Exponential Convergence of RLS Adaptive Algorithms

Abstract

Firstly, it is pointed out that exponential convergence for a certain adaptive algorithm of constant-trace-gain type can be easily proved. Secondly, but as main contribution of this short paper, the general conditions, a tight upper bound and a simple proof of exponential convergence for a generalized recursive least squares algorithm are given.