Title :
Multiuser demodulators using adaptive polynomial perceptrons in CDMA systems
Author :
Sooyong Choi ; Choi, Taekyu ; Roh, Jaeho ; Ko, Kyunbyoung ; Hong, Daesik
Author_Institution :
Dept. of Electr. & Comput. Eng., Yonsei Univ., Seoul, South Korea
Abstract :
The polynomial perceptron multiuser demodulator (PPMUD) and the bilinear recursive polynomial perceptron multiuser demodulator with decision feedback (BRPMUD) are applied to a digital communication system using spread spectrum. The proposed multiuser demodulators are compared with the conventional receiver, the multilayer perceptron multiuser demodulator (MLPMUD) and the radial basis function multiuser demodulator (RBFMUD) in terms of bit-error rate (BER). In order to obtain a satisfactory BER, the structure of the PPMUD is complex and needs long training periods. On the other hand, the BRPMUD shows good performance and has a much simpler structure than the other multiuser demodulators using neural networks
Keywords :
code division multiple access; demodulation; demodulators; multiuser channels; perceptrons; polynomials; radial basis function networks; spread spectrum communication; CDMA; bilinear recursive polynomial perceptron multiuser demodulator; bit-error rate; decision feedback; digital communication system; multilayer perceptron multiuser demodulator; neural networks; performance evaluation; polynomial perceptron multiuser demodulator; radial basis function multiuser demodulator; receiver; spread spectrum; training; Biological neural networks; Bit error rate; Demodulation; Digital communication; Equalizers; Multiaccess communication; Multilayer perceptrons; Multiple access interference; Multiuser detection; Polynomials;
Conference_Titel :
Neural Networks for Signal Processing X, 2000. Proceedings of the 2000 IEEE Signal Processing Society Workshop
Conference_Location :
Sydney, NSW
Print_ISBN :
0-7803-6278-0
DOI :
10.1109/NNSP.2000.890154