LMS and RLS algorithms comparative study in system identification

摘要

In this paper the two most basic adaptive algorithms: LMS and RLS are discussed. Which were compared to the search path, RLS algorithm through theoretical analysis shows that the convergence rate is faster than the LMS algorithm. Finally, RLS and LMS algorithms are applied to system identification, the experimental data further illustrate the convergence rate of RLS algorithm is better than LMS algorithm.