Development of a Library for Sound Classification Using Spiking Neural Network

被引：0

作者：

Tomas Molas, Jose ^{[1
,2
]}

Peralta, Ivan ^{[1
]}

Martinez, Cesar ^{[1
,2
]}

Leonardo Rufiner, Hugo ^{[1
,2
,3
]}

机构：

[1] Univ Nacl Entre Rios, Fac Ingn, Lab Cibernet, Oro Verde, Entre Rios, Argentina

[2] Univ Nacl Litoral, Fac Ingn & Cs Hidr, Ctr I D Senales Sistemas & Inteligencia Computac, Santa Fe, Argentina

[3] Consejo Nacl Invest Cient & Tecn, RA-1033 Buenos Aires, DF, Argentina

来源：

VI LATIN AMERICAN CONGRESS ON BIOMEDICAL ENGINEERING (CLAIB 2014) | 2014年 / 49卷

关键词：

automatic speech recognition; artificial neural networks; spiking neural networks;

D O I：

10.1007/978-3-319-13117-7_166

中图分类号：

R318 [生物医学工程];

学科分类号：

0831 ;

摘要：

This article describes the development of a library for Matlab (The MathWorks, Inc.) for sounds recognition based on Spiking Neural Networks. The mathematical model of the integrate and fire type is presented. The main modules of the library are as follows: encoding in "spikes", spiking neural network and finally the training module. To illustrate its use, the library application to the task of phoneme recognition is presented.

引用

页码：651 / 654

页数：4

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