Title :
Problem-aware scheduling of in-network computation over multi-hop wireless networks
Author :
Meshram, Rahul ; Borkar, V.S. ; Manjunath, D.
Author_Institution :
Dept. of Electr. Eng., IIT Bombay, Mumbai, India
Abstract :
We consider in-network distributed implementations of some stochastic approximation type estimation algorithms, subject to transmission constraints in wireless networks. Based on the analysis of asynchronous stochastic approximation schemes, we formulate the problem of optimizing the transmission schedule subject to constraints imposed by wireless transmission, so as to maximize the speed of convergence. We propose one centralized and one distributed scheme for this problem and provide computational support for these.
Keywords :
approximation theory; scheduling; stochastic processes; wireless sensor networks; asynchronous stochastic approximation schemes; in-network computation; multihop wireless networks; problem aware scheduling; stochastic approximation type estimation algorithms; transmission constraints; transmission schedule; Linear programming; Multiaccess communication; Noise; Noise measurement; Optimization; Scheduling; Wireless networks; distributed algorithms; in-network computation; problem aware scheduling; stochastic approximation; wireless sensor networks;
Conference_Titel :
Signal Processing and Communications (SPCOM), 2012 International Conference on
Conference_Location :
Bangalore
Print_ISBN :
978-1-4673-2013-9
DOI :
10.1109/SPCOM.2012.6290215