Title :
Input-distribution optimization for channels with estimation errors
Author :
Song, S.H. ; Zhang, Q.T.
Author_Institution :
Dept. of Electron. Eng., City Univ. of Hong Kong, Hong Kong, China
fDate :
12/1/2009 12:00:00 AM
Abstract :
Gaussian signals are widely assumed in various design and analysis since the classical work of Shannon. However, the optimality of Gaussian signals is valid only when perfect channel information is available at the receiver. In many practical applications, only a channel estimate is available with certain estimation errors. It is therefore of practical importance to ask what is the optimal input distribution for such a system. The optimization can theoretically be formulated in the framework of variational calculus which, however, is in general mathematically intractable. This letter therefore takes a compromise between the optimality and tractability by confining our optimal search within the popular Pearson´s distribution system. The result is Pearson´s type-VII (PT-7) distribution and its superiority over the Gaussian distribution is confirmed by both theoretical analysis and computer simulations.
Keywords :
Gaussian distribution; fading channels; optimisation; radio receivers; Gaussian distribution; Gaussian signals; Pearson distribution system; Shannon; computer simulations; estimation errors; fading channels; input-distribution optimization; receiver; theoretical analysis; AWGN; Calculus; Channel estimation; Computer simulation; Estimation error; Fading; Gaussian distribution; Mutual information; Signal analysis; Signal design; Mutual information; channel uncertainty; wireless communications;
Journal_Title :
Communications, IEEE Transactions on
DOI :
10.1109/TCOMM.2009.12.080392