Title :
Performance of Reduced-Rank Equalization
Author :
Sun, Yakun ; Honig, Michael L.
Author_Institution :
Dept. of Electr. & Comput. Eng., Northwestern Univ., Evanston, IL
Abstract :
We evaluate the performance of reduced-rank equalizers for both single-input single-output (SISO) and multiple-input multiple-output (MIMO) frequency-selective channels. Each equalizer filter is constrained to lie in a Krylov subspace, and can be implemented as a reduced-rank multistage Wiener filter (MSWF). Both reduced-rank linear and decision-feedback equalizers (DFEs) are considered. Our results are asymptotic as the filter length goes to infinity. For SISO channels, the output mean-squared error (MSE) is expressed in terms of the moments of the channel spectrum. For MIMO channels, both successive and parallel interference cancellation are considered. The asymptotic performance in that case requires the computation of moments, which depend on shifted versions of the channel impulse response for different users. Those are also expressed in terms of the MIMO channel frequency response. Numerical results are presented, which show that near full-rank performance can be achieved with relatively low-rank equalizers
Keywords :
MIMO systems; Wiener filters; channel estimation; decision feedback equalisers; frequency response; interference suppression; mean square error methods; transient response; DFE; Krylov subspace; MIMO frequency-selective channel; MSE; MSWF; SISO channel; channel impulse response; channel spectrum; decision-feedback equalizer; frequency response; mean-squared error; multiple-input multiple-output; multistage Wiener filter; parallel interference cancellation; reduced-rank equalization; single-input single-output; successive interference cancellation; Covariance matrix; Decision feedback equalizers; Filtering; Frequency; Interference suppression; Intersymbol interference; MIMO; Signal to noise ratio; Sun; Wiener filter; Asymptotic analysis; decision feedback; equalization; frequency-selective channels; multiple-input multiple output (MIMO) channels; reduced rank;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2006.881717