Title :
Blind Multipath MIMO Channel Parameter Estimation Using the Parafac Decomposition
Author :
Fernandes, Carlos E R ; Favier, Gérard ; Mota, João C M
Author_Institution :
Dpto de Eng. de Teleinformatica, Univ. Fed. do Ceara, Fortaleza, Brazil
Abstract :
In this paper, we consider the problem of estimating the physical parameters that describe a multipath MIMO communication channel model characterized by specular reflections due to remote scatterers. Using the impulse response channel coefficients, we introduce a channel model based on a 3rd-order tensor structure that admits a Parafac decomposition with rank equal to the number of propagation paths. The alternating least squares (ALS) algorithm is used to estimate the channel spatial and temporal signatures and the multipath parameters are then extracted by means of MUSIC-like subspace algorithms, enabling us to recover the transmit and receive angles as well as the path propagation delays of the MIMO channel, without ambiguities. Computer simulation results are shown to illustrate the performance of the proposed ALS-MUSIC estimation algorithm.
Keywords :
MIMO communication; blind source separation; least squares approximations; multipath channels; parameter estimation; radiowave propagation; tensors; 3rd-order tensor structure; ALS-MUSIC estimation algorithm; MUSIC-like subspace algorithm; Parafac decomposition; alternating least squares; blind multipath MIMO channel; channel model; channel spatial signature; channel temporal signature; impulse response channel coefficient; multipath MIMO communication channel; parameter estimation; path propagation delay; remote scatterer; Communication channels; Computer simulation; Delay estimation; Least squares approximation; MIMO; Parameter estimation; Propagation delay; Reflection; Scattering parameters; Tensile stress;
Conference_Titel :
Communications, 2009. ICC '09. IEEE International Conference on
Conference_Location :
Dresden
Print_ISBN :
978-1-4244-3435-0
Electronic_ISBN :
1938-1883
DOI :
10.1109/ICC.2009.5198793