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