Frequency-domain implementation of block adaptive filters for ICA-based multichannel blind deconvolution+I3055

Abstract

In this paper, we present frequency-domain implementations of two adaptive multichannel blind deconvolution filters that employ the independent component analysis principle. The proposed implementations achieve considerable computational gains, which is shown by performing detailed analysis on the computational complexity. Particularly, our implementations incorporate a nonholonomic constraint to deal with overdetermined cases. The developed algorithms were successfully applied to the blind separation of real-world speech signals.