Title :
Blind estimation and equalization of MIMO channels via multidelay whitening
Author :
Tugnait, Jitendra K.
Author_Institution :
Dept. of Electr. & Comput. Eng., Auburn Univ., AL
fDate :
8/1/2001 12:00:00 AM
Abstract :
Blind channel estimation and blind minimum mean square error (MMSE) equalization of multiple-input multiple-output (MIMO) communications channels arising in multiuser systems is considered, using primarily the second-order statistics of the data. The basis of the approach is the design of multiple zero-forcing equalizers that whiten the noise-free data at multiple delays. In the past such an approach has been considered using just one zero-forcing equalizer at zero-delay. Infinite impulse response (IIR) channels are allowed. Moreover, the multichannel transfer function need not be column-reduced. The proposed approach also works when the “subchannel” transfer functions have common zeros so long as the common zeros are minimum-phase zeros. The channel length or model orders need not be known. Using second-order statistics, the sources are recovered up to a unitary mixing matrix, and are further “unmixed” using higher order statistics of the data. Two illustrative simulation examples are provided where the proposed method is compared with its predecessors and an existing method to show its efficacy
Keywords :
MIMO systems; blind equalisers; delays; estimation theory; higher order statistics; least mean squares methods; multi-access systems; multiuser channels; poles and zeros; transient response; white noise; IIR channels; MIMO channels; MMSE equalization; blind channel estimation; blind estimation; blind minimum mean square error equalization; channel length; equalization; higher order statistics; infinite impulse response channels; model orders; multidelay whitening; multiple zero-forcing equalizers; multiple-input multiple-output communications channel; multiuser systems; noise-free data; second-order statistics; subchannel transfer functions; unitary mixing matrix; zeros; Additive noise; Antenna arrays; Blind equalizers; Channel estimation; Communication channels; Higher order statistics; MIMO; Prediction methods; Sampling methods; Transfer functions;
Journal_Title :
Selected Areas in Communications, IEEE Journal on