IEEE Trans Biomed Circuits Syst. 2021 Jun;15(3):606-616. doi: 10.1109/TBCAS.2021.3090786. Epub 2021 Aug 12.
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.
大多数基于忆阻器的神经网络仅考虑记忆或情感的单一模式,而忽略了情感和记忆之间的关系。本文提出了一种基于忆阻器的情感一致记忆神经网络电路,并通过仿真结果进行了验证。所设计的电路由记忆模块、情感模块和关联神经元模块组成。考虑了各种记忆和情感功能。通过电路实现了学习、遗忘、变速和情绪产生等功能。此外,本文基于情感一致记忆实现了大脑的两种重要自我保护措施,即心理疲劳和情绪抑制。最后,本文还考虑了情感和记忆材料的一致性以及情绪对记忆的调节。情感一致记忆的神经网络电路可以为忆阻器的应用提供更多参考。