Stochastic memory device based on a bistable system model with a simple analog circuit

被引:1
|
作者
Muramatsu, Seiya [1 ]
Nishida, Kohei [2 ]
Ando, Kota [3 ]
Asai, Tetsuya [3 ]
机构
[1] Hokkaido Univ, Grad Sch IST, Sapporo, Japan
[2] Hokkaido Univ, Fac Engn, Sapporo, 060, Japan
[3] Hokkaido Univ, Fac IST, Kita 14,Nishi 9,Kita Ku, Sapporo, Hokkaido 0600814, Japan
来源
关键词
analog circuit; stochastic computing; memory; bistable circuit; IMPLEMENTATION;
D O I
10.1587/nolta.15.249
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In recent years, artificial intelligence (AI) has attracted attention for edge AI, which operates in an offline environment without using clouds and focuses on the speed of responsiveness. Devices for this purpose must be power efficient and compact, and various methods have been studied to implement AI in hardware. In this context, an approximate computation method called stochastic computing (SC) can implement multiplication and addition, which are frequently used in AI computations with low resources, and are suitable for parallel processing. However, SC -based AI hardware implementations have problems with the use of conventional memory. To solve this problem, we propose a stochastic memory (SM) model based on a bistable system and simple analog circuit. We evaluate the SM characteristics using SPICE simulations and experiments using actual ICs. This is expected to enable the implementation of a combination of SM and AI hardware using SC from previous studies that are more suitable for edge AI requirements.
引用
收藏
页码:249 / 261
页数:13
相关论文
共 50 条
  • [31] Fault Diagnosis of Analog Circuit Based on Complex Model
    Yang, Chenglin
    Zhang, Xiao
    He, Andong
    Qiu, Long
    2017 32ND YOUTH ACADEMIC ANNUAL CONFERENCE OF CHINESE ASSOCIATION OF AUTOMATION (YAC), 2017, : 949 - 952
  • [32] A S-type bistable locally active memristor model and its analog implementation in an oscillator circuit
    Chunlai Li
    Haodong Li
    Wenwu Xie
    Jianrong Du
    Nonlinear Dynamics, 2021, 106 : 1041 - 1058
  • [33] Design of stochastic-resonator-based detector using bistable system
    Guo, Gencheng
    Mandal, Mrinal
    2010 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATIONS (SPCOM), 2010,
  • [34] Device and System Level Design Considerations for Analog-Non-Volatile-Memory Based Neuromorphic Architectures
    Eryilmaz, S. Burc
    Kuzum, Duygu
    Yu, Shimeng
    Wong, H. -S. Philip
    2015 IEEE INTERNATIONAL ELECTRON DEVICES MEETING (IEDM), 2015,
  • [35] STOCHASTIC SIMULATION OF A BISTABLE CHEMICAL-SYSTEM - THE 2-BOX MODEL
    FRANKOWICZ, M
    GUDOWSKANOWAK, E
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 1982, 116 (1-2) : 331 - 344
  • [36] The influence of potential to stochastic resonance in model system of bistable states chemical reaction
    Zhang, F
    Chen, L
    Li, YN
    Wu, BX
    Cai, ZS
    Zhao, XZ
    CHAOS SOLITONS & FRACTALS, 2003, 15 (04) : 679 - 685
  • [37] Stochastic transitions through unstable limit cycles in a model of bistable thermochemical system
    Kawczynski, Andrzej L.
    Nowakowski, Bogdan
    PHYSICAL CHEMISTRY CHEMICAL PHYSICS, 2008, 10 (02) : 289 - 296
  • [39] Organic bistable memory device based on a novel pyrrolo-pyrrole derivative, PPbAN
    Aneesh, J.
    Shahul, T. A. Hameed
    Faseena, N. M.
    Sharma, G. D.
    Predeep, P.
    OPTOELECTRONICS AND ADVANCED MATERIALS-RAPID COMMUNICATIONS, 2012, 6 (11-12): : 1104 - 1106
  • [40] Low distortion sine wave generator with simple harmonics cancellation circuit and filter for analog device testing
    Katayama, Shogo
    Nakatani, Takayuki
    Iimori, Daisuke
    Takagi, Misaki
    Zhao, Yujie
    Kuwana, Anna
    Sato, Keno
    Ishida, Takashi
    Okamoto, Toshiyuki
    Ichikawa, Tamotsu
    Katoh, Kentaroh
    Hatayama, Kazumi
    Kobayashi, Haruo
    IEICE ELECTRONICS EXPRESS, 2023, 20 (01):