DocumentCode :
72006
Title :
Fundamentals of the Backoff Process in 802.11: Dichotomy of the Aggregation
Author :
Jeong-Woo Cho ; Yuming Jiang
Author_Institution :
Sch. of Inf. & Commun. Technol., KTH R. Inst. of Technol., Stockholm, Sweden
Volume :
61
Issue :
4
fYear :
2015
fDate :
Apr-15
Firstpage :
1687
Lastpage :
1701
Abstract :
This paper discovers fundamental principles of the backoff process that governs the performance of IEEE 802.11. A simplistic principle founded upon regular variation theory is that the backoff time has a truncated Pareto-type tail distribution with an exponent of (log y)/ log m (m is the multiplicative factor and γ is the collision probability). This reveals that the per-node backoff process is heavy-tailed in the strict sense for γ > 1/m2, and paves the way for the following unifying result. The state-of-the-art theory on the superposition of the heavy-tailed processes is applied to establish a dichotomy exhibited by the aggregate backoff process, putting emphasis on the importance of time-scales on which we view the backoff processes. While the aggregation on normal time-scales leads to a Poisson process, it is approximated by a new limiting process possessing long-range dependence (LRD) on coarse time-scales. This dichotomy turns out to be instrumental in formulating short-term fairness, extending existing formulas to arbitrary population, and to elucidate the absence of LRD in practical situations. A refined wavelet analysis is conducted to strengthen this argument.
Keywords :
Pareto distribution; stochastic processes; wavelet transforms; wireless LAN; IEEE 802.11; Pareto-type tail distribution; Poisson process; aggregate backoff process; dichotomy; heavy-tailed process; long-range dependence; refined wavelet analysis; regular variation theory; Aggregates; Analytical models; Delays; IEEE 802.11 Standards; Mathematical model; Sociology; Statistics; 802.11; Point process theory; mean field theory; regular variation theory;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.2015.2404795
Filename :
7045549
Link To Document :
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