VLSI delta-sigma cellular neural network for analog random vector generation

被引:0
|
作者
Cauwenberghs, G [1 ]
机构
[1] Johns Hopkins Univ, Dept Elect & Comp Engn, Baltimore, MD 21218 USA
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a cellular neural network architecture for parallel analog random vector generation, including experimental results from an analog VLSI prototype with 64 channels. Nearest-neighbor coupling between cells produces parallel channels of uniformly distributed random analog values, with statistics that are truly uncorrelated across channels and over time. The cell for each random channel emulates an integrating nonlinearity essentially implementing a delta-sigma modulator, and measures 100 mu m x 120 mu m in 2 mu m CMOS technology. Applications include analog encryption and secure communications, analog built-in self-test, stochastic neural networks, and simulated annealing optimization and learning.
引用
收藏
页码:B147 / B150
页数:4
相关论文
共 50 条
  • [1] Delta-sigma cellular automata for analog VLSI random vector generation
    Cauwenberghs, G
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 1999, 46 (03) : 240 - 250
  • [2] Delta-sigma cellular automata for analog VLSI random vector generation
    Johns Hopkins Univ, Baltimore, United States
    IEEE Trans Comput Aided Des Integr Circuits Syst, 4 (240-250):
  • [3] VLSI cellular array of coupled delta-sigma modulators for random analog vector generation
    Cauwenberghs, G
    THIRTY-FIRST ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, VOLS 1 AND 2, 1998, : 1151 - 1155
  • [4] Neural network equalization based on delta-sigma modulation
    Liu, Bo
    Ren, Jianxin
    Wu, Xiangyu
    Chen, Shuaidong
    Mao, Yaya
    Zhao, Li
    CHINESE OPTICS LETTERS, 2024, 22 (04)
  • [5] Fault diagnosis for a delta-sigma converter by a neural network
    Jervis, BW
    Holding, JM
    ISCCSP : 2004 FIRST INTERNATIONAL SYMPOSIUM ON CONTROL, COMMUNICATIONS AND SIGNAL PROCESSING, 2004, : 861 - 864
  • [6] Neural network equalization based on delta-sigma modulation
    刘博
    任建新
    吴翔宇
    陈帅东
    毛雅亚
    赵利
    Chinese Optics Letters, 2024, 22 (04) : 14 - 19
  • [7] An analog-to-digital converter using delta-sigma modulator network
    Waho, Takao
    2018 IEEE 48TH INTERNATIONAL SYMPOSIUM ON MULTIPLE-VALUED LOGIC (ISMVL 2018), 2018, : 25 - 30
  • [8] Design and VLSI implementation of an adaptive delta-sigma modulator
    Cauwenberghs, G
    ELEVENTH INTERNATIONAL CONFERENCE ON VLSI DESIGN, PROCEEDINGS, 1997, : 155 - 160
  • [9] Analog Acoustic Feature Extraction and Delta-Sigma Modulation based Neural Network Classification for Voice Activity Detection
    Kavishwar, Mihir
    Kurrey, Prashant
    Zele, Rajesh
    2022 IEEE 19TH INDIA COUNCIL INTERNATIONAL CONFERENCE, INDICON, 2022,
  • [10] A novel delta-sigma modulated space vector modulation scheme using scalar delta-sigma modulators
    Hirota, A
    Nagai, S
    Nakaoka, M
    PESC'03: 2003 IEEE 34TH ANNUAL POWER ELECTRONICS SPECIALISTS CONFERENCE, VOLS 1-4, CONFERENCE PROCEEDINGS, 2003, : 485 - 489