Title :
Making distributed rate control using Lyapunov drifts a reality in wireless sensor networks
Author :
Sridharan, Avinash ; Moeller, Scott ; Krishnamachari, Bhaskar
Author_Institution :
Ming Hsieh Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA
Abstract :
We take a top-down approach of formulating the rate control problem, over a collection tree, in a wireless sensor network as a generic convex optimization problem and propose a distributed back pressure algorithm using Lyapunov drift based optimization techniques. Primarily, we show that existing theoretical results in the field of stochastic network optimization can be directly applied to a CSMA based wireless sensor network using our novel receiver capacity model. We back this claim by implementing our algorithm on the Tmote sky class devices. Our experimental evaluation on a 5 node testbed shows that the empirically observed rate allocation on a real sensor network testbed that uses our back pressure algorithm is close to the analytically predicted values, justifying our claims.
Keywords :
Lyapunov methods; carrier sense multiple access; convex programming; distributed algorithms; distributed control; stochastic programming; telecommunication congestion control; trees (mathematics); wireless sensor networks; CSMA; Lyapunov drift based optimization technique; collection tree; convex optimization problem; distributed back pressure algorithm; distributed rate control problem; receiver capacity model; stochastic network optimization; top-down approach; wireless sensor network; Algorithm design and analysis; Communication system control; Distributed control; Multiaccess communication; Pressure control; Protocols; Stability; Stochastic processes; Testing; Wireless sensor networks;
Conference_Titel :
Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks and Workshops, 2008. WiOPT 2008. 6th International Symposium on
Conference_Location :
Berlin
Print_ISBN :
978-963-9799-18-9
Electronic_ISBN :
978-963-9799-18-9
DOI :
10.1109/WIOPT.2008.4586106