Title :
Novel conjugate-gradient based complex adaptive ICA for diversity QPSK receivers in time-varying channel applications
Author :
Mikhael, Wasfy ; Ranganathan, Raghuram ; Yang, Thomas
Author_Institution :
Univ. of Central Florida, Orlando
Abstract :
In this paper, a novel conjugate-gradient based complex independent component analysis algorithm (CBC- ICA) for processing complex signals is presented, which employs independent conjugate-gradient based search directions, rather than the gradient directions, for the real and imaginary components of the weight vector. The proposed technique is used to perform interference suppression for diversity QPSK receivers in time-varying channels. In contrast to the well known Complex FastICA algorithm, the CBC-ICA demonstrates fast convergence in dynamic environments, while maintaining satisfactory symbol error rate (SER) performance. In addition, the performance of the CBC-ICA is preserved for large processing block sizes.
Keywords :
adaptive signal processing; conjugate gradient methods; diversity reception; independent component analysis; quadrature phase shift keying; radio receivers; time-varying channels; conjugate-gradient based complex adaptive ICA algorithm; diversity QPSK receivers; independent component analysis algorithm; symbol error rate; time-varying channel application; Aerodynamics; Convergence; Error analysis; Independent component analysis; Interference suppression; Quadrature phase shift keying; Receivers; Signal processing; Signal processing algorithms; Time-varying channels; Adaptive Independent Component Analysis; Conjugate Gradient; Diversity Receivers; Time-Varying Channels; kurtosis;
Conference_Titel :
Radio and Wireless Symposium, 2008 IEEE
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-4244-1462-8
Electronic_ISBN :
978-1-4244-1463-5
DOI :
10.1109/RWS.2008.4463545