Title :
A hyperbolic LMS algorithm for CORDIC based realization
Author :
Chakraborty, Mrityunjoy ; Pervin, Suraiya ; Lamba, T.S.
Author_Institution :
Dept. of Electron. & Electr. Commun. Eng., Indian Inst. of Technol., Kharagpur, India
fDate :
6/23/1905 12:00:00 AM
Abstract :
An alternate formulation of the LMS algorithm is presented by expressing the mean square error as a convex function of a set of hyperbolic variables that are monotonically related to the filter tap weights. The proposed algorithm is ideally suited to CORDIC-based realization and possesses very good convergence characteristics as revealed via extensive simulation studies
Keywords :
adaptive filters; convergence of numerical methods; digital arithmetic; hyperbolic equations; least mean squares methods; signal processing; time-varying systems; CORDIC; LMS Algorithm; convergence; convex function; filter tap weights; hyperbolic variables; mean square error; simulation; time varying system; Adaptive filters; Arithmetic; Convergence; Finite impulse response filter; Least squares approximation; Mean square error methods; Numerical stability; Signal processing algorithms; Time varying systems; Transversal filters;
Conference_Titel :
Statistical Signal Processing, 2001. Proceedings of the 11th IEEE Signal Processing Workshop on
Print_ISBN :
0-7803-7011-2
DOI :
10.1109/SSP.2001.955300
