Title :
An iterative algorithm for computing a spatial whitening filter
Author :
Venkatesan, Sivarama ; Mailaender, Laurence ; Salz, Jack
Author_Institution :
Bell Labs., Lucent Technol., Holmdel, NJ, USA
Abstract :
On a wireless link with multiple antennas at both transmitter and receiver, the interference at the receiving antenna array can exhibit a strong spatial coloring in the presence of a small number of dominant interferers. In such a situation, a receiver whose detection algorithms are designed for spatially white interference could exhibit degraded performance. We propose an iterative algorithm to compute a spatial whitening filter for a given covariance matrix. Unlike well-known techniques for computing such a whitening filter (e.g., inverting the lower-triangular Cholesky factor of the covariance), the algorithm we propose requires only matrix additions and multiplications and no nontrivial division or square root operations, making it well suited to VLSI implementation. By analyzing the dynamics of the proposed algorithm, we provide simple conditions under which it is guaranteed to converge to a desired solution. We also describe a simple technique to estimate the spatial covariance of the interference at the receiver, using pilot signals from the transmitter. We demonstrate by simulation that the proposed iterative whitening algorithm achieves virtually the same BER-versus-SNR performance as an exact whitening filter, with a small number of iterations.
Keywords :
VLSI; antenna arrays; covariance matrices; error statistics; iterative methods; radio links; radio receivers; radio transmitters; receiving antennas; spatial filters; white noise; BER; VLSI implementation; bit error rate; covariance matrix; iterative algorithm; multiple antennas; receiving antenna array; spatial whitening filter; spatially white interference; very large scale integration; wireless link; Algorithm design and analysis; Antenna arrays; Covariance matrix; Detection algorithms; Filters; Interference; Iterative algorithms; Receiving antennas; Transmitters; Transmitting antennas;
Conference_Titel :
Signal Processing Advances in Wireless Communications, 2004 IEEE 5th Workshop on
Print_ISBN :
0-7803-8337-0
DOI :
10.1109/SPAWC.2004.1439260