Publication Type
Conference Proceeding Article
Version
acceptedVersion
Publication Date
6-2004
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.
Discipline
Software Engineering
Research Areas
Software and Cyber-Physical Systems
Publication
ICC 2004: IEEE International Conference on Communications: 20-24 June, Paris
First Page
3937
Last Page
3941
ISBN
9780780385337
Identifier
10.1109/ICC.2004.1313290
Publisher
IEEE
City or Country
Piscataway, NJ
Citation
ROY, Abhishek; MISRA, Archan; and DAS, Sajal K..
A Rate-Distortion Framework for Information-Theoretic Mobility Management. (2004). ICC 2004: IEEE International Conference on Communications: 20-24 June, Paris. 3937-3941.
Available at: https://ink.library.smu.edu.sg/sis_research/694
Copyright Owner and License
Authors
Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-No Derivative Works 4.0 International License.
Additional URL
https://doi.org/10.1109/ICC.2004.1313290