Title :
Average consensus and gossip algorithms in networks with stochastic asymmetric communications
Author :
Antunes, Duarte ; Silvestre, Daniel ; Silvestre, Carlos
Author_Institution :
Dept. of Mech. Eng., Eindhoven Univ. of Technol., Eindhoven, Netherlands
Abstract :
We consider that a set of distributed agents desire to reach consensus on the average of their initial state values, while communicating with neighboring agents through a shared medium. This communication medium allows only one agent to transmit unidirectionally at a given time, which is true, e.g., in wireless networks. We address scenarios where the choice of agents that transmit and receive messages at each transmission time follows a stochastic characterization, and we model the topology of allowable transmissions with asymmetric graphs. In particular, we consider: (i) randomized gossip algorithms in wireless networks, where each agent becomes active at randomly chosen times, transmitting its data to a single neighbor; (ii) broadcast wireless networks, where each agent transmits to all the other agents, and access to the network occurs with the same probability for every node. We propose a solution in terms of a linear distributed algorithm based on a state augmentation technique, and prove that this solution achieves average consensus in a stochastic sense, for the special cases (i) and (ii). Expressions for absolute time convergence rates at which average consensus is achieved are also given.
Keywords :
broadband networks; convergence; distributed algorithms; graph theory; multi-agent systems; probability; radio networks; randomised algorithms; stochastic processes; telecommunication control; telecommunication network topology; allowable transmissions; asymmetric graphs; average consensus; broadcast wireless networks; communication medium; distributed agents; initial state values; linear distributed algorithm; probability; randomized gossip algorithms; state augmentation technique; stochastic asymmetric communications; stochastic characterization; stochastic sense; time convergence rates; topology; transmission time; Bismuth; Clocks; Convergence; Distributed algorithms; Stochastic processes; Topology; Wireless networks;
Conference_Titel :
Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-61284-800-6
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2011.6161444