DOCTORAL THESIS Radio resource allocation algorithms for multicast OFDM systems Alejandro de la Fuente Iglesias Advisors: Prof. Ana Garc´ıa Armada Dr. Raquel P´erez Leal Department of Signal Theory and Communications November 2017 TESIS DOCTORAL Radio resource allocation algorithms for multicast OFDM systems Autor: Alejandro de la Fuente Iglesias Directora: Prof.a Ana Garc´ıa Armada Directora: Dra. Raquel P´erez Leal Firma del tribunal calificador Presidente: Dr. Atilio Manuel Da Silva Gameiro Vocal: Dra. Mar´ıa de Diego Anto´n Secretario: Dr. V´ıctor Pedro Gil Jim´enez Calificacio´n: Legan´es, 6 de Noviembre de 2017 Preface Imagine there’s no heaven It’s easy if you try No hell below us Above us only sky Imagine all the people Living for today... Imagine there’s no countries It isn’t hard to do Nothing to kill or die for And no religion, too Imagine all the people Living life in peace... You may say I’m a dreamer But I’m not the only one I hope someday you’ll join us And the world will be as one Imagine no possessions I wonder if you can No need for greed or hunger A brotherhood of man Imagine all the people Sharing all the world... i Preface You may say I’m a dreamer But I’m not the only one I hope someday you’ll join us And the world will live as one John Lennon Six years ago, I imagined a change in my life. Of course, I started a way towards my own life. And now here we are in the half-way of a wonderful project. In the half-way of something, as the poet said: ”haciendo camino al andar” Why not? Let’s imagine that the world will live as one ii Acknowledgement No podr´ıa comenzar esta tesis de ninguna otra manera que agradeci´endoles todo a mis padres, su amor y apoyo incondicional que me ha acompan˜ado y me acompan˜a en cada paso y cada reto de mi vida. A Sonia, que apareciste en mi vida hace menos de dos an˜os y te has convertido en mi apoyo, mi c´omplice, mi motivaci´on, ... en mi amor. Alospequen˜os, PabloeIsa, HugoyMario, porquenadaresultatangra- tificante como verles disfrutar, acompan˜arles a crecer y quiz´as, solo quiz´as, ser una buena referencia a quien seguir. A todos los que hab´eis compartido estos an˜os de vuelta a la escuela, estos maravillosos an˜os que me han permitido crecer, reinventarme, cono- ceros, disfrutaros y aprender, sin duda seguir aprendiendo. Los compan˜eros que ya est´abais cuando empec´e como Juanjo (¡qu´e gran maestro!), M´aximo, JavieroCecilia,quehicisteistanf´aciles,agradablesydivertidosmiscomien- zos. Tambi´en a los que han ido apareciendo y hemos compartido aficiones, momentos de diversi´on e incluso alguno de estr´es, como A´lex, Borja, Juan Carlos, Alberto ... Y por supuesto, a muchos que os conoc´ı y disfrut´e fuera del laboratorio (que tambi´en hay vida m´as all´a). A Fer con sus clases de tenis y sus maratones, a Gema con su piscina y sus clases de yoga (¡c´omo os voy a echar de menos!). A Estefa, Ana, H´ector ... porque lo pr´oximo ser´a paracaidismo en Guatemala, Nueva Zelanda o Bagan? MisdosdirectorasdetesisAnayRaquelmehandadolaoportunidadde vivir la experiencia que han significado estos cuatro an˜os de tesis. Gracias por vuestro apoyo y ayuda en el desarrollo de esta investigaci´on. Y sin iii Acknowledgement duda, pormantenersiempreunaactitudpositivayaguantaresosmomentos de frustraci´on que (supongo que no soy el u´nico) surgen a lo largo de una tesis. Un agradecimiento especial tengo que dedicar a Joaqu´ın, por su enorme ayuda y sus consejos en el trabajo que hemos realizado juntos. Espero que pronto se pueda repetir y poder seguir aprendiendo a tu lado. No solo en la UC3M hay personas a las que compartir y agradecer esta tesis. Mi colaboraci´on y estancia en la UIB con Guillem y Felip ha sido verdaderamente especial. Trabajar con vosotros ha sido un placer y un enorme aprendizaje. Os estoy muy agredecido y espero que muy pronto continuemos compartiendo nuevas investigaciones. Furthermore, I have been able to enjoy two great experiences in inter- national research centers. First, I would like to thank people in Eurecom, Navid, Florian, Raymond. I spent a fantastic time there with my Greek- French colleges. After that, I spent three exciting months in London Kings College. I would like to thank Mischa, Oliver and Maria their hospitality and the great experience of researching at Kings and enjoying London. A todos aquellos que est´ais cerca, mi hermana Virgi y Charly, a mis botones coloraos, a mis ex Ericsson y a todos aquellos que injustamente me dejo por el olvido que imponen el tiempo y la distancia, y que sin duda sabr´an que unas can˜as siempre lo acercan todo. The cover and back cover are designed by freepik. ”As we express our gratitude, we must never forget that the highest appreciation is not to utter words, but to live by them.” John F. Kennedy iv Abstract Video services have become highly demanded in mobile networks leading to an unprecedented tra�c growth. It is expected that tra�c from wire- less and mobile devices will account for nearly 70 percent of total IP tra�c by the year 2020, and the video services will account for nearly 75 percent of mobile data tra�c by 2022. Multicast transmission is one of the key enablers towards a more spectral and energy e�cient distribution of multi- media content in current and envisaged mobile networks. It is worth noting that multicast is a mechanism that e�ciently delivers the same content to many users, not only focusing on video broadcasting, but also distributing many other media, such as software updates, weather forecast or breaking news. AlthoughmulticastservicesareavailableinLongTermEvolution(LTE) and LTE-Advanced (LTE-A) networks, new improvements are needed in some areas to handle the demands expected in the near future. Resource allocation techniques for multicast services are one of the main challenging issues, since it is required the development of novel schemes to meet the demands of their evolution towards the next generation. Most multicast techniques adopt rather conservative strategies that select a very robust modulationandcodingscheme(MCS),whosecharacteristicsaredetermined by the propagation conditions experienced by the worst user in the group in order to ensure that all users in a multicast group are able to correctly decode the received data. Obviously, this robustness comes at the prize of a low spectral e�ciency. v
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