Title :
Optimum receiver for QAM signals based on EM algorithm over fading channel
Author :
El-Mahdy, Ahmed El-Sayed
Author_Institution :
Egyptian Armed Forces, Egypt
Abstract :
This paper studies an optimum quadrature amplitude modulation (QAM) receiver based on the estimation of the information sequence of the noisy QAM signal received through a fading channel. The developed receiver uses an iterative algorithm based on the expectation-maximization (EM) algorithm instead of using the standard maximum likelihood (ML) procedure. Direct application of the ML procedure to this problem results in a complex and unpractical receiver due to the unavailability of an efficient way to perform the maximization of the likelihood function. The iterative algorithm used in the receiver reduces the complexity and performs the task that has previously been too complex to perform. Simulations are performed to validate the theoretical developments and to measure the performance of the algorithm. The performance of the algorithm is measured in terms of the normalized mean square estimation error
Keywords :
fading channels; iterative methods; mean square error methods; optimisation; quadrature amplitude modulation; radio receivers; EM algorithm; QAM signals; complexity reduction; expectation-maximization algorithm; fading channel; iterative algorithm; normalized mean square estimation error; optimum receiver; quadrature amplitude modulation; Amplitude estimation; Distortion measurement; Fading; Iterative algorithms; Maximum likelihood estimation; Mean square error methods; Noise level; Performance evaluation; Quadrature amplitude modulation; Rayleigh channels;
Conference_Titel :
Radio Science Conference, 2001. NRSC 2001. Proceedings of the Eighteenth National
Conference_Location :
Mansoura
Print_ISBN :
977-5031-68-0
DOI :
10.1109/NRSC.2001.929406