Title :
Tensor decompositions with block-Toeplitz structure and applications in signal processing
Author :
Sórensen, Mikael ; De Lathauwer, Lieven
Author_Institution :
ESAT-SCD, Katholieke Univ. Leuven, Leuven, Belgium
Abstract :
Tensor decompositions with Toeplitz or block-Toeplitz structure are common in signal processing. For instance, they show up in blind system identification and deconvolution. We illustrate that by simultaneously taking the tensor nature and the block-Toeplitz structure of the problem into account new uniqueness results and numerical methods for computing a tensor decomposition with block-Toeplitz structure can be obtained.
Keywords :
Toeplitz matrices; deconvolution; matrix decomposition; tensors; blind system identification; block-Toeplitz structure; deconvolution; numerical methods; signal processing; tensor decompositions; Matrix decomposition; Multiaccess communication; Periodic structures; Receiving antennas; Signal to noise ratio; Tensile stress; blind signal separation; blind system identification; block tensor decomposition; block-Toeplitz matrix; tensor;
Conference_Titel :
Signals, Systems and Computers (ASILOMAR), 2011 Conference Record of the Forty Fifth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4673-0321-7
DOI :
10.1109/ACSSC.2011.6190040