Title :
Cumulant-based inverse filter criteria for MIMO blind deconvolution: properties, algorithms, and application to DS/CDMA systems in multipath
Author :
Chi, Chong-Yung ; Chen, Chii-Horng
Author_Institution :
Dept. of Electr. Eng., Tsinghua Univ., Beijing, China
fDate :
7/1/2001 12:00:00 AM
Abstract :
Tugnait (1995) and Chi and Chen proposed multi-input multi-output inverse filter criteria (MIMO-IFC) using higher order statistics for blind deconvolution of MIMO linear time-invariant systems. This paper proposes three properties on the performance of the MIMO linear equalizer associated with MIMO-IFC for any signal-to-noise ratio, including (P1) perfect phase equalization property, (P2) a relation to MIMO minimum mean square error (MIMO-MMSE) equalizer, and (P3) a connection with the one obtained by MIMO super-exponential algorithm (MIMO-SEA) that usually converges fast but does not guarantee convergence for finite data. Based on (P2), a fast algorithm for computing the theoretically optimum MIMO equalizer is proposed. Moreover, based on (P3), a fast MIMO-IFC based algorithm with performance similar to that of the MIMO-SEA and with guaranteed convergence is proposed as well as its application to suppression of multiple access interference and intersymbol interference (ISI) for multiuser asynchronous DS/CDMA systems in multipath. Finally, some simulation results are presented to support the analytic results and the proposed algorithms
Keywords :
MIMO systems; code division multiple access; deconvolution; equalisers; filtering theory; higher order statistics; interference suppression; intersymbol interference; inverse problems; least mean squares methods; multipath channels; multiuser channels; spread spectrum communication; MIMO blind deconvolution; MIMO linear equalizer; MIMO linear time-invariant systems; MIMO minimum mean square error; MIMO super-exponential algorithm; MIMO-IFC; MIMO-MMSE equalizer; MIMO-SEA; convergence; cumulant-based inverse filter criteria; fast MIMO-IFC based algorithm; fast algorithm; higher order statistics; interference suppression; intersymbol interference; multi-input multi-output inverse filter; multipath; multiple access interference; multiuser asynchronous DS/CDMA systems; perfect phase equalization; performance; signal-to-noise ratio; simulation results; Convergence; Deconvolution; Equalizers; Higher order statistics; Intersymbol interference; MIMO; Mean square error methods; Multiple access interference; Nonlinear filters; Signal to noise ratio;
Journal_Title :
Signal Processing, IEEE Transactions on