Title :
Realization of the NLMS based transversal adaptive filter using block floating point arithmetic
Author :
Mitra, Abhijit ; Chakraborty, Mrityunjoy
Author_Institution :
Dept. of Electron. & Electr. Commun. Eng., Indian Inst. of Technol., Kharagpur, India
Abstract :
This paper presents a novel scheme to implement the normalized LMS algorithm in block floating point (BFP) format which permits processing of data over a wide dynamic range at a processor cost marginally higher than that of a fixed point processor. Appropriate BFP formats for both the data and the filter coefficients have been adopted and adjustments made in filtering and weight updating processes so as to sustain the adopted formats and to prevent overflow in these two operations jointly. This is achieved by restricting the step size control parameter available in the NLMS algorithm to lie within an upper bound, which is only slightly less than the upper bound for convergence and thus has marginal effect on convergence speed.
Keywords :
adaptive filters; convergence of numerical methods; digital filters; floating point arithmetic; least mean squares methods; NLMS based transversal adaptive filter; block floating point arithmetic; convergence speed; data coefficients; filter coefficients; normalized LMS algorithm; step size control parameter; upper bound for convergence; wide dynamic range; Adaptive filters; Convergence; Digital filters; Dynamic range; Filtering; Floating-point arithmetic; Least squares approximation; Signal processing algorithms; Size control; Upper bound;
Conference_Titel :
Circuits and Systems, 2003. ISCAS '03. Proceedings of the 2003 International Symposium on
Print_ISBN :
0-7803-7761-3
DOI :
10.1109/ISCAS.2003.1205888