Title :
Soft input soft output Kalman equalizer for MIMO frequency selective fading channels
Author :
Roy, Subhadeep ; Duman, Tolga M.
Author_Institution :
Dept. of Electr. Eng., Arizona State Univ., Tempe, AZ, USA
Abstract :
We consider the Kalman filter for equalization of a multiple-input multiple-output (MIMO), frequency selective, quasi-static fading channel. More specifically, we consider a coded system, where the incoming bit stream is convolutionally encoded, interleaved and then spatially multiplexed across the transmit antennas before being transmitted over a frequency selective channel. At the receiver, we use a Kalman filter as the MIMO equalizer and modify its structure, enabling it to process the a-priori (soft) information provided by the outer decoder, thereby allowing us to perform iterative (turbo) equalization on the received sequence. The proposed equalizer has a comparable performance with the optimal symbol-by-symbol, maximum a-posteriori probability (MAP) equalizer and provides a considerable complexity reduction, especially for systems with a large number of transmit antennas or long ISI spans.
Keywords :
Kalman filters; MIMO systems; computational complexity; convolutional codes; decoding; equalisers; fading channels; interleaved codes; intersymbol interference; iterative methods; space division multiplexing; transmitting antennas; Kalman filter; MAP equalizer; MIMO frequency selective fading channels; complexity reduction; convolutional coding; frequency selective channel; iterative equalization; maximum a-posteriori probability equalizer; multiple-input multiple-output channel; quasi-static fading channel; soft input soft output Kalman equalizer; spatial multiplexing; symbol-by-symbol equalizer; transmit antennas; turbo equalization; Convolutional codes; Equalizers; Fading; Frequency; Intersymbol interference; Iterative decoding; Kalman filters; MIMO; Maximum a posteriori estimation; Transmitting antennas;
Conference_Titel :
Vehicular Technology Conference, 2004. VTC2004-Fall. 2004 IEEE 60th
Print_ISBN :
0-7803-8521-7
DOI :
10.1109/VETECF.2004.1400336