Title :
Self-organizing maps for rapidly fading nonlinear channel equalization
Author :
Paquier, Williams ; Ibnkahla, Mohamed
Author_Institution :
Nat. Polytech. Inst. of Toulouse, France
Abstract :
Proposes a self-organizing map (SOM) approach to equalize time-varying nonlinear channels. The approach is applied to a satellite mobile communication (S-UMTS) channel composed of time invariant linear filters, a nonlinear memoryless amplifier and a time-varying multipath propagation channel. Multipath fading is represented by a periodic time-varying linear filter. The paper gives several simulation results in order to show the performance and convergence behavior of the SOM. The paper illustrates also the capability of the SOM to track the channel changes
Keywords :
adaptive equalisers; convergence; fading; mobile satellite communication; multipath channels; self-organising feature maps; telecommunication computing; time-varying channels; time-varying filters; S-UMTS channel; convergence behavior; multipath fading; nonlinear memoryless amplifier; periodic time-varying linear filter; rapidly fading nonlinear channel equalization; satellite mobile communication channel; self-organizing maps; time-varying multipath propagation channel; time-varying nonlinear channels; 3G mobile communication; Additive noise; Fading; Neurons; Nonlinear distortion; Nonlinear filters; Quadrature phase shift keying; Satellite broadcasting; Self organizing feature maps; Topology;
Conference_Titel :
Neural Networks Proceedings, 1998. IEEE World Congress on Computational Intelligence. The 1998 IEEE International Joint Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
0-7803-4859-1
DOI :
10.1109/IJCNN.1998.685881