Title :
How to implement doubly-stochastic matrices for consensus-based distributed algorithms
Author :
Valcarcel Macua, S. ; Moreno Leon, Carlos ; Romero, Jhoan Samuel ; Silva Pereira, Silvana ; Zazo, Javier ; Pages-Zamora, A. ; Lopez-Valcarce, Roberto ; Zazo, S.
Author_Institution :
Escuela Tec. Super. de Ing. de Telecomun., Univ. Politec. de Madrid, Madrid, Spain
Abstract :
Doubly-stochastic matrices are usually required by consensus-based distributed algorithms. We propose a simple and efficient protocol and present some guidelines for implementing doubly-stochastic combination matrices even in noisy, asynchronous and changing topology scenarios. The proposed ideas are validated with the deployment of a wireless sensor network, in which nodes run a distributed algorithm for robust estimation in the presence of nodes with faulty sensors.
Keywords :
distributed algorithms; matrix algebra; protocols; stochastic processes; telecommunication network topology; wireless sensor networks; asynchronous topology; changing topology; consensus-based distributed algorithms; doubly-stochastic combination matrices; faulty sensors; noisy topology; protocol; wireless sensor network; Distributed algorithms; Estimation; Network topology; Protocols; Robustness; Signal processing algorithms; Topology; Consensus; Contiki OS; distributed algorithms; robust estimation; wireless sensor network;
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop (SAM), 2014 IEEE 8th
Conference_Location :
A Coruna
DOI :
10.1109/SAM.2014.6882409