Title :
A simple gradient sign algorithm for transmit antenna weight adaptation with feedback
Author :
Banister, Brian C. ; Zeidler, James R.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of California, La Jolla, CA, USA
fDate :
5/1/2003 12:00:00 AM
Abstract :
In this paper, a simple algorithm for adaptation of the complex baseband weights of a transmit antenna array using feedback from the receiver is proposed and analyzed. The system utilizes stochastic gradient adaptation to maximize the power delivered to the receiver for a constrained transmission power, which provides both fading diversity and beam steering gain. Dual perturbed transmission weight vectors are time multiplexed onto the pilot signal, and the receiver generates feedback selecting the perturbed weight vector which delivers greater power. This feedback is used to provide weight adaptation at the transmitter, and this adaptation is shown to be an update by a coarse estimate of the gradient of the delivered power. The performance of the algorithm is analyzed in terms of convergence and tracking of an AR1 fading channel, with simulations confirming the analysis. Bit error rate (BER) simulations in a dynamic fading channel show that the algorithm outperforms previously proposed vector selection feedback, and in slower fading, the algorithm substantially outperforms diversity space time coding.
Keywords :
antenna arrays; antenna theory; array signal processing; cellular radio; error statistics; fading channels; feedback; gradient methods; power control; telecommunication control; transmitting antennas; ARI fading channel; BER; adaptive beamforming; antenna array; beam steering gain; bit error rate; complex baseband weights; constrained transmission power; delivered power; dual perturbed transmission weight vectors; dynamic fading channel; fading diversity; feedback; gradient sign algorithm; perturbed weight vector; stochastic gradient adaptation; transmit antenna array; transmit antenna weight adaptation; Adaptive arrays; Algorithm design and analysis; Antenna feeds; Baseband; Bit error rate; Fading; Feedback; Performance analysis; Receiving antennas; Transmitting antennas;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2002.808104