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
  • [21] Analog integrated circuit for motion detection with simple-shape recognition based on frog vision system
    Nismo, Kimihiro
    Yonezu, Hiroo
    Furukawa, Yuzo
    OPTICAL REVIEW, 2007, 14 (05) : 271 - 281
  • [22] Analog Integrated Circuit for Motion Detection with Simple-Shape Recognition Based on Frog Vision System
    Kimihiro Nishio
    Hiroo Yonezu
    Yuzo Furukawa
    Optical Review, 2007, 14 : 271 - 281
  • [23] Solution based-spin cast processed organic bistable memory device
    Ramana, Ch. V. V.
    Moodley, M. K.
    Kannan, V.
    Maity, A.
    SOLID-STATE ELECTRONICS, 2013, 81 : 45 - 50
  • [24] A simple flash memory cell model for transient circuit simulation
    Kang, YH
    Hong, S
    IEEE ELECTRON DEVICE LETTERS, 2005, 26 (08) : 563 - 565
  • [25] A novel stochastic resonance model based on bistable stochastic pooling network and its application
    Zhang, Wenyue
    Shi, Peiming
    Li, Mengdi
    Han, Dongying
    CHAOS SOLITONS & FRACTALS, 2021, 145
  • [26] Dynamical analysis and circuit realization of simple memory chaotic system
    Bao, B.-C. (mervinbao@126.com), 1600, Sichuan University (46):
  • [27] Nonvolatile bistable memory device based on polyfluorene with Ag NPs doping materials
    Huang, Jiahe
    Zhang, Hongyan
    Zhao, Xiaofeng
    Bai, Ju
    Hou, Yanjun
    Wang, Shuhong
    Wang, Cheng
    Ma, Dongge
    ORGANIC ELECTRONICS, 2020, 78
  • [28] Compact Reliability Model of Analog RRAM for Computation-in-Memory Device-to-System Codesign and Benchmark
    Liu, Yuyi
    Zhao, Meiran
    Gao, Bin
    Hu, Ruofei
    Zhang, Wenqiang
    Yang, Siyao
    Yao, Peng
    Xu, Feng
    Xi, Yue
    Zhang, Qingtian
    Tang, Jianshi
    Qian, He
    Wu, Huaqiang
    IEEE TRANSACTIONS ON ELECTRON DEVICES, 2021, 68 (06) : 2686 - 2692
  • [29] A current-based simple analog MPPT circuit for PV systems
    Buyukguzel, Bulent
    Aksoy, Murat
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2016, 24 (05) : 3621 - 3637
  • [30] A S-type bistable locally active memristor model and its analog implementation in an oscillator circuit
    Li, Chunlai
    Li, Haodong
    Xie, Wenwu
    Du, Jianrong
    NONLINEAR DYNAMICS, 2021, 106 (01) : 1041 - 1058