Blind separation of synchronous co-channel digital signals using an antenna array. II. Performance analysis

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.

[1]  Anthony J. Weiss,et al.  Effects of model errors on waveform estimation using the MUSIC algorithm , 1994, IEEE Trans. Signal Process..

[2]  Mats Viberg,et al.  Blind estimation of multiple co-channel digital signals arriving at an antenna array , 1993, Proceedings of 27th Asilomar Conference on Signals, Systems and Computers.

[3]  Atsuyuki Okabe,et al.  Spatial Tessellations: Concepts and Applications of Voronoi Diagrams , 1992, Wiley Series in Probability and Mathematical Statistics.

[4]  Arogyaswami Paulraj,et al.  An analytical constant modulus algorithm , 1996, IEEE Trans. Signal Process..

[5]  A. Paulraj,et al.  Blind estimation of multiple co-channel digital signals using an antenna array , 1994, IEEE Signal Processing Letters.

[6]  Arogyaswami Paulraj,et al.  Blind separation of synchronous co-channel digital signals using an antenna array. I. Algorithms , 1996, IEEE Trans. Signal Process..

[7]  John G. Proakis,et al.  Digital Communications , 1983 .

[8]  Arogyaswami Paulraj,et al.  A constant modulus factorization technique for smart antenna applications in mobile communications , 1994 .

[9]  Hui Liu,et al.  A deterministic approach to blind symbol estimation , 1994, Proceedings of 1994 28th Asilomar Conference on Signals, Systems and Computers.

[10]  S. Talwar,et al.  Blind estimation of multiple digital signals transmitted over FIR channels , 1995, IEEE Signal Processing Letters.

[11]  A. Lee Swindlehurst,et al.  Using least squares to improve blind signal copy performance , 1994, IEEE Signal Processing Letters.