Title :
Mean square convergence analysis of LMS algorithm (adaptive filters)
Author_Institution :
Sch. of Electron. & Electr. Eng., Birmingham Univ., UK
Abstract :
There has been great interest in the convergence properties of the least mean square algorithm. A new approach to the convergence analysis of the least mean square algorithm is used to shed further light on the behaviour of the algorithm and a stricter bound than previously proven is obtained for mu .
Keywords :
adaptive filters; convergence of numerical methods; least squares approximations; signal processing; stochastic processes; algorithm; convergence analysis; least mean square algorithm; mean square convergence analysis;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:19901089