Design of An Analog Circuit-Based Artificial Neural Network

被引：0
|
作者：
Gencer, Fikret Basar [1 ]
Xhafa, Xhesila [1 ]
Inam, Benan Beril [1 ]
Yelten, Mustafa Berke [1 ]
机构：
[1] Istanbul Tech Univ, Elect & Communucat Engn, Istanbul, Turkey
来源：
2019 11TH INTERNATIONAL CONFERENCE ON ELECTRICAL AND ELECTRONICS ENGINEERING (ELECO 2019) | 2019年
关键词：
LOW-POWER;
D O I：
10.23919/eleco47770.2019.8990559
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：
In this paper, a feed-forward artificial neural network with a single hidden layer has been realized using analog circuit blocks designed in 90 nm UMC technology. The network is capable of solving non-linearly separable problems and successfully realizes the XOR gate, which is one of the most basic and common non-linear classification problems. The inputs and the weights of the network are represented by the amplitudes of the transient signals. The weights have been calculated through the back-propagation (BP) algorithm. The analog circuit-based learning implementation yields accurate results with the expected outputs.
引用
收藏
页码：379 / 383
页数：5
相关论文
共 50 条
  • [31] Analog circuit fault diagnosis methods based on RBF neural network
    Li, Yu
    Pan, Zh.
    Special Topics and Reviews in Porous Media, 2019, 78 (13): : 1193 - 1201
  • [32] Nonlinear Analog Circuit Diagnosis Based on Volterra Series and Neural Network
    Yin Shirong
    2010 6TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS NETWORKING AND MOBILE COMPUTING (WICOM), 2010,
  • [33] Fault diagnosis of analog circuit based on wavelet transform and neural network
    Wang, Hui
    ARCHIVES OF ELECTRICAL ENGINEERING, 2020, 69 (01) : 175 - 185
  • [34] Analog Circuit Soft Fault Diagnosis Based on Chaotic Neural Network
    Liu, Meirong
    Zeng, Li
    Zhang, Liwei
    He, Yigang
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON MECHATRONICS, CONTROL AND AUTOMATION ENGINEERING (MCAE), 2016, 58 : 201 - 205
  • [35] A circuit-based gatekeeper for adult neural stem cell proliferation
    Moss, Jonathan
    Toni, Nicolas
    BIOESSAYS, 2013, 35 (01) : 28 - 33
  • [36] An Artificial Neural Network Assisted Optimization System for Analog Design Space Exploration
    Li, Yaping
    Wang, Yong
    Li, Yusong
    Zhou, Ranran
    Lin, Zhaojun
    IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 39 (10) : 2640 - 2653
  • [37] Analog circuit design automation using neural network-based two-level genetic programming
    Wang, Feng
    Li, Yuan-Xiang
    PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2006, : 2087 - +
  • [38] A reconfigurable Ethermet/SONET circuit-based metro network architecture
    Veeraraghavan, M
    Zheng, X
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2004, 22 (08) : 1406 - 1418
  • [39] Design for 3-D Stacked Neural Network Circuit with Cyclic Analog Computing
    Kiyoyama, Koji
    Horio, Yoshihiko
    Fukushima, Takafumi
    Hashimoto, Hiroyuki
    Orima, Takemori
    Koyanagi, Mitsumasa
    2021 IEEE INTERNATIONAL 3D SYSTEMS INTEGRATION CONFERENCE (3DIC), 2021,
  • [40] Design of an Artificial Neural Network Circuit for detecting Atrial Fibrillation in ECG Signals
    Lerch, Renee
    Hosseini, Babak
    Gembaczka, Pierre
    Fink, Gernot A.
    Ludecke, Andre
    Brack, Viktor
    Ercan, Furkan
    Utz, Alexander
    Seidl, Karsten
    2021 IEEE SENSORS, 2021,
12345