Title :
Low-complexity adaptive step size constrained constant modulus sg-based algorithms for blind adaptive beamforming
Author :
Wang, Lei ; Cai, Yunlong ; De Lamare, Rodrigo C.
Author_Institution :
Dept. of Electron., Univ. of York, York
fDate :
March 31 2008-April 4 2008
Abstract :
In this paper, two low-complexity adaptive step size algorithms are investigated for blind adaptive beamforming. Both of them are used in a stochastic gradient (SG) algorithm, which employs the constrained constant modulus (CCM) criterion as the design approach. A brief analysis is given for illustrating their properties. Simulations are performed to compare the performances of the novel algorithms with other well-known methods. Results indicate that the proposed algorithms achieve superior performance, better convergence behavior and lower computational complexity in both stationary and non-stationary environments.
Keywords :
array signal processing; computational complexity; gradient methods; stochastic processes; blind adaptive beamforming; computational complexity; low-complexity adaptive step size constrained constant modulus; nonstationary environment; stochastic gradient algorithm; Adaptive arrays; Algorithm design and analysis; Array signal processing; Computational complexity; Computational modeling; Convergence; Cost function; Interference; Resonance light scattering; Stochastic processes; Blind adaptive beamforming techniques; constrained constant modulus (CCM); modified adaptive step size (MASS); time averaging adaptive step size(TAASS);
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4518179