Title :
A beamforming method in UWB pulse array based on neural network
Author :
Wang, Min ; Yang, Shuyuan ; Wu, Shunjun
Author_Institution :
Dept. of Electr. Eng., Xidian Univ., Xi´´an, China
Abstract :
In this paper, the principles and algorithm of array beamforming based on a realistic ultrawide-band (carrier free) pulse signal model is discussed firstly. Then, a UWB pulse array beamforming method, based on a radial basis function (RBF) neural network, is presented. It can compensate the propagation delays accurately in each channel and form a narrow directivity beam in a desired direction. Compared with the method of employing FIR filters for delay steering in wideband beamforming, the RBF approach has the advantage in achieving arbitrary array response. The simulation results show that the beam formed by RBF has high main gain and very low sidelobe, in addition to rapid and accurate processing due to the high parallelism and mapping ability of the neural network.
Keywords :
array signal processing; beam steering; compensation; radial basis function networks; ultra wideband technology; RBF neural network; UWB pulse array beamforming; arbitrary array response; carrier free pulse signal model; high main beam gain; low sidelobes; narrow directivity beam; propagation delay compensation; radial basis function neural network; ultrawide-band pulse signal model; Array signal processing; Finite impulse response filter; Intelligent networks; Neural networks; Propagation delay; Pulse modulation; Radar signal processing; Sensor arrays; Signal processing; Space technology;
Conference_Titel :
Circuits and Systems, 2005. ISCAS 2005. IEEE International Symposium on
Print_ISBN :
0-7803-8834-8
DOI :
10.1109/ISCAS.2005.1465494