DocumentCode :
1126712
Title :
Evolving cellular automata for location management in mobile computing networks
Author :
Subrata, Riky ; Zomaya, Albert Y.
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. of Western Australia, Perth, WA, Australia
Volume :
14
Issue :
1
fYear :
2003
fDate :
1/1/2003 12:00:00 AM
Firstpage :
13
Lastpage :
26
Abstract :
Location management is a very important and complex problem in mobile computing. There is a need to develop algorithms that could capture this complexity yet can be easily implemented and used to solve a wide range of location management scenarios. The paper investigates the use of cellular automata (CA) combined with genetic algorithms to create an evolving parallel reporting cells planning algorithm. In the reporting cell location management scheme, some cells in the network are designated as reporting cells; mobile terminals update their positions (location update) upon entering one of these reporting cells. To create such an evolving CA system, cells in the network are mapped to cellular units of the CA and neighborhoods for the CA is selected. GA is then used to discover efficient CA transition rules. The effectiveness of the GA and of the discovered CA rules is shown for a number of test problems.
Keywords :
cellular automata; genetic algorithms; mobile communication; mobile computing; parallel algorithms; CA rules; CA transition rules; cellular units; evolving CA system; evolving cellular automata; evolving parallel reporting cells planning algorithm; genetic algorithms; location management; location update; mobile computing networks; mobile terminals; mobility management; reporting cells; test problems; Cellular networks; Computer network management; Computer networks; Costs; Genetic algorithms; Intelligent networks; Mobile computing; Paging strategies; Quality of service; Testing;
fLanguage :
English
Journal_Title :
Parallel and Distributed Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1045-9219
Type :
jour
DOI :
10.1109/TPDS.2003.1167367
Filename :
1167367
Link To Document :
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