Nr. Shanbhag et Kk. Parhi, RELAXED LOOK-AHEAD PIPELINED LMS ADAPTIVE FILTERS AND THEIR APPLICATION TO ADPCM CODER, IEEE transactions on circuits and systems. 2, Analog and digital signal processing, 40(12), 1993, pp. 753-766
The relaxed look-ahead technique is presented as an attractive techniq
ue for pipelining adaptive filters. Unlike conventional look-ahead, th
e relaxed look-ahead does not attempt to maintain the input-output map
ping between the serial and pipelined architectures but preserves the
adaptation characteristics. The use of this technique results in a sma
ll hardware overhead which would not be possible with conventional loo
k-ahead. The relaxed look-ahead is employed to develop fine-grained pi
pelined architectures for least mean-squared (LMS) adaptive filtering.
Convergence analysis results are presented for the pipelined architec
ture. The proposed architecture achieves the desired speed-up with mar
ginal or no degradation in the convergence behavior. Past work in pipe
lined transversal LMS filtering are shown to be special cases of this
architecture. Simulation results verifying the convergence analysis re
sults for the pipelined LMS filter are presented. The pipelined LMS fi
lter is then employed to develop a high-speed adaptive differential pu
lse-code-modulation (ADPCM) codec. The new architecture has a negligib
le hardware overhead which is independent of the number of quantizer l
evels, the predictor order and the pipelining level. Additionally, the
pipelined codec has a much lower output latency than the level of pip
elining. Theoretical analysis indicates that the Output signal-to-nois
e ratio (SNR) is degraded with increase in speed-up. Simulations with
image data indicate that speed-ups of up to 44 can be achieved with le
ss than 1 dB loss in SNR.