High-Accuracy Gaussian Function Generator for Neural Networks

被引:0
|
作者
Popa, Cosmin Radu [1 ]
机构
[1] Univ Politehn Bucuresti, Fac Elect Telecommun & Informat Technol, Bucharest 061071, Romania
关键词
Gaussian function; VLSI neural networks; analog signal processing; approximation function; current-mode operation; CIRCUIT;
D O I
10.3390/electronics12010024
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A new improved accuracy CMOS Gaussian function generator will be presented. The original sixth-order approximation function that represents the basis for designing the proposed Gaussian circuit allows a large increase in the circuit accuracy and also of the input variable maximal range. The original proposed computational structure has a large dynamic output range of 27 dB, for a variation smaller than 1 dB as compared with the ideal Gaussian function. The circuit is simulated for 0.18 mu m CMOS technology and has a low supply voltage (V-DD = 0.7 V). Its power consumption is smaller than 0.22 mu W, for V-DD = 0.7 V, while the chip area is about 7 mu m(2). The new proposed architecture is re-configurable, the convenient modification of the coefficients allowing to obtain many mathematical functions using the same computational structure.
引用
收藏
页数:9
相关论文
共 50 条
  • [31] Topological Insulator Optoelectronic Synapses for High-Accuracy Binary Image Recognition using Recurrent Neural Networks
    Wan, Zhengfen
    Zhang, Qiwen
    Hu, Fangzhen
    Dong, Yibo
    Li, Runze
    Hu, Liangchen
    Xie, Yiyang
    Yue, Zengji
    Chen, Xi
    Gu, Min
    ADVANCED OPTICAL MATERIALS, 2023, 11 (02)
  • [32] High-Accuracy Neural Network Interatomic Potential for Silicon Nitride
    Xu, Hui
    Li, Zeyuan
    Zhang, Zhaofu
    Liu, Sheng
    Shen, Shengnan
    Guo, Yuzheng
    NANOMATERIALS, 2023, 13 (08)
  • [33] A High-Accuracy Programmable Pulse Generator With a 10-ps Timing Resolution
    Liu, Jen-Chieh
    Huang, Chao-Jen
    Lee, Pei-Ying
    IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2018, 26 (04) : 621 - 629
  • [34] Shallow Networks for High-accuracy Road Object-detection
    Ashraf, Khalid
    Wu, Bichen
    Iandola, Forrest N.
    Moskewicz, Mattthew W.
    Keutzer, Kurt
    VEHITS: PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON VEHICLE TECHNOLOGY AND INTELLIGENT TRANSPORT SYSTEMS, 2017, : 33 - 40
  • [35] A High-Accuracy Nonintrusive Networking Testbed for Wireless Sensor Networks
    Wei Huangfu
    Limin Sun
    Jiangchuan Liu
    EURASIP Journal on Wireless Communications and Networking, 2010
  • [36] High-accuracy autocollimator calibration by interferometric 2D angle generator
    Heikkinen, V.
    Byman, V.
    Shpak, M.
    Geckeler, R.
    Just, A.
    Krause, M.
    Schumann, M.
    Lassila, A.
    ADVANCES IN METROLOGY FOR X-RAY AND EUV OPTICS VIII, 2019, 11109
  • [37] High-Accuracy Programmable Timing Generator with Wide-Range Tuning Capability
    Chu, Ting-Li
    Yu, Sin-Hong
    Hwang, Chorng-Sii
    IEEE INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATIONS SYSTEMS (ISPACS 2012), 2012,
  • [38] High-Accuracy Programmable Timing Generator with Wide-Range Tuning Capability
    Chu, Ting-Li
    Yu, Sin-Hong
    Hwang, Chorng-Sii
    VLSI DESIGN, 2013, 2013
  • [39] High-Accuracy Approximation of Binary-State Dynamics on Networks
    Gleeson, James P.
    PHYSICAL REVIEW LETTERS, 2011, 107 (06)
  • [40] A High-Accuracy Nonintrusive Networking Testbed for Wireless Sensor Networks
    Wei Huangfu
    Sun, Limin
    Liu, Jiangchuan
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2010,