<p>This paper proposes a novel neuronal circuit and a Pavlov associative memory network based on memristors, which possesses various characteristics such as adjustable conductance and can effectively simulate the synaptic connection strength between neurons in a neural network.<!--Query ID="Q1" Text="Please check and confirm if the author names and initials are correct." Resolved="yes"--> Furthermore, this paper designs a corresponding digital logic circuit for the Pavlovian associative memory task to reproduce the associative memory process observed in Pavlov’s experiments. Experimental results show that the proposed circuit can accurately implement associative memory and weight modulation, and can simulate the Pavlovian associative memory process. Combining memristor-based synaptic circuits and memristor-Complementary Metal Oxide Semiconductor digital logic gates, an associative memory circuit with modularity and simple structure is realized and verified using LTSpice. The proposed circuit realizes the basic learning and forgetting functions of Pavlovian associative circuits, which provides a novel circuit implementation form for further research based on Pavlovian association.<!--Query ID="Q2" Text="Please check and confirm the processed metadata information are correct." Resolved="yes"--></p>

错误:搜索内容不能为空,请输入英文关键词
错误:关键词超出字数限制,请精简
高级检索

Modular memristor circuits for Pavlov associative memory with scalability

  • Xiaoyuan Wang,
  • Zhenyu Ge,
  • Mingyang Wu,
  • Xinrui Zhang,
  • Zhonghai Zhang,
  • Xiaolu Lucia Li,
  • Herbert Ho-Ching Iu,
  • Sung-Mo Kang

摘要

This paper proposes a novel neuronal circuit and a Pavlov associative memory network based on memristors, which possesses various characteristics such as adjustable conductance and can effectively simulate the synaptic connection strength between neurons in a neural network. Furthermore, this paper designs a corresponding digital logic circuit for the Pavlovian associative memory task to reproduce the associative memory process observed in Pavlov’s experiments. Experimental results show that the proposed circuit can accurately implement associative memory and weight modulation, and can simulate the Pavlovian associative memory process. Combining memristor-based synaptic circuits and memristor-Complementary Metal Oxide Semiconductor digital logic gates, an associative memory circuit with modularity and simple structure is realized and verified using LTSpice. The proposed circuit realizes the basic learning and forgetting functions of Pavlovian associative circuits, which provides a novel circuit implementation form for further research based on Pavlovian association.