DocumentCode :
3175983
Title :
Mobility Analyzer: A Framework for Analysis and Recognition of Mobility Traces in Mobile Ad-Hoc Networks
Author :
Khaledi, M.J. ; Hemmatyar, A.M.A. ; Rabiee, H.R. ; Mousavi, S.M. ; Khaledi, M.H.
Author_Institution :
Dept. of Comput. Eng., Sharif Univ. of Technol., Tehran, Iran
fYear :
2009
fDate :
20-23 Dec. 2009
Firstpage :
1
Lastpage :
5
Abstract :
Mobility is one of the most challenging issues in mobile ad-hoc networks which has a significant impact on performance of network protocols. To cope with this issue, the protocol designers should be able to analyze the movement of mobile nodes in a particular wireless network. In this paper, a new framework called mobility analyzer has been introduced for analysis and recognition of mobility traces. At first, the mobility analyzer acquires some mobility traces collected by GPS or generated with mobility simulators; then it calculates some mobility metrics which represent the movement behavior of the mobile nodes; finally it attempts to classify mobility traces into particular mobility models using a simple supervised learning method. Simulation results show high efficiency of this framework to classify mobility traces into different mobility classes.
Keywords :
ad hoc networks; learning (artificial intelligence); mobile radio; routing protocols; GPS; mobile ad-hoc networks; mobile nodes; mobility analyzer; mobility metrics; mobility simulators; mobility trace analysis; mobility trace recognition; network protocols; supervised learning; wireless network; Ad hoc networks; Analytical models; Computer networks; Global Positioning System; Mobile ad hoc networks; Mobile computing; Performance analysis; Supervised learning; Wireless application protocol; Wireless networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
New Technologies, Mobility and Security (NTMS), 2009 3rd International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-4765-7
Type :
conf
DOI :
10.1109/NTMS.2009.5384797
Filename :
5384797
Link To Document :
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