Title :
Blind separation of synchronous co-channel digital signals using an antenna array. II. Performance analysis
Author :
Talwar, Shilpa ; Paulraj, Arogyaswami
Author_Institution :
Stanford Telecom, Sunnyvale, CA, USA
fDate :
3/1/1997 12:00:00 AM
Abstract :
We have recently proposed a blind maximum likelihood approach for demodulating multiple co-channel digital signals received synchronously at an antenna array. This approach exploits the finite alphabet (FA) property of digital signals to simultaneously estimate the array response and symbol sequence for each signal. We have presented two computationally efficient block algorithms for computing the array response and signal estimates: iterative least-squares with projection (ILSP) and iterative least-squares with enumeration (ILSE). In this paper, we study the performance of these algorithms using both analysis and simulation. We derive the probability of error in detecting the signals under the assumption that the array responses are known. We use this probability to estimate the probability of error in the algorithms. Simulation results confirm that the detection error probability yields a good approximation to the performance of the blind algorithms
Keywords :
antenna arrays; array signal processing; cellular radio; computational complexity; digital radio; error statistics; iterative methods; least squares approximations; maximum likelihood detection; mobile antennas; quadrature phase shift keying; synchronisation; antenna array; array response; blind maximum likelihood approach; blind separation; computationally efficient block algorithms; demodulation; detection error probability; finite alphabet property; iterative least-squares with enumeration; iterative least-squares with projection; performance analysis; signal estimates; signal symbol sequence; simulation; synchronous co-channel digital signals; Algorithm design and analysis; Analytical models; Antenna arrays; Computational modeling; Iterative algorithms; Maximum likelihood detection; Maximum likelihood estimation; Performance analysis; Receiving antennas; Signal detection;
Journal_Title :
Signal Processing, IEEE Transactions on