DocumentCode
2886713
Title
Optimal random access for wireless networks in the presence of fading
Author
Hu, Yichuan ; Ribeiro, Alejandro
Author_Institution
Dept. of Electr. & Syst. Eng., Univ. of Pennsylvania, Philadelphia, PA, USA
fYear
2011
fDate
28-30 Sept. 2011
Firstpage
800
Lastpage
807
Abstract
This paper considers distributed algorithms to optimize random access multihop wireless networks in the presence of fading. Since the associated optimization problem is neither convex nor amenable to distributed implementation, a problem approximation is introduced. This approximation is still not convex but it has zero duality gap and can be solved and decomposed into local subproblems in the dual domain. The solution method is through a stochastic subgradient descent algorithm that operates without knowledge of the fading´s probability distribution and leads to an architecture composed of layers and layer interfaces. With limited amount of message passing among terminals and small computational cost, the proposed algorithm converges almost surely in an ergodic sense. Numerical results on a randomly generated network corroborate theoretical results.
Keywords
fading channels; message passing; stochastic processes; associated optimization problem; distributed algorithms; message passing; optimal random access; random access multihop wireless networks; stochastic subgradient descent algorithm; Approximation methods; Fading; Optimization; Physical layer; Spread spectrum communication; Wireless networks; Wireless sensor networks; Wireless networking; cross-layer design; random access;
fLanguage
English
Publisher
ieee
Conference_Titel
Communication, Control, and Computing (Allerton), 2011 49th Annual Allerton Conference on
Conference_Location
Monticello, IL
Print_ISBN
978-1-4577-1817-5
Type
conf
DOI
10.1109/Allerton.2011.6120249
Filename
6120249
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