Title :
Minimum joint probability of error based adaptive multiuser detection for multipath DS-CDMA channels
Author :
Dua, Aditya ; Desai, U.B. ; Mallik, Ranjan K.
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol., Mumbai, India
Abstract :
DS-CDMA is a popular multiple access technology for wireless communications. However, its performance is limited by multiple access interference and multipath distortion. Multiuser detection and space time processing are two signal processing techniques employed to improve the performance of DS-CDMA. We propose a blind adaptive space-time multiuser detection algorithm in this paper, based on the criterion of minimum joint probability of error (MJPOE). The optimal filter weights are computed adaptively using a gradient descent approach. The algorithm is blind and offers a BER performance better than the non-adaptive MMSE algorithm, at the cost of higher computational complexity. An approach for reducing the computational overheads of MJPOE using Gram-Schmidt orthogonalization is suggested. The convergence rate of MJPOE is much faster than earlier known adaptive implementations of the MMSE detector, viz. LMS and RLS. Simulation results are presented for asynchronous multipath channels, with multiple antennas employed at the receiver.
Keywords :
adaptive signal processing; antenna arrays; code division multiple access; computational complexity; convergence of numerical methods; error statistics; least mean squares methods; multiuser detection; radio networks; radiofrequency interference; spread spectrum communication; BER; asynchronous multipath channels; bit error rate; blind adaptive space-time multiuser detection algorithm; computational complexity; convergence rate; direct sequence-code division multiple access; gradient descent approach; least mean square; minimum joint probability of error; minimum mean square error; multipath DS-CDMA channels; multiple access interference; multiple antennas; optimal filter; orthogonalization; recursive mean square; wireless communications; Adaptive filters; Adaptive signal processing; Bit error rate; Communications technology; Multiaccess communication; Multiple access interference; Multiuser detection; Signal processing algorithms; Space technology; Wireless communication;
Conference_Titel :
Vehicular Technology Conference, 2003. VTC 2003-Spring. The 57th IEEE Semiannual
Print_ISBN :
0-7803-7757-5
DOI :
10.1109/VETECS.2003.1208819