DocumentCode :
2502795
Title :
Neural network techniques applied to channel equalization in indoor radio environment
Author :
Valdovinos, Antonio ; Casadevall, Fernado ; Valenzuela, José Luis
Author_Institution :
Dept. de Teoria del Senyal i Comunicacions, Univ. Politecnica de Catalunya, Barcelona, Spain
fYear :
1994
fDate :
12-14 Apr 1994
Firstpage :
1139
Abstract :
Indoor communications are affected by multipath propagation that imposes an upper limit on the system data rate and restricts their possible applications. In order to overcome the degrading effect introduced by the channel, conventional equalizers, based in digital filters, have been traditionally used. In this paper a new approach based on neural networks is considered. In particular the behavior of multilayer perceptron (MLP) structures applied to the channel equalization of cellular radio indoor environments for 4-QAM modulation is analyzed. In this case the system performance becomes limited by the co-channel interference rather than by the noise and, again, the equalization techniques based on MLP structures may be an effective tool in order to fight this degradation effect
Keywords :
cellular radio; cochannel interference; feedforward neural nets; indoor radio; land mobile radio; multilayer perceptrons; multipath channels; quadrature amplitude modulation; radiofrequency interference; radiowave propagation; 4-QAM modulation; MLP; MLP structures; cellular radio; channel equalization; co-channel interference; digital filter; equalizers; indoor communications; indoor radio environment; multilayer perceptron; multipath propagation; neural networks; system data rate; system performance; Degradation; Digital filters; Equalizers; Indoor communication; Indoor environments; Land mobile radio cellular systems; Multilayer perceptrons; Neural networks; Quadrature phase shift keying; System performance;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrotechnical Conference, 1994. Proceedings., 7th Mediterranean
Conference_Location :
Antalya
Print_ISBN :
0-7803-1772-6
Type :
conf
DOI :
10.1109/MELCON.1994.380868
Filename :
380868
Link To Document :
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