Title :
Blind equalizers based on polynomial criteria
Author :
Rota, Ludwig ; Comon, Pierre
Abstract :
We describe a family of criteria dedicated to blind SISO equalizers. These criteria are based on alphabet polynomial fitting (APF), and remind us of the well-known constant modulus algorithm (CMA) criterion, and encompass the constant power algorithm (CPA) criterion. Algorithms based on several polynomial criteria have been implemented in block form (including CPA and APF), as well as the CMA and the kurtosis maximization (KMA). Block implementations are indeed more efficient for short data records, and allow the direct computation of the optimal step size in a gradient descent, as shown in the paper. Computational complexities of APF, KMA and CMA are eventually compared, as well as their performance for various digitally modulated inputs.
Keywords :
blind equalisers; computational complexity; gradient methods; optimisation; quadrature amplitude modulation; quadrature phase shift keying; APF; CMA; CPA; KMA; QAM; QPSK; alphabet polynomial fitting; blind SISO equalizers; block implementations; computational complexities; constant modulus algorithm; constant power algorithm; digitally modulated inputs; gradient descent; kurtosis maximization; optimal step size; performance; polynomial criteria; quadrature amplitude modulation; quadrature phase shift keying; Additive noise; Baseband; Blind equalizers; Computational complexity; Digital communication; Digital modulation; Filters; MIMO; Polynomials; Signal to noise ratio;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
Print_ISBN :
0-7803-8484-9
DOI :
10.1109/ICASSP.2004.1326858