Title :
Multiuser detections for optical CDMA networks based on expectation-maximization algorithm
Author :
Motahari, Abolfazl S. ; Nasiri-Kenari, Masoumeh
Author_Institution :
Dept. of Electr. Eng., Sharif Univ. of Technol., Tehran, Iran
fDate :
4/1/2004 12:00:00 AM
Abstract :
In this paper, we introduce new unblind and blind multiuser detectors for an optical code-division multiple-access system. The detectors have two soft and hard stages. In the soft stage, a soft estimation of the interference is obtained by solving an unconstrained maximum-likelihood problem via the iterative expectation-maximization (EM) algorithm. Then, the hard stage detects the user information bit by solving a one-dimensional Boolean constrained problem conditioned on knowing the interference. Our results reveal that the proposed detectors have very low complexity, and are robust against changes in parameters. Moreover, the numerical results illustrate that despite of their simplicities, our detectors substantially outperform other well-known suboptimum detectors, such as multistage and decorrelating detectors.
Keywords :
code division multiple access; interference suppression; multiuser detection; optical fibre networks; optimisation; parameter estimation; blind detection; expectation maximization algorithm; interference cancellation; maximum likelihood problem; multiuser detections; optical CDMA network; Expectation-maximization algorithms; Interference constraints; Iterative algorithms; Maximum likelihood detection; Maximum likelihood estimation; Multiaccess communication; Multiuser detection; Optical detectors; Optical fiber networks; Robustness;
Journal_Title :
Communications, IEEE Transactions on
DOI :
10.1109/TCOMM.2003.811410