DocumentCode :
3173531
Title :
A rate-distortion framework for information-theoretic mobility management
Author :
Roy, Abhishek ; Misra, Archan ; Das, Sajal K.
Author_Institution :
Dept. of Comput. Sic. Eng., Texas Univ., Arlington, TX, USA
Volume :
7
fYear :
2004
fDate :
20-24 June 2004
Firstpage :
3937
Abstract :
A practical information theoretic framework is developed for studying the optimal tradeoff between location update and paging costs in cellular networks. The framework envisions the quantization of location information into a registration area (RA) level granularity, followed by the use of an entropy-coding technique to decrease the location update rate. The rate distortion theory of the lossy quantization is identified as an appropriate measure for capturing the optimal tradeoff between a mobile´s update rate and its location uncertainty. Based on LZ-78 compression, two different RA-level location update algorithms (RA-LeZi and LeZi-RA) have been developed, both of which asymptotically approach this rate-distortion bound. By allowing for quantization loss in the mobile node´s movement pattern, this framework can reduce the overall update cost below the entropy bound associated with the original loss-less LeZi-update mobility management algorithm. Simulation results demonstrate a sharp decrease (∼ 50%) in the update cost, at the expense of a minor (∼ 25%) increase in the overall location management costs. The key essence of this framework lies in its practical applicability, because today´s wireless networks already track the mobile user at an RA-level granularity.
Keywords :
cellular radio; entropy codes; paging communication; rate distortion theory; telecommunication network management; LZ-78 compression; LeZi-update mobility management algorithm; cellular networks; entropy-coding technique; information-theoretic mobility management; location update algorithms; lossy quantization; paging costs; rate-distortion framework; registration area level granularity; Cost function; Distortion measurement; Entropy; Land mobile radio cellular systems; Loss measurement; Mobile radio mobility management; Quantization; Rate distortion theory; Rate-distortion; Wireless networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications, 2004 IEEE International Conference on
Print_ISBN :
0-7803-8533-0
Type :
conf
DOI :
10.1109/ICC.2004.1313290
Filename :
1313290
Link To Document :
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