Title :
Avoiding divergence in the constant modulus algorithm
Author :
Miranda, Maria D. ; Silva, Magno T M ; Nascimento, Vítor H.
Author_Institution :
Escola Politec., Sao Paulo Univ., Sao Paulo
fDate :
March 31 2008-April 4 2008
Abstract :
One of the most popular algorithms for blind equalization is the constant modulus algorithm (CMA), due to its simplicity and low computational cost. However, if the step-size is not properly chosen or if the initialization is distant from the optimal solution, CMA can diverge or converge to undesirable local minima. In order to avoid divergence, we propose a dual-mode algorithm, which works as CMA with a time-variant step-size, but rejects non-consistent estimates of the transmitted signal. We present a deterministic analysis of the stability of the new algorithm for scalar filters. In the vector case, the good performance of the new algorithm is confirmed through numerical simulations.
Keywords :
filtering theory; constant modulus algorithm; dual-mode algorithm; scalar filters; time-variant step-size; Adaptive equalizers; Adaptive filters; Algorithm design and analysis; Blind equalizers; Computational efficiency; Cost function; Digital communication; Finite impulse response filter; Numerical simulation; Stability analysis; Adaptive filters; Constant Modulus Algorithm; blind equalization; dual-mode algorithms; stability;
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.2008.4518422