Title :
A novel multiuser detector using the stochastic Hopfield network with soft decision feedback
Author :
Yonggang, Wang ; Yan, Li ; Zhu, Shuanghe
Abstract :
A novel multiuser detector for CDMA mobile communication system is developed. The novel detector, which is a randomized version of Hopfield neural network with soft decision feedback (SHN/soft), guarantees optimal performance by minimizing the corresponding quadratic form in a stochastic manner. The stochastic Hopfield network is a network, where noise is added to the state variables to reach the global optimum and thus achieve the best detection. The performance of the novel multiuser detector has been tested by extensive simulations in a multipath fading channel, which prove its superiority compared to other traditional methods.
Keywords :
Hopfield neural nets; code division multiple access; feedback; land mobile radio; multipath channels; multiuser detection; stochastic systems; telecommunication computing; CDMA mobile communication system; global optimum; multipath fading channel; multiuser detector; noise; optimal performance; performance; simulations; soft decision feedback; state variables; stochastic Hopfield network; Detectors; Fading; Feedback; Hopfield neural networks; Mobile communication; Multiaccess communication; Neurofeedback; Stochastic processes; Stochastic resonance; Testing;
Conference_Titel :
TENCON '02. Proceedings. 2002 IEEE Region 10 Conference on Computers, Communications, Control and Power Engineering
Print_ISBN :
0-7803-7490-8
DOI :
10.1109/TENCON.2002.1180296