Title :
A PCA-based Approach to Modeling Location Update and Paging for Location Area Planning
Author :
Sun, Jingbo ; Wang, Yue ; Yuan, Jian ; Shan, Xiuming
Author_Institution :
Dept. of Electron. Eng., Tsinghua Univ., Beijing, China
fDate :
June 30 2011-July 2 2011
Abstract :
In cellular networks, accurate predictions of location update and paging are essential to attain reliable results of location area planning. In this paper, a novel approach using principal component analysis is proposed to model location update and paging, revealing the low intrinsic dimensionality. Compared with existing methods, the proposed approach not only makes predictions adaptively, but also provides higher temporal resolution. These are valuable for dynamically adapting LAs to variation of location update and paging. The analysis is based on original data from a real cellular network.
Keywords :
cellular radio; paging communication; principal component analysis; telecommunication network planning; PCA-based approach; cellular networks; location area planning; location update modelling; paging; principal component analysis; Adaptation models; Constitution; Mathematical model; Mobile communication; Mobile computing; Planning; Principal component analysis; location area planning; mobility management; principal component analysis;
Conference_Titel :
Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS), 2011 Fifth International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-1-61284-733-7
Electronic_ISBN :
978-0-7695-4372-7
DOI :
10.1109/IMIS.2011.48