DocumentCode
1569295
Title
Fractionally spaced decision feedback multilayer perceptron for adaptive MQAM digital mobile radio reception
Author
Xiang, Zengjun ; Bi, Guangguo
Author_Institution
Dept. of Radio Eng., Southeast Univ., Nanjing, China
fYear
1992
Firstpage
1262
Abstract
The authors describe a fractionally spaced decision feedback multilayer perceptron (FSDFMLP) for adaptive multilevel quadrature amplitude modulation digital mobile radio reception that can overcome the performance degradations due to multipath fading of channels and reject cochannel interference and additive white Gaussian noise simultaneously. The two-ray model is used for the frequency selective fading channel. A fast adaptive learning algorithm called the mixed gradient based fast learning algorithm with variable learning gain and selective updates was used to train the FSDFMLP. The preliminary experimental results obtained are satisfactory, which shows that the FSDFMLP can perform more efficiently than the conventional least mean square based decision feedback filter in the presence of multipath fading of channels with non-Gaussian interferences
Keywords
amplitude modulation; digital radio systems; fading; feedback; feedforward neural nets; interference suppression; mobile radio systems; radio reception; radiofrequency interference; AWGN rejection; FSDFMLP; MQAM; adaptive learning algorithm; adaptive multilevel quadrature amplitude modulation; additive white Gaussian noise; cochannel interference rejection; digital mobile radio reception; fractionally spaced decision feedback multilayer perceptron; frequency selective fading channel; learning gain; mixed gradient algorithm; multipath fading; selective updates; Additive white noise; Degradation; Fading; Feedback; Frequency; Gain; Interchannel interference; Land mobile radio; Multilayer perceptrons; Quadrature amplitude modulation;
fLanguage
English
Publisher
ieee
Conference_Titel
Communications, 1992. ICC '92, Conference record, SUPERCOMM/ICC '92, Discovering a New World of Communications., IEEE International Conference on
Conference_Location
Chicago, IL
Print_ISBN
0-7803-0599-X
Type
conf
DOI
10.1109/ICC.1992.268038
Filename
268038
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