DocumentCode :
786390
Title :
Ad hoc wireless network traffic-self-similarity and forecasting
Author :
Liang, Qilian
Author_Institution :
Hughes Network Syst. Inc, San Diego, CA, USA
Volume :
6
Issue :
7
fYear :
2002
fDate :
7/1/2002 12:00:00 AM
Firstpage :
297
Lastpage :
299
Abstract :
Lots of works have been carried out to discuss the self-similarity of Ethernet and World Wide Web traffic. In this letter, we study the ad hoc wireless network traffic collected in an ad hoc network (AHN) testbed and show that the ad hoc wireless network traffic is self-similar, which validates that AHN traffic is forecastable because self-similar time-series can be forecasted. We apply a fuzzy logic system to ad hoc wireless network traffic forecasting and simulation results show that it performs much better than does an LMS adaptive filter. All these studies are very important for evaluating network capacity and determining the battery power mode based on the forecasted traffic workload.
Keywords :
Internet; fuzzy logic; local area networks; radio networks; telecommunication traffic; AHN traffic; ad hoc wireless network traffic; battery power mode; forecasting; fuzzy logic system; network capacity; network traffic; self-similar time-series; self-similarity; Ad hoc networks; Automatic testing; Ethernet networks; Fuzzy logic; Least squares approximation; Predictive models; Telecommunication traffic; Traffic control; Web sites; Wireless networks;
fLanguage :
English
Journal_Title :
Communications Letters, IEEE
Publisher :
ieee
ISSN :
1089-7798
Type :
jour
DOI :
10.1109/LCOMM.2002.801327
Filename :
1018756
Link To Document :
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