Title :
Area-Delay-Power Efficient Fixed-Point LMS Adaptive Filter With Low Adaptation-Delay
Author :
Meher, Pramod Kumar ; Sang Yoon Park
Author_Institution :
Inst. for Infocomm Res., Singapore, Singapore
Abstract :
In this paper, we present an efficient architecture for the implementation of a delayed least mean square adaptive filter. For achieving lower adaptation-delay and area-delay-power efficient implementation, we use a novel partial product generator and propose a strategy for optimized balanced pipelining across the time-consuming combinational blocks of the structure. From synthesis results, we find that the proposed design offers nearly 17% less area-delay product (ADP) and nearly 14% less energy-delay product (EDP) than the best of the existing systolic structures, on average, for filter lengths N=8, 16, and 32. We propose an efficient fixed-point implementation scheme of the proposed architecture, and derive the expression for steady-state error. We show that the steady-state mean squared error obtained from the analytical result matches with the simulation result. Moreover, we have proposed a bit-level pruning of the proposed architecture, which provides nearly 20% saving in ADP and 9% saving in EDP over the proposed structure before pruning without noticeable degradation of steady-state-error performance.
Keywords :
adaptive filters; adders; delay filters; digital filters; least mean squares methods; ADP; EDP; adder; area-delay product; area-delay-power efficient fixed-point LMS adaptive filter; energy-delay product; fixed-point implementation scheme; least mean square adaptive filter; low adaptation-delay; optimized balanced pipelining; partial product generator; steady-state mean squared error; systolic structure; time-consuming combinational block; Adders; Computer architecture; Delay; Latches; Least squares approximation; Logic gates; Pipeline processing; Adaptive filters; circuit optimization; fixed-point arithmetic; least mean square (LMS) algorithms;
Journal_Title :
Very Large Scale Integration (VLSI) Systems, IEEE Transactions on
DOI :
10.1109/TVLSI.2013.2239321