S. Hein, A FAST BLOCK-BASED NONLINEAR DECODING ALGORITHM FOR SIGMA-DELTA MODULATORS, IEEE transactions on signal processing, 43(6), 1995, pp. 1360-1367
Previous work has established that the digital output of a Sigma Delta
modulator as an A/D converter contains more information about the ana
log input than is extracted with conventional linear filtering. Under
reasonable mathematical assumptions, optimal nonlinear decoding of the
digital output can achieve significantly larger signal-to-noise ratio
s than linear filtering. However, the hitherto proposed decoding algor
ithms only demonstrate conceptual feasibility and are impractical from
a computational point of view. In this paper, we present a new block-
based decoding algorithm that, like previous work, employs projections
onto convex sets. The algorithm owes its speed to a change of project
ion norm, an accelerated convergence scheme, and a decimation-like sub
sampling; it is on the order of 10(4)-10(5) times faster than one prev
iously published algorithm for typical parameter values, and about 2-1
0 times slower than linear decoding. The new algorithm is applicable t
o all currently popular Sigma Delta architectures.