Title :
A study of spatial packet loss correlation in 802.11 wireless networks
Author :
Wang, Zhe ; Hassan, Mahbub ; Moors, Tim
Author_Institution :
Sch. of Comput. Sci. & Eng., Univ. of New South Wales, Sydney, NSW, Australia
Abstract :
This paper examines the spatial correlation of packet loss events in IEEE 802.11 wireless networks for broadcast communications. We discuss limitations of previously used metrics to measure spatial loss correlation and show that the entropy correlation coefficient, which is based on the mutual information concept of Information Theory, can overcome these limitations. In our experiments, we find that the packet losses among closely located receivers are highly correlated when signal strength is high, but the correlation decreases with decreasing signal strength. The losses become totally independent once the signal strength falls below a threshold. As a first step to model the relationship between spatial loss correlation and signal strength, we find that the relationship can be approximated as a Gaussian cumulative distribution function.
Keywords :
Gaussian distribution; correlation theory; entropy; radio broadcasting; wireless LAN; Gaussian cumulative distribution function; IEEE 802.11 wireless networks; broadcast communications; entropy correlation coefficient; information theory; receivers; signal strength; spatial packet loss correlation; Correlation; Entropy; IEEE 802.11 Standards; Loss measurement; Propagation losses; Receivers;
Conference_Titel :
Local Computer Networks (LCN), 2010 IEEE 35th Conference on
Conference_Location :
Denver, CO
Print_ISBN :
978-1-4244-8387-7
DOI :
10.1109/LCN.2010.5735774