Title :
Channel and frequency offsets estimation in MIMO time-selective channels
Author :
Besson, Olivier ; Stoica, Petre
Author_Institution :
Dept. of Avionics & Syst., ENSICA, Toulouse, France
Abstract :
We address the frequency offsets and channel gains estimation problem for a MIMO time-selective channel using a training sequence. The general case where the frequency offsets are possibly different for each transmit antenna is considered. The Crame´r-Rao bound (CRB) for the problem at hand is derived. Additionally, we present a simple, closed-form expression for the large-sample CRB and show that it depends in a simple way on the channel parameters. Next, the parameters estimation issue is investigated. First, the maximum likelihood estimator (MLE) is derived which entails solving an n-dimensional maximization problem with n being the number of transmit antennas. Then, we show that the likelihood function can be written as the product of n 1D functions if a suitable choice of the training sequence is made. Based on this fact, we suggest two computationally simpler methods. Numerical examples are provided which illustrate the performance of the estimators and compare it with the CRB.
Keywords :
MIMO systems; channel estimation; diversity reception; frequency estimation; maximum likelihood estimation; optimisation; Cramer-Rao bound; MIMO time-selective channels; channel estimation; channel gain estimation; frequency offset estimation; likelihood function; maximization problem; maximum likelihood estimator; parameter estimation; space-time diversity; training sequence; transmit antenna; Aerospace electronics; Closed-form solution; Fading; Frequency estimation; MIMO; Maximum likelihood detection; Maximum likelihood estimation; Parameter estimation; Receiving antennas; Transmitting antennas;
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop Proceedings, 2002
Print_ISBN :
0-7803-7551-3
DOI :
10.1109/SAM.2002.1191015