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Unified class of inverse filter criteria using two cumulants for blind deconvolution and equalization
Conference paper

Unified class of inverse filter criteria using two cumulants for blind deconvolution and equalization

Chong-Yung Chi and Mei-Chyn Wu
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, Vol.3, pp.1960-1963
1995

Abstract

Cumulant (higher-order statistics) based inverse filter criteria maximizing J <sub>r,m</sub> = |C <sub>m</sub> | <sup>r</sup> /|C <sub>r</sub> | <sup>m</sup> , where m ≠ r and C <sub>m</sub> (C <sub>r</sub> ) denotes the mth-order (rth-order) cumulant of the inverse filter output, have been proposed for blind deconvolution and equalization with only non-Gaussian output measurements of an unknown linear time-invariant (LTI) system. This paper shows that the maximum of J <sub>r,m</sub> , associated with the true inverse filter of the unknown LTI system, exists only for r to be even and m > r, otherwise, J <sub>r,m</sub> is unbounded. The admissible values for (r,m) = (2s, l + s) where l > s ≥ 1 include (2, 3), (2, 4) and (4, 6) proposed by Tugnait, Wiggins, Shalvi and Weinstein in addition to more new ones such as (2, 5), (2, 6) and (4, 5). Some simulation results for the inverse filter criteria J <sub>r,m</sub> with the proposed admissible values of (r,m) are then provided. Finally, we draw some conclusions.

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