Title :
Distributed optimization for wireless networks with inter-session network coding
Author :
Ziyu Shao ; Li, Shuo-Yen Robert
Author_Institution :
Inst. of Network Coding, Chinese Univ. of Hong Kong, Hong Kong, China
Abstract :
Network coding has been applied widely in wireless networks. In this paper, we focus on the cross-layer optimization of wireless networks with multiple unicast sessions and network coding. By exploiting broadcast advantage and one hop opportunistic listening, we develop a fully distributed solution including primal-dual flow control, Markov chain based hyperlink scheduling, session-decomposition coding scheme and session scheduling. We further study the convergence property of the distributed solution without time-scale separation assumption. We show the convergence to optimum with some time-dependent step sizes and update intervals. We also show the convergence to the bounded neighborhood of optimum with constant step sizes and constant update intervals. Our numerical evaluations validate the analytical results. We emphasis that though the analysis for both cases is quite involved, the resulting distributed solutions are actually simple to implement.
Keywords :
Markov processes; convergence of numerical methods; network coding; optimisation; radio networks; scheduling; Markov chain based hyperlink scheduling; broadcast advantage; convergence property; cross-layer optimization; distributed optimization; hop opportunistic listening; intersession network coding; multiple unicast sessions; numerical evaluations; primal-dual flow control; session scheduling; session-decomposition coding scheme; time-dependent step sizes; update intervals; wireless networks; Convergence; Encoding; Markov processes; Network coding; Receivers; Unicast; Wireless networks;
Conference_Titel :
Information Theory Proceedings (ISIT), 2013 IEEE International Symposium on
Conference_Location :
Istanbul
DOI :
10.1109/ISIT.2013.6620722