Antenna Array Beamforming Using Neural Network
This paper considers the problem of Null-Steering beamforming using Neural Network (NN) approach for antenna array system. Two cases are presented. First, unlike the other authors, the estimated Direction Of Arrivals (DOAs) are used for antenna array weights NN-based determination and the imprecise DOAs estimations are taken into account. Second, the blind null-steering beamforming is presented. In this case the antenna array outputs are presented at the input of the NN without DOAs estimation. The results of computer simulations will show much better relative mean error performances of the first NN approach compared to the NNbased blind beamforming.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1059687Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 2068
 Yu Hen Hu, and Jenq-Neng Hwang, "Handbook of Neural Network Signal Processing", CRC Press LLC, Boca Raton Florida, 2001.
 M. M. Gupta, L. Jin, and N. Homma, "Static and Dynamic Neural Networks", A John Wiley & Sons, Inc., Publication, 2003.
 C.G. Christodoulou, and M. Georgiopoulos, "Applications of Neural networks in Electromagnetics", Artech House, Inc., 2001.
 R.O. Schmidt, "Multiple emitter location and signal parameter estimation", IEEE Trans. Antennas propagat., vol.34, pp. 276-280, March 1986.
 A.H. El Zooghby, C.G. Christodoulou, and M. Georgiopoulos, "A neural network-based smart antenna for multiple source tracking", IEEE Trans. Antenna Propagat., vol. 48, no.5, May 2000.
 T.J. Moody and C.J. Darken, "Fast learning in networks of locally tuned processing units", Neural Computat., vol.1, pp. 281-294, 1989.
 M. Sarevska, B. Milovanović, and Z. Stanković, "Alternative signal detection for neural network-based smart antenna", Neurel-04, Belgrade, Sept. 2004.
 Maja Sarevska, Liljana Gavrilovska "Capabilities of neural network - based smart antenna for DOA estimation", Conf. ETAI-05, Ohrid, R.of Macedonia, September 2005.
 Maja Sarevska, Bratislav Milovanovic, and Zoran Stankovic, "Reliability of radial basis function - neural network smart antenna", Conf.WSEAS-05 on Communications, Athens, Greece, July 2005.
 Maja Sarevska, Abdel-Badeeh M. Salem, "Neural network-based nullsteering beam former for smart antenna", Egyptian Computer Science Journal, Vol. 28, No. 1, January 2006.