive MIMO.&nbsp;<\/p>\n\n\n                    <\/div>\n\n                    <div class=\"cu-textmedia-bgimg flex-1 rounded-xl bg-no-repeat bg-cover \" style=\"background-image: url(https:\/\/carleton.ca\/ericsson\/wp-content\/uploads\/sites\/89\/sensors-1-1024x819-1-768x614.jpg); background-position: 50% 50%; transform: scale(1);\"><\/div>\n            <\/div>\n\n    <\/div>\n<\/section>\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\n\n<header class=\"mb-6 cu-pageheader cu-component-updated md:mb-12\">\n    <h2 id=\"team-leads\" class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative text-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px\">\n        Team leads\n    <\/h2>\n\n    <\/header>\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\/wainer.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                                    Gabriel\n                    Wainer\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                        Professor\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:Gabriel.Wainer@sce.carleton.ca\">\n                                Email\n                                Gabriel\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            1957\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\/gabriel-wainer\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\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\/WeiShiSmall-400x400-1.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                                    Wei\n                    Shi\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                        Associate Professor\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:wei.shi@carleton.ca\">\n                                Email\n                                Wei\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            5060\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\/wei-shi\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\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\/Alaa_Al-Habashna-400x400-1.png\" 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                                    Ala&#8217;a\n                    Al-Habashna\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                        Adjunct Research Professor\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:Alaa.AlHabashna@carleton.ca\">\n                                Email\n                                Ala&#8217;a\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\/alaa-al-habashna\/\" 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<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/carleton.ca\/ericsson\/m-mimo-channel-estimation-using-distributed-machine-learning-and-edge-computing-technologies\/\">Project Details<\/a><\/div>\n<\/div>\n\n\n    \n<section class=\"w-screen px-6 cu-section cu-section--grey ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl bg-cu-black-50 max-w-screen-2xl mx-auto rounded-xl px-6 py-5 md:px-14 md:py-12 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 60%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h2 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-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 text-cu-black-700 not-prose\">\n                        Spectrum Sharing with Machine Learning\n                    <\/h2>\n                \n                                \n                            <\/header>\n\n                            \n\n<p>In this project, we will investigate the use of Machine Learning and Deep Learning for spectrum sharing applications in 5G systems.&nbsp;<\/p>\n\n\n                    <\/div>\n\n                    <div class=\"cu-textmedia-bgimg flex-1 rounded-xl bg-no-repeat bg-cover \" style=\"background-image: url(https:\/\/carleton.ca\/ericsson\/wp-content\/uploads\/sites\/89\/Computers-1-1-768x512.jpg); background-position: 50% 50%; transform: scale(1);\"><\/div>\n            <\/div>\n\n    <\/div>\n<\/section>\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\n\n<header class=\"mb-6 cu-pageheader cu-component-updated md:mb-12\">\n    <h2 id=\"team-leads\" class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative text-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px\">\n        Team leads\n    <\/h2>\n\n    <\/header>\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\/wainer.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                                    Gabriel\n                    Wainer\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                        Professor\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:Gabriel.Wainer@sce.carleton.ca\">\n                                Email\n                                Gabriel\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            1957\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\/gabriel-wainer\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\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\/WeiShiSmall-400x400-1.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                                    Wei\n                    Shi\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                        Associate Professor\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:wei.shi@carleton.ca\">\n                                Email\n                                Wei\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            5060\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\/wei-shi\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\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\/Alaa_Al-Habashna-400x400-1.png\" 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                                    Ala&#8217;a\n                    Al-Habashna\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                        Adjunct Research Professor\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:Alaa.AlHabashna@carleton.ca\">\n                                Email\n                                Ala&#8217;a\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\/alaa-al-habashna\/\" 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<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/carleton.ca\/ericsson\/spectrum-sharing-with-machine-learning\/\">Project Details<\/a><\/div>\n<\/div>\n\n\n    \n<section class=\"w-screen px-6 cu-section cu-section--grey ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl bg-cu-black-50 max-w-screen-2xl mx-auto rounded-xl px-6 py-5 md:px-14 md:py-12 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 60%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h2 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-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 text-cu-black-700 not-prose\">\n                        Midband Channel Propagation Stud\n                    <\/h2>\n                \n                                \n                            <\/header>\n\n                            \n\n<p>This project will combine a theoretically driven approach alongside analysis of field-collected uplink sounding reference signal data (SRS) transmitted by several user terminals (UEs).<\/p>\n\n\n                    <\/div>\n\n                    <div class=\"cu-textmedia-bgimg flex-1 rounded-xl bg-no-repeat bg-cover \" style=\"background-image: url(https:\/\/carleton.ca\/ericsson\/wp-content\/uploads\/sites\/89\/systems-stock-1024x683-1-768x512.jpg); background-position: 50% 50%; transform: scale(1);\"><\/div>\n            <\/div>\n\n    <\/div>\n<\/section>\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\n\n<header class=\"mb-6 cu-pageheader cu-component-updated md:mb-12\">\n    <h2 id=\"team-leads\" class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative text-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px\">\n        Team leads\n    <\/h2>\n\n    <\/header>\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\/Yasser-aspect-ratio-200-200.png\" 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                                    Yasser\n                    Al-Eryani\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                        5G Baseband Developer, Ericsson\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:yasser.al-eryani@ericsson.com\">\n                                Email\n                                Yasser\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\/yasser-al-eryani\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\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                                    Dimple\n                    Thomas\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\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\/Ramy-H.-Gohary_300x300_acf_cropped.v1-400x400-1.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                                    Ramy\n                    Gohary\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:RamyGohary@carleton.ca\">\n                                Email\n                                Ramy\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            5595\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\/ramy-h-gohary\/\" 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<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/carleton.ca\/ericsson\/midband-channel-propagation-study\/\">Project Details<\/a><\/div>\n<\/div>\n\n\n    \n<section class=\"w-screen px-6 cu-section cu-section--grey ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl bg-cu-black-50 max-w-screen-2xl mx-auto rounded-xl px-6 py-5 md:px-14 md:py-12 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                                    <h2 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-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 text-cu-black-700 not-prose\">\n                        Low Latency High Precision DoA and NoS Estimation for Partially Connected and Fully Connected Hybrid OLLS Architectures\n                    <\/h2>\n                \n                                \n                            <\/header>\n\n                            \n\n<p>The project advances the joint estimation of Direction of Arrival and Number of Sources in Hybrid Analog and Digital beamforming, using innovative methods for improved accuracy in wireless applications.<\/p>\n\n\n                    <\/div>\n\n            <\/div>\n\n    <\/div>\n<\/section>\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\n\n<header class=\"mb-6 cu-pageheader cu-component-updated md:mb-12\">\n    <h2 id=\"team-leads\" class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative text-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px\">\n        Team leads\n    <\/h2>\n\n    <\/header>\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                                    Dimple\n                    Thomas\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\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\/Ramy-H.-Gohary_300x300_acf_cropped.v1-400x400-1.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                                    Ramy\n                    Gohary\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:RamyGohary@carleton.ca\">\n                                Email\n                                Ramy\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            5595\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\/ramy-h-gohary\/\" 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<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/carleton.ca\/ericsson\/low-latency-high-precision-doa-and-nos-estimation-for-partially-connected-and-fully-connected-hybrid-olls-architectures\/\">Project Details<\/a><\/div>\n<\/div>\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            <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 60%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h2 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-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 text-cu-black-700 not-prose\">\n                        Co-Op Project: Anomaly Detection\n                    <\/h2>\n                \n                                \n                            <\/header>\n\n                            \n\n<p>The project uses VAE-LSTM learning models for anomaly detection in telecommunication networks, enhancing system understanding and improving root cause analysis in RAN test channels.<\/p>\n\n\n                    <\/div>\n\n                    <div class=\"cu-textmedia-bgimg flex-1 rounded-xl bg-no-repeat bg-cover \" style=\"background-image: url(https:\/\/carleton.ca\/ericsson\/wp-content\/uploads\/sites\/89\/Anomaly-Detection-768x555.jpg); background-position: 50% 50%; transform: scale(1);\"><\/div>\n            <\/div>\n\n    <\/div>\n<\/section>\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\n\n<header class=\"mb-6 cu-pageheader cu-component-updated md:mb-12\">\n    <h2 id=\"team-leads\" class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative text-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px\">\n        Team leads\n    <\/h2>\n\n    <\/header>\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\/photo1_400x400-240x240-1.png\" alt=\"Olga Baysal\" 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                                    Olga\n                    Baysal\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                        Associate Professor\n                    <\/li>\n                \n                                    <li>\n                        <strong class=\"font-semibold break-all text-cu-red-700 hover:underline\">\n                            <a href=\"mailto:olga.baysal@carleton.ca\">\n                                Email\n                                Olga\n                            <\/a>\n                        <\/strong>\n                    <\/li>\n                \n                                    <li>\n                        613-520-2600\n                                                    ext\n                            8668\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\/olga-baysal\/\" class=\"cu-button cu-button--red cu-button--small\">\n                    View Profile\n                <\/a>\n            <\/footer>\n            <\/div>\n\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                                    Dimple\n                    Thomas\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<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/carleton.ca\/ericsson\/co-op-project-anomaly-detection\">Project Details<\/a><\/div>\n<\/div>\n\n\n    \n<section class=\"w-screen px-6 cu-section cu-section--grey ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl bg-cu-black-50 max-w-screen-2xl mx-auto rounded-xl px-6 py-5 md:px-14 md:py-12 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                                    <h2 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-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 text-cu-black-700 not-prose\">\n                        Estimating End-User Throughput Using Service Provider Cell Traces Via Gradient Boosting\n                    <\/h2>\n                \n                                \n                            <\/header>\n\n                            \n\n<p>The thesis explores the use of a Regularized Gradient Boosting model to predict user throughput in 5G networks, by accurately imputing missing values in cell traces collected from service provider resources, thereby enabling efficient resource management.<\/p>\n\n\n                    <\/div>\n\n            <\/div>\n\n    <\/div>\n<\/section>\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\n\n<header class=\"mb-6 cu-pageheader cu-component-updated md:mb-12\">\n    <h2 id=\"team-leads\" class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative text-2xl md:text-3xl lg:text-4xl lg:leading-[3rem] pb-4 after:w-8 after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px\">\n        Team leads\n    <\/h2>\n\n    <\/header>\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                                    Ahmed\n                    El-Roby\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\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                                    Dimple\n                    Thomas\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<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/carleton.ca\/ericsson\/estimating-end-user-throughput-using-service-provider-cell-traces-via-gradient-boosting\/\">Project Details<\/a><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":2,"featured_media":0,"parent":161,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_cu_dining_location_slug":"","footnotes":"","_links_to":"","_links_to_target":""},"cu_page_type":[42],"class_list":["post-910","page","type-page","status-publish","hentry","cu_page_type-general"],"acf":{"cu_post_thumbnail":""},"_links":{"self":[{"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/pages\/910","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=910"}],"version-history":[{"count":4,"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/pages\/910\/revisions"}],"predecessor-version":[{"id":1483,"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/pages\/910\/revisions\/1483"}],"up":[{"embeddable":true,"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/pages\/161"}],"wp:attachment":[{"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/media?parent=910"}],"wp:term":[{"taxonomy":"cu_page_type","embeddable":true,"href":"https:\/\/carleton.ca\/ericsson\/wp-json\/wp\/v2\/cu_page_type?post=910"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}