Doctoral thesis (Dissertations and theses)
Performing and making use of mobility prediction
François, Jean-Marc
2007
 

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Keywords :
mobility prediction; prédiction de mobilité; learning; apprentissage; mobile networks; réseaux mobiles
Abstract :
[en] Mobility prediction is defined as guessing the next access point(s) a mobileterminal will join so as to connect to a (wired or wireless) network. Knowingin advance where a terminal is heading for allows taking proactive measures soas to mitigate the impact of handovers and, hence, improve the network QoS.This thesis analyzes this topic from different points of view. It is divided into three parts.The first part evaluates the feasibility of mobility prediction in a realenvironment. It thus analyzes a mobility trace captured from a real network tomeasure the intrinsic entropy of the nodes motion and to measure the effectiveness of a simple prediction method.The second part investigates how to perform mobility prediction. Firstly,it examines a generic prediction scheme based on a simple machine learningmethod; this scheme is evaluated under various conditions. Secondly, it showshow the pieces of information that are most useful for the prediction algorithmcan be obtained.The third part studies how knowing the probable next access point of a mobileterminal allows one to improve the QoS of the network considered. We dealwith two situations. We first show how the handover blocking rate of a cellular network can be decreased thanks to resource reservation. We then propose a new routing protocol for delay tolerant networks (i.e. an ad hoc network where packets must be delayed in the absence of an end-to-end path)that assumes that the contacts between the nodes can be (imperfectly) predicted.
Disciplines :
Civil engineering
Author, co-author :
François, Jean-Marc ;  Université de Liège - ULiège > SAEE - FSA - Département d'électricité, électronique et informatique
Language :
English
Title :
Performing and making use of mobility prediction
Defense date :
22 May 2007
Institution :
Université de Liège
Degree :
Doctorat en sciences de l'ingénieur
Promotor :
Leduc, Guy
President :
Wolper, Pierre
Jury member :
Niemegeers, Ignas
Blondia, Chris
Wehenkel, Louis
Fdida, Serge
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since 27 March 2024

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