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. 2025 Feb;36(2):3618-3630.
doi: 10.1109/TNNLS.2023.3348553. Epub 2025 Feb 6.

Memristor-Based Neural Network Circuit of Associative Memory With Overshadowing and Emotion Congruent Effect

Memristor-Based Neural Network Circuit of Associative Memory With Overshadowing and Emotion Congruent Effect

Junwei Sun et al. IEEE Trans Neural Netw Learn Syst. 2025 Feb.

Abstract

Most memristor-based neural network circuits consider only a single pattern of overshadowing or emotion, but the relationship between overshadowing and emotion is ignored. In this article, a memristor-based neural network circuit of associative memory with overshadowing and emotion congruent effect is designed, and overshadowing under multiple emotions is taken into account. The designed circuit mainly consists of an emotion module, a memory module, an inhibition module, and a feedback module. The generation and recovery of different emotions are realized by the emotion module. The functions of overshadowing under different emotions and recovery from overshadowing are achieved by the inhibition module and the memory module. Finally, the blocking caused by long-term overshadowing is implemented by the feedback module. The proposed circuit can be applied to bionic emotional robots and offers some references for brain-like systems.

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