TY - JOUR
T1 - Separation Of Complex Signals With Known Source Distributions In Time-Varying Channels Using Optimum Complex Block Adaptive Ica
AU - Ranganathan, Raghuram
AU - Yang, Thomas T.
AU - Mikhael, Wasfy B.
PY - 2007/12/1
Y1 - 2007/12/1
N2 - This paper presents a novel realization of the Complex Block Adaptive Independent Component Analysis algorithm. The algorithm optimally updates the real and imaginary components of the weight vector independently. The new implementation is employed for the separation of complex signals with known source distributions, a scenario frequently encountered in practice. Under time-varying channel conditions, the performance of the proposed method is compared with the widely known Complex Fast-ICA. Simulation results show that this new technique exhibits superior performance in time varying channel conditions in terms of convergence speed. In addition, the performance of the proposed method is independent of the processing block length and is achieved without any additional cost in computational complexity. © 2007 IEEE.
AB - This paper presents a novel realization of the Complex Block Adaptive Independent Component Analysis algorithm. The algorithm optimally updates the real and imaginary components of the weight vector independently. The new implementation is employed for the separation of complex signals with known source distributions, a scenario frequently encountered in practice. Under time-varying channel conditions, the performance of the proposed method is compared with the widely known Complex Fast-ICA. Simulation results show that this new technique exhibits superior performance in time varying channel conditions in terms of convergence speed. In addition, the performance of the proposed method is independent of the processing block length and is achieved without any additional cost in computational complexity. © 2007 IEEE.
UR - https://stars.library.ucf.edu/scopus2000/6077
U2 - 10.1109/MWSCAS.2007.4488606
DO - 10.1109/MWSCAS.2007.4488606
M3 - Article
SN - 1558-3899
JO - Midwest Symposium on Circuits and Systems
JF - Midwest Symposium on Circuits and Systems
ER -