DocumentCode :
540216
Title :
An examination of the application of multi-layer neural networks to audio signal processing
Author :
Hoyt, John D. ; Wechsler, Harry
fYear :
1990
fDate :
17-21 June 1990
Firstpage :
305
Abstract :
A method is described for utilizing a multilayer neural network for audio signal processing. Normal finite and infinite impulse response (FIR and IIR) filters are of little use in separating the signal from noise because the cases considered are those where the noise source has statistical properties similar to the signal. Artificial neural systems (ANSs) offer potential alternatives to signal-processing and pattern-recognition techniques. ANSs were utilized using back propagation in an adaptive filter, and how single-layer and multilayer networks compare for adaptive filtering was explored. The experimental results indicate that the multilayer ANS did provide better performance
Keywords :
computerised signal processing; neural nets; adaptive filter; artificial neural systems; audio signal processing; back propagation; multilayer neural networks; statistical properties;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks, 1990., 1990 IJCNN International Joint Conference on
Conference_Location :
San Diego, CA, USA
Type :
conf
DOI :
10.1109/IJCNN.1990.137586
Filename :
5726546
Link To Document :
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