LMS Algorithm and Its Improved Variants in Adaptive Filtering
This analysis compares the core LMS algorithm with its improved variants including Normalized LMS (NLMS), Variable Step-Size LMS, and Transform-Domain LMS algorithms, examining their key differences and computational characteristics. It further extends the traditional LMS algorithm's applications and provides a comparative analysis with RLS algorithm properties, highlighting performance trade-offs in convergence speed and computational complexity.