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
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