Title :
Joint Channel Estimation and Data Detection for Space-Time Block Coded System via EM Algorithm
Author :
Jing, Xiaorong ; Xu, Zheng ; Zhou, Zhengzhong
Author_Institution :
Sch. of Commun., UEST of China, Chengdu
Abstract :
Detection and decoding of the space-time coded signals over unknown fading channels is a challenging task. In the paper the expectation-maximization (EM) algorithm according to maximum likelihood (ML) criterion is applied to the problem of joint channel estimation and data detection of space-time block coded system over time-selective fading channels. In order to ensure fast converge of the algorithm, the initial of parameters is carefully chosen by combining the pilot symbols matrix assisted estimation and linear interpolation. At the basis of initialization, a series of iterations of the EM algorithm, in which consists of an estimation phase followed by detection/decoding phase, are utilized to realize the joint estimation and detection/decoding scheme. In decoding phase, linear decoding method is used due to the orthogonality of the space-time block code, thus its computation complexity is greatly reduced. Simulation results show that the scheme works with novel performance
Keywords :
block codes; channel coding; channel estimation; expectation-maximisation algorithm; fading channels; maximum likelihood decoding; space-time codes; EM algorithm; channel estimation; data detection; expectation-maximization algorithm; fading channels; linear decoding; linear interpolation; maximum likelihood criterion; pilot symbols matrix; space-time block coded system; time-selective fading channels; Block codes; Channel estimation; Fading; Interpolation; Iterative decoding; Maximum likelihood decoding; Maximum likelihood detection; Maximum likelihood estimation; Phase detection; Phase estimation;
Conference_Titel :
Wireless Communications, Networking and Mobile Computing, 2006. WiCOM 2006.International Conference on
Conference_Location :
Wuhan
Print_ISBN :
1-4244-0517-3
DOI :
10.1109/WiCOM.2006.139