New gradient-based variable step size LMS algorithms
EURASIP Journal on Advances in Signal Processing
Variable step-size LMS algorithm with a quotient form
Signal Processing
Wireless Personal Communications: An International Journal
Utilising variable vector step-size in normalised LMS algorithm
International Journal of Computer Applications in Technology
Hi-index | 35.68 |
A new variable step-size LMS filter is introduced. The time-varying step-size sequence is adjusted, utilizing the kurtosis of the estimation error, therefore reducing performance degradation due to the existence of strong noise. The convergence properties of the algorithm are analyzed, and an adaptive kurtosis estimator that takes into account noise statistics and optimally adapts itself is also presented. Simulation results confirm the algorithm's improved performance and flexibility