Title :
Orthogonal array optimization method for multiuser detection in DS-CDMA systems
Author :
Liu, Derong ; Cai, Ying
Author_Institution :
Dept. of Electr. & Comput. Eng., Illinois Univ., Chicago, IL, USA
Abstract :
Due to the high computational cost of the maximum likelihood detector, most existing works have investigated simplified, linearized, and/or sub-optimal solutions that have fewer computational requirements. In our approach, we use the Taguchi method that involves the use of orthogonal arrays in estimating the gradient of the likelihood function. In this work, we choose the likelihood function as the cost function in the Taguchi method. The Taguchi method leads to efficient algorithms that can find a satisfactory solution by maximizing the likelihood function in a small number of iterations. Simulation results show that the Taguchi multiuser detector significantly outperforms the conventional receivers, is insensitive to initial values of parameters, and has performance close to that of MMSE detectors and decorrelating detectors. In addition, our algorithm is suitable for parallel implementations.
Keywords :
Taguchi methods; code division multiple access; design of experiments; maximum likelihood detection; maximum likelihood estimation; mobile radio; multiuser detection; optimisation; radio receivers; spread spectrum communication; DS-CDMA systems; MMSE detector; Taguchi method; Taguchi multiuser detector; computational cost; computational requirements; cost function; decorrelating detectors; experimental design; iterations; likelihood function gradient estimation; maximum likelihood detector; multiuser CDMA wireless systems receivers; multiuser detection; orthogonal array optimization method; orthogonal arrays; parallel implementations; receivers; Computational efficiency; Cost function; Decorrelation; Delay; Detectors; Maximum likelihood detection; Maximum likelihood estimation; Multiaccess communication; Multiuser detection; Optimization methods;
Conference_Titel :
Vehicular Technology Conference, 2004. VTC2004-Fall. 2004 IEEE 60th
Print_ISBN :
0-7803-8521-7
DOI :
10.1109/VETECF.2004.1400365