M. Muneyasu et al., REALIZATION OF 3-D ADAPTIVE SEPARABLE-DENOMINATOR STATE-SPACE FILTERSSUITABLE FOR PARALLEL-PROCESSING, Electronics and communications in Japan. Part 3, Fundamental electronic science, 79(10), 1996, pp. 67-78
This paper introduces the parallel processing into the separable-denom
inator 3-D adaptive state-space filter, and discusses a realization me
thod which is suited to the highspeed processing. The LMS (least-mean-
square) algorithm is used as the adaptive algorithm, and the parallel
processing-oriented structure of the separable-denominator 3-D filter
is used as the filter model. The parallel processing-oriented structur
e of the 3-D adaptive state-space filter is obtained by extending the
adaptive algorithm of the 2-D state-space adaptive filter to the above
3-D structure. The proposed algorithm is evaluated in this paper in t
erms of the time required for the filtering and the coefficient update
, as well as the number of multipliers ladders). Finally, the proposed
adaptive filter is applied to the design of the 3-D state-space digit
al filter, and the effectiveness of the algorithm is demonstrated.