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
  • [1] SIMPLE MEMORY CIRCUIT FOR ITERATIVE ANALOG COMPUTATION
    TORFASON, LE
    CROSSLEY, FR
    SIMULATION, 1970, 15 (04) : 148 - &
  • [2] Analog Circuit Design of Normalized Bistable Stochastic Resonance Model and Its Application in Weak Signal Processing
    Liu, Jin
    Li, Zan
    Miao, Qiguang
    Yang, Li
    Qi, Peihan
    Wang, Danyang
    2024 INTERNATIONAL CONFERENCE ON NETWORKING AND NETWORK APPLICATIONS, NANA 2024, 2024, : 15 - 20
  • [3] A Method of ADC Circuit Noise Optimization based on A Stochastic Resonance Bistable System
    Zhang Ying
    Sun Bo
    Guo Chunbing
    2023 24TH INTERNATIONAL CONFERENCE ON ELECTRONIC PACKAGING TECHNOLOGY, ICEPT, 2023,
  • [4] An analog circuit experiment on vibrational resonance of an underdamped bistable system
    Liu, Jiangling
    Jiang, Jiahao
    Ge, Maomao
    Li, Yuanyuan
    Du, Luchun
    JOURNAL OF ENGINEERING-JOE, 2022, 2022 (08): : 857 - 861
  • [5] A 2-DEVICE BISTABLE MEMORY CIRCUIT WITHOUT FEEDBACK LOOP
    CILINGIROGLU, U
    IEEE JOURNAL OF SOLID-STATE CIRCUITS, 1982, 17 (03) : 593 - 596
  • [6] Bistable Memory Device Based on DNA Biopolymer Nanocomposite
    Lin, Yi-Tzu
    Lin, Ting-Yu
    Hung, Yu-Chueh
    ORGANIC PHOTONICS VI, 2014, 9137
  • [7] Spatiotemporal stochastic effects in a model of bistable chemical system
    Nowakowski, B
    Kawczynski, AL
    ACTA PHYSICA POLONICA B, 1997, 28 (09): : 2057 - 2075
  • [8] Simple electronic circuit model for doubly stochastic resonance
    Zaikin, AA
    Murali, K
    Kurths, J
    PHYSICAL REVIEW E, 2001, 63 (02):
  • [9] Simple electronic circuit model for doubly stochastic resonance
    Zaikin, A.A.
    Murali, K.
    Kurths, J.
    2001, American Inst of Physics, Woodbury, NY, United States (63):
  • [10] An improved GaAs device model for the simulation of analog integrated circuit
    Matsunaga, N
    Yamamoto, M
    Hatta, Y
    Masuda, H
    IEEE TRANSACTIONS ON ELECTRON DEVICES, 2003, 50 (05) : 1194 - 1199