Title :
Convergence analysis of blind equalizer in a cosine modulated filter bank-based multicarrier communication system
Author :
Lin, Lekun ; Farhang-Boroujeny, Behrouz
Author_Institution :
Dept. of Electr. & Comput. Eng., Utah Univ., Salt Lake City, UT, USA
Abstract :
A recent development in the literature has proposed a cosine modulated filter bank - based multicarrier modulation technique with blind equalization capability. However, convergence studies of the proposed blind equalizer has been carried out through computer simulations only. In this paper, we present a thorough study of the blind equalizer by analyzing its associated cost function in detail. We show that the blind equalizer cost function is characterized by two global minima and two local minima. The analysis shows that although there is a chance that the blind equalizer converges to near one of the local minima, the stochastic nature of the adaptation algorithm will eventually result in a drift of the algorithm and convergence towards one of the global minimum points.
Keywords :
blind equalisers; channel bank filters; convergence of numerical methods; modulation; blind equalizer; convergence analysis; cosine modulated filter bank; cost function; multicarrier communication system; multicarrier modulation; Algorithm design and analysis; Blind equalizers; Cities and towns; Computer simulation; Convergence; Cost function; Filter bank; Intersymbol interference; OFDM modulation; Terminology;
Conference_Titel :
Signal Processing Advances in Wireless Communications, 2003. SPAWC 2003. 4th IEEE Workshop on
Print_ISBN :
0-7803-7858-X
DOI :
10.1109/SPAWC.2003.1318984