DocumentCode
3015094
Title
A Novel Scheme of Speech Enhancement Based on Quantum Neural Network
Author
Li, Fei ; Xu, Guobiao
Author_Institution
Inst. of Signal Process. & Transm., Nanjing Univ. of Posts & Telecommun., Nanjing, China
fYear
2009
fDate
8-9 Dec. 2009
Firstpage
141
Lastpage
144
Abstract
Quantum neural network (QNN) gives us some advantages unattainable by classical artificial neural network. A model of quantum neuron composed of quantum gates is described. A model of quantum back propagation neural network (QBPNN) based on the quantum neuron and its training algorithm is investigated. A novel approach toward speech enhancement which adopts QBPNN is proposed. For comparison, evaluations were also done for classical NN and other methods. The experiments results show that the scheme of speech enhancement based on QBPNN has better denoising effect and robustness than the traditional methods.
Keywords
backpropagation; neural nets; quantum computing; speech enhancement; QBPNN; classical artificial neural network; quantum back propagation neural network; quantum gates; quantum neuron; speech enhancement; training algorithm; Artificial neural networks; Asia; Computer networks; Electronic mail; Neural networks; Neurons; Quantum computing; Quantum mechanics; Signal processing algorithms; Speech enhancement;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Interaction and Affective Computing, 2009. ASIA '09. International Asia Symposium on
Conference_Location
Wuhan
Print_ISBN
978-0-7695-3910-2
Electronic_ISBN
978-1-4244-5406-8
Type
conf
DOI
10.1109/ASIA.2009.36
Filename
5376023
Link To Document