Spiking Neural Network for Sound localization Using Microphone Array

被引:0
作者
Faraji, Mohammad Mandi [1 ]
Shouraki, Saeed Bagheri [1 ]
Iranmehr, Ensieh [1 ]
机构
[1] Sharif Univ Technol, Dept Elect Engn, Tehran, Iran
来源
2015 23RD IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE) | 2015年
关键词
Sound Source Localization; Spiking Neural Network; Microphone Array; FPGA Implementation;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Sound source localization is very useful in various fields of engineering applications. Due to remarkable ability of humans for sound source localization, this paper describes a simple biological inspired model based on spiking neural network for localizing sound source. In this paper, a simple method using analog and digital combinational circuits is proposed for generating spikes. Because of simplicity of the proposed generating spikes method, in this paper, microphone array is utilized instead of using two microphones in order to increase accuracy. Then, a neural structure based on spiking neural network is proposed which works by means of microphone's signals. This structure is designed in way that can be implemented on Field Programming Gate Array (FPGA) properly. Simulation results show that implementing of this model for different types of microphone array is not only very simple, but also shows high accuracy of localizing sound source.
引用
收藏
页码:1260 / 1265
页数:6
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