DocumentCode :
2302975
Title :
A Next-Move Prediction Algorithm for Implementation of Selective Reservation Concept in Wireless Networks
Author :
Stoyanova, Milena ; Mähönen, Petri
Author_Institution :
RWTH Aachen Univ., Aachen
fYear :
2007
fDate :
3-7 Sept. 2007
Firstpage :
1
Lastpage :
5
Abstract :
The future mobile networks will have to support increasing number of mobile users and provide efficient services that are context sensitive. Because of the limited amount of wireless resources, the better utilization of system resources is required. Lately there has been an increasing interest to develop predictive algorithms for user movements in order to provide better optimization. In this paper we suggest an algorithm for the implementation of the selective reservation concept for handover resources. We propose a next-move prediction scheme using the history of the user´s movement directions and a backpropagation neural network algorithm. We show that for certain types of movement patterns the accuracy of 100% can be achieved. The developed algorithm is light-weight and does not require excessive computing power, and could be into terminals.
Keywords :
backpropagation; mobile computing; mobile radio; neural nets; optimisation; telecommunication computing; backpropagation neural network algorithm; handover resources; mobile networks; mobile users; prediction algorithm; predictive algorithms; selective reservation concept; wireless networks; wireless resources; Backpropagation algorithms; Context-aware services; History; Land mobile radio; Land mobile radio cellular systems; Multi-layer neural network; Neural networks; Prediction algorithms; Predictive models; Wireless networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Personal, Indoor and Mobile Radio Communications, 2007. PIMRC 2007. IEEE 18th International Symposium on
Conference_Location :
Athens
Print_ISBN :
978-1-4244-1144-3
Electronic_ISBN :
978-1-4244-1144-3
Type :
conf
DOI :
10.1109/PIMRC.2007.4394861
Filename :
4394861
Link To Document :
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