Research on the Hardware RBF Fuzzy Neural based on the FPGA

被引:0
作者
Xu, Bing [1 ]
Guo, Fei [2 ]
机构
[1] GD LONG YUAN Elect CO LTD, Beijing 100039, Peoples R China
[2] Beijing Inst Fash Technol, Sch Informat Engn, Beijing 100029, Peoples R China
来源
PROCEEDINGS OF THE 2015 INTERNATIONAL SYMPOSIUM ON COMPUTERS & INFORMATICS | 2015年 / 13卷
关键词
RBF Fuzzy Neural; FPGA; Excitation Function; Function Approximation;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To meet the real-time requirements of industrial field, the hardware FPGA RBF fuzzy neural network is designed and implemented based on the 250000 door Spartan-3E (XC3S250E) chip of Xilinx First the structure and algorithm of RBF fuzzy neural network is introduced, and then a kind of improved hybrid excitation function approximation algorithm is put forward in order to overcome the difficulties in the hardware design of the neural network, and the hardware co-imitation and timing simulation is done on it. The experimental results demonstrates that, the method has better identification precision and speed, and it is a effective method of hardware implementation of RBF fuzzy neural network, and it lays the foundation for control and image processing based on hardware neural network.
引用
收藏
页码:1268 / 1276
页数:9
相关论文
共 12 条
  • [1] FINITE PRECISION ERROR ANALYSIS OF NEURAL NETWORK HARDWARE IMPLEMENTATIONS
    HOLT, JL
    HWANG, JN
    [J]. IEEE TRANSACTIONS ON COMPUTERS, 1993, 42 (03) : 281 - 290
  • [2] [李昂 Li Ang], 2007, [北京科技大学学报, Journal of University Science and Technology Beijing], V29, P90
  • [3] Lin Haijun, 2011, Chinese Journal of Scientific Instrument, V32, P1675
  • [4] Muthuramalingam A., 2008, INT J INF TECHNOL, V4, P86
  • [5] Song Pan, 2005, SOPC TECHNOLOGY PRAC
  • [6] Evaluation of CORDIC algorithms for FPGA design
    Valls, J
    Kuhlmann, M
    Parhi, KK
    [J]. JOURNAL OF VLSI SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2002, 32 (03): : 207 - 222
  • [7] Wang Shou-jue, 2001, Acta Electronica Sinica, V29, P577
  • [8] Wang Xing, 2012, ELECT DESIGN ENG, V20, P164
  • [9] Xia Xin, 2005, MICROCOMPUTER INFORM, V10, P145
  • [10] Xu Fang, 2014, J JILIN U ENG TECHNO, V4, P1042