Title :
An efficient detection technique for synchronous CDMA communication systems based on the expectation maximization algorithm
Author :
Borran, Mohammad Jaber ; Nasiri-Kenari, Masoumeh
Author_Institution :
Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX, USA
fDate :
9/1/2000 12:00:00 AM
Abstract :
Maximum likelihood detection of superimposed signals in code-division multiple access (CDMA) communication systems has a computational complexity that is exponential in the number of users, and its implementation is practically prohibitive even for a moderate number of users. Applying the expectation maximization algorithm to this problem, we decompose the multiuser detection problem into a series of single-user problems, and thus present an iterative computationally efficient algorithm for detection of superimposed signals in synchronous direct-sequence CDMA communication systems. The resulting structure includes the well-known multistage detector as one of its special cases. With a proper choice of its parameters, the new detector can achieve the advantages of both the multistage and conventional detector and have good performance for both strong and weak users
Keywords :
code division multiple access; iterative methods; maximum likelihood detection; multiuser channels; optimisation; spread spectrum communication; BPSK; EM algorithm; binary phase-shift keying; code-division multiple access; direct-sequence CDMA communication systems; efficient detection; expectation maximization algorithm; exponential computational complexity; iterative computationally efficient algorithm; maximum likelihood detection; multistage detector; multiuser detection problem; performance; single-user problems; superimposed signals; synchronous DS-CDMA communication systems; Code division multiplexing; Computational complexity; Covariance matrix; Decorrelation; Detectors; Iterative algorithms; Maximum likelihood detection; Multiaccess communication; Multiuser detection; Signal detection;
Journal_Title :
Vehicular Technology, IEEE Transactions on