4.7 Article

Memristor-Based Neural Network Circuit of Emotion Congruent Memory With Mental Fatigue and Emotion Inhibition

Journal

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TBCAS.2021.3090786

Keywords

Fatigue; Threshold voltage; Memristors; Psychology; Physiology; Biological neural networks; Voltage measurement; Emotion congruent memory; emotion inhibition; neural networks; mental fatigue; memristor

Funding

  1. National Natural Science Foundation of China [U1804262]
  2. State Key Program of National Natural Science of China [61632002]
  3. Foundation of Young Key Teachers from University of Henan Province [2018GGJS092]
  4. Youth Talent Lifting Project of Henan Province [2018HYTP016]
  5. Henan Province University Science and Technology Innovation Talent Support Plan [20HASTIT027]
  6. Zhongyuan Thousand Talents Program [204200510003]
  7. Program for Innovative Research Team (in Science and Technology) in University of Henan Province [20IRTSTHN017]

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This paper proposes a memristor-based neural network circuit that considers the relationship between emotion and memory, implements various memory and emotion functions, as well as self-protective measures of the brain.
Most memristor-based neural networks only consider a single mode of memory or emotion, but ignore the relationship between emotion and memory. In this paper, a memristor-based neural network circuit of emotion congruent memory is proposed and verified by the simulation results. The designed circuit consists of a memory module, an emotion module and an association neuron module. Varieties of memory and emotion functions are considered. The functions such as learning, forgetting, variable rate and emotion generation are implemented by the circuit. Furthermore, mental fatigue and emotion inhibition which are two important self-protective measures of the brain are realized in this paper on the basis of emotion congruent memory. Finally, the paper also considers the congruence between emotion and memory materials and the regulation of emotion on memory. The neural network circuit of emotion congruent memory can provide more references for the application of memristor.

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