Title :
Novel adaptive signal processing algorithms for multiuser detection
Author :
Levendovszky, J. ; Kovács, L. ; Jeney, G.
Author_Institution :
Dept. of Telecommun., Budapest Univ. of Technol. & Econ., Hungary
Abstract :
The paper is concerned with developing novel multiuser detection algorithms. The main stress is on blind decorrelation of weakly stationary processes which can successfully combat multiuser interference (MUI) and intersymbol interference (ISI). The detector architecture includes an adaptive channel identifier (capable of blind decorrelation), followed by a stochastic Hopfield net which performs the task of multiuser detection. The key contribution to mobile communication lies in two factors: (i) blind decorrelation which can identify the channel even in the case of fading; (ii) the use of the stochastic Hopfield net which can guarantee good performance due to its ability to reach the global minimum of the associated quadratic form. The proposed detector structure is proven to be superior to the RAKE or Viterbi receivers. The results are demonstrated by simulations as well.
Keywords :
3G mobile communication; Hopfield neural nets; adaptive signal processing; blind source separation; channel estimation; code division multiple access; decorrelation; fading channels; interference suppression; intersymbol interference; multiuser detection; stochastic processes; DS-CDMA; ISI; MUI; adaptive channel identifier; adaptive signal processing algorithms; blind decorrelation; channel identification; code division multiple access; fading channel; global minimum; intersymbol interference; mobile communication; multiuser detection; multiuser interference; performance; quadratic form; stochastic Hopfield net; weakly stationary processes; Adaptive signal processing; Decorrelation; Detectors; Fading; Intersymbol interference; Mobile communication; Multiuser detection; Signal processing algorithms; Stochastic processes; Stress;
Conference_Titel :
Video/Image Processing and Multimedia Communications 4th EURASIP-IEEE Region 8 International Symposium on VIPromCom
Print_ISBN :
953-7044-01-7
DOI :
10.1109/VIPROM.2002.1026683