Title :
Tensor-based approach to channel estimation in amplify-and-forward MIMO relaying systems
Author :
Vitor Cavalcante, Italo ; de Almeida, Andre L. F. ; Haardt, Martin
Author_Institution :
Dept. of Teleinformatics Eng., Fed. Univ. of Ceara, Fortaleza, Brazil
Abstract :
A novel method is devised to jointly estimate the channel matrices involved in a relay-assisted MIMO communication system. We first propose a trilinear coding structure to be used at the amplify-and-forward (AF) relays for combining the received signals while spreading the combined signals across transmit antennas and time blocks, before retransmission. This structure provides antenna selection at the relays and different amplification schemes with non-diagonal amplification matrices. Then, by exploiting the tensor structure of the end-to-end MIMO links, the channel matrices are iteratively estimated by means of a combined alternating least squares (Comb-ALS-MIMO) algorithm that couples PARAFAC and Tucker2 decompositions for the received signals. The proposed method provides an effective solution to the channel estimation problem due to the efficient use of cooperative diversity and tensor-based signal processing.
Keywords :
MIMO communication; channel estimation; encoding; matrix algebra; relay networks (telecommunication); tensors; transmitting antennas; Comb-ALS-MIMO algorithm; amplification schemes; amplify-and-forward MIMO relaying systems; antenna selection; channel estimation; channel estimation problem; channel matrices; combined alternating least squares; end-to-end MIMO links; nondiagonal amplification matrices; received signals; relay assisted MIMO communication system; tensor based approach; tensor based signal processing; tensor structure; time blocks; transmit antennas; trilinear coding structure; Channel estimation; MIMO; Matrix decomposition; Receiving antennas; Relays; Tensile stress; Transmitting antennas;
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop (SAM), 2014 IEEE 8th
Conference_Location :
A Coruna
DOI :
10.1109/SAM.2014.6882438