Title :
Blind equalization of dispersive fast fading Ricean channels via the EMV algorithm
Author :
Nguyen, Hoang ; Levy, Bernard C.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of California-Davis, Davis, CA, USA
Abstract :
A blind maximum likelihood equalization method is proposed for frequency selective fast fading Ricean channels. This method employs the expectation-maximization Viterbi algorithm (EMVA) developed in for blind channel estimation and signal detection. Since the Viterbi algorithm (VA) is used to execute the E-phase of an expectation-maximization (EM) iteration, it requires that the observed sequence can be modelled as a finite-state hidden Markov process. We develop a hidden Markov model for frequency selective fast fading Ricean channels, so that the observed process can be viewed as the noisy output of a finite state machine (FSM), to which the VA is applicable. The EMVA is then employed to obtain a blind maximum likelihood estimate of the specular part of the channel and, for one special case, of a noise parameter measuring the total power of the additive and multiplicative channel noise components. Simulation results are presented which show that the EMVA achieves an accurate estimate of the channel specular part and has an error rate performance close to that of the maximum likelihood detector based on true parameters for the given FSM model.
Keywords :
Markov processes; Rician channels; blind equalisers; channel estimation; dispersive channels; expectation-maximisation algorithm; finite state machines; optimisation; Markov processes; blind maximum likelihood equalization method; channel noise components; error rate performance; expectation-maximization Viterbi algorithm; finite state machine; frequency selective fast fading Ricean channels; maximum likelihood detector; noise parameter measurement; signal detection; Additive noise; Blind equalizers; Dispersion; Fading; Frequency; Hidden Markov models; Maximum likelihood detection; Maximum likelihood estimation; Signal detection; Viterbi algorithm; Blind equalization; Rayleigh fading channel; Ricean fading channel; Viterbi algorithm (VA); expectation-maximization (EM) algorithm;
Journal_Title :
Vehicular Technology, IEEE Transactions on
DOI :
10.1109/TVT.2005.853475