Stability of distributed adaptive algorithms I: Consensus algorithms

Abstract

In recent years a number of novel distributed parameter estimation algorithms have been developed stimulated by applications in cognitive radio, robotics, sensor networks. However the performance analysis of these algorithms has only been developed under white noise assumptions and therefore does not apply to most applications. Here we develop analysis of a consensus based distributed LMS algorithm under some coloured noise assumptions.