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