Litcius/Paper detail

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

Junwei Sun, Yu Zhai, Peng Liu, Yanfeng Wang

2024IEEE Transactions on Neural Networks and Learning Systems88 citationsDOI

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.

Topics & Concepts

PsychologyContent-addressable memoryMemristorBiological neural networkCognitive psychologyArtificial neural networkNeuroscienceComputer scienceArtificial intelligenceElectrical engineeringEngineeringAdvanced Memory and Neural ComputingEEG and Brain-Computer InterfacesNeural dynamics and brain function