Title :
Iterative EM receiver for space-time coded systems in MIMO frequency-selective fading channels with channel gain and order estimation
Author :
So, Daniel Ka Chun ; Cheng, Roger S.
Author_Institution :
Dept. of Electr. & Electron. Eng., Hong Kong Univ. of Sci. & Technol., China
Abstract :
An iterative receiver for a space-time trellis coded system in frequency-selective fading channel is proposed. It performs channel gain estimation and sequence detection by using the expectation-maximization (EM) algorithm. Channel order estimation is included in the receiver to avoid unnecessary trellis computations by using the conditional model order estimator (CME). In addition, three modifications to the original CME criterion are proposed to improve the estimation accuracy. Simulation results show that the proposed receiver has a slight degradation in frame error rate performance to the known channel maximum likelihood receiver. Moreover, it outperforms the conventional fixed long-tap length EM receiver with a lesser complexity. Furthermore, the proposed modifications to the CME criterion improve the channel order estimation accuracy, thus minimizing unnecessary computations.
Keywords :
MIMO systems; channel estimation; computational complexity; error statistics; fading channels; maximum likelihood detection; radio receivers; space-time codes; trellis codes; MIMO frequency-selective fading channel; channel gain estimation; channel maximum likelihood receiver; conditional model order estimator; conventional fixed long-tap length EM receiver; expectation-maximization algorithm; frame error rate; iterative EM receiver; multiple-input multiple-output; sequence detection; space-time coded system; space-time trellis coded system; Computational modeling; Degradation; Error analysis; Frequency estimation; Frequency-selective fading channels; Iterative algorithms; MIMO; Maximum likelihood detection; Maximum likelihood estimation; Performance gain;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2004.837293