A sound localization and recognition system using pulsed neural networks on FPGA

被引:3
作者
Iwasa, Kaname [1 ]
Kugler, Mauricio [1 ]
Kuroyanagi, Susumu [1 ]
Iwata, Akira [1 ]
机构
[1] Nagoya Inst Technol, Dept Informat Engn, Showa Ku, Gokiso Cho, Nagoya, Aichi 4668555, Japan
来源
2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6 | 2007年
关键词
D O I
10.1109/IJCNN.2007.4371078
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Pulsed neurons are suitable for processing time series data, like sound signals, and can be easily implemented in hardware. In this paper, we propose an aural information processing system based on the human auditory system using a pulsed neuron model and a correspondent implementation in an FPGA device. Experimental results show that an FPGA based implementation of the proposed system can successfully identify the results faster than a similar software implementation. Noise tolerance experimental results are also presented.
引用
收藏
页码:902 / +
页数:2
相关论文
共 50 条
  • [31] License plate recognition system using hybrid neural networks
    Seetharaman, V
    Nathan, VSL
    Sathyakhala, A
    Sunder, P
    NAFIPS 2004: ANNUAL MEETING OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY, VOLS 1AND 2: FUZZY SETS IN THE HEART OF THE CANADIAN ROCKIES, 2004, : 363 - 366
  • [32] FPGA Implementation of Izhikevich Spiking Neural Networks for Character Recognition
    Rice, Kenneth L.
    Bhuiyan, Mohammad A.
    Taha, Tarek M.
    Vutsinas, Christopher N.
    Smith, Melissa C.
    2009 INTERNATIONAL CONFERENCE ON RECONFIGURABLE COMPUTING AND FPGAS, 2009, : 451 - +
  • [33] Automated facial expression recognition system using neural networks
    Chang, JY
    Chen, JL
    JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2001, 24 (03) : 345 - 356
  • [34] Recognition and classification system of arrhythmia using ensemble of neural networks
    Osowski, S.
    Markiewicz, T.
    Hoai, L. Tran
    MEASUREMENT, 2008, 41 (06) : 610 - 617
  • [35] Automatic facial expression recognition system using neural networks
    Tai, S. C.
    Chung, K. C.
    TENCON 2007 - 2007 IEEE REGION 10 CONFERENCE, VOLS 1-3, 2007, : 1390 - 1393
  • [36] A cellular system for pattern recognition using associative neural networks
    Orovas, C
    Austin, J
    CNNA 98 - 1998 FIFTH IEEE INTERNATIONAL WORKSHOP ON CELLULAR NEURAL NETWORKS AND THEIR APPLICATIONS - PROCEEDINGS, 1998, : 143 - 148
  • [37] Speech Recognition System Based On Phonemes Using Neural Networks
    Maheswari, N. Uma
    Kabilan, A. P.
    Venkatesh, R.
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2009, 9 (07): : 148 - 153
  • [38] License Plate Recognition System Using Artificial Neural Networks
    Turkyilmaz, Ibrahim
    Kacan, Kirami
    ETRI JOURNAL, 2017, 39 (02) : 163 - 172
  • [39] Face recognition system using artificial neural networks approach
    Nazeer, Shahrin Azuan
    Omar, Nazaruddin
    Khalid, Marzuki
    2007 INTERNATIONAL CONFERENCE OF SIGNAL PROCESSING, COMMUNICATIONS AND NETWORKING, VOLS 1 AND 2, 2006, : 420 - +
  • [40] Human Activity Recognition System Using Artificial Neural Networks
    De Almeida, Vinicius Ferreira
    Andreao, Rodrigo Varejao
    XXVII BRAZILIAN CONGRESS ON BIOMEDICAL ENGINEERING, CBEB 2020, 2022, : 1285 - 1292