Title :
On 3D harmonic retrieval for wireless channel sounding
Author :
Mokios, Kleanthis N. ; Sidiropoulos, Nicholas D. ; Pesavento, Marius ; Mecklenbräuker, C.F.
Author_Institution :
Dept. of Electron. & Comput. Eng., Tech. Univ. Crete, Chania, Greece
Abstract :
Multidimensional harmonic retrieval (HR) problems often appear in the context of MIMO wireless channel sounding. In particular, for a double-directional parametric MIMO channel model with uniform linear transmit and receive arrays, and a fixed wireless scenario (static - no Doppler), fitting the channel model parameters amounts to a 3D harmonic retrieval problem. For this latter problem, we develop two new algorithms. One is based on conjugate-folding of the 3D data and reduction to an eigenvalue decomposition problem; the other on a 3D version of the rank reduction estimator (RARE) applied to a subspace extracted from a single data snapshot, using 3D conjugate-folding. Both algorithms remain operative close to the best known model identifiability boundary. The two algorithms are compared via pertinent simulations.
Keywords :
MIMO systems; array signal processing; channel estimation; eigenvalues and eigenfunctions; harmonics; matrix decomposition; radio links; telecommunication channels; 3D harmonic retrieval; MIMO wireless channel sounding; RARE; channel estimation; conjugate-folding; eigenvalue decomposition; multidimensional harmonic retrieval; rank reduction estimator; receive arrays; transmit arrays; uniform linear arrays; Acoustical engineering; Data mining; Doppler shift; Eigenvalues and eigenfunctions; Information retrieval; MIMO; Multidimensional systems; Propagation delay; Receiving antennas; Training data;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
Print_ISBN :
0-7803-8484-9
DOI :
10.1109/ICASSP.2004.1326201