{"title":"Memristive circuit of emotion with negative feedback based on three primary color model","authors":"Juntao Han , Gang Liu , Zhang Zhang","doi":"10.1016/j.neunet.2025.107385","DOIUrl":null,"url":null,"abstract":"<div><div>Many memristive circuits tend to oversimplify the process of emotion generation as a linear event, disregarding crucial factors such as negative feedback and other regulatory mechanisms. In this paper, a memristive circuit of emotion with negative feedback based on three primary color model is proposed to solve the above problems. The designed circuit is composed of perception modules, synapse modules, central nervous system modules and overt behavior module. It realizes emotion generation, emotion evolution and long-term memory functions based on the neural network circuit with behavioral homeostatic negative feedback function. Meanwhile, the three primary color model of basic emotions is discussed and realized. Any two basic emotions can be mixed to produce a higher order emotion. The memristive circuit, based on the three primary color model as a theoretical foundation, offers valuable insights for the further advancement of neural networks.</div></div>","PeriodicalId":49763,"journal":{"name":"Neural Networks","volume":"187 ","pages":"Article 107385"},"PeriodicalIF":6.0000,"publicationDate":"2025-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Neural Networks","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0893608025002643","RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE","Score":null,"Total":0}
引用次数: 0
Abstract
Many memristive circuits tend to oversimplify the process of emotion generation as a linear event, disregarding crucial factors such as negative feedback and other regulatory mechanisms. In this paper, a memristive circuit of emotion with negative feedback based on three primary color model is proposed to solve the above problems. The designed circuit is composed of perception modules, synapse modules, central nervous system modules and overt behavior module. It realizes emotion generation, emotion evolution and long-term memory functions based on the neural network circuit with behavioral homeostatic negative feedback function. Meanwhile, the three primary color model of basic emotions is discussed and realized. Any two basic emotions can be mixed to produce a higher order emotion. The memristive circuit, based on the three primary color model as a theoretical foundation, offers valuable insights for the further advancement of neural networks.
期刊介绍:
Neural Networks is a platform that aims to foster an international community of scholars and practitioners interested in neural networks, deep learning, and other approaches to artificial intelligence and machine learning. Our journal invites submissions covering various aspects of neural networks research, from computational neuroscience and cognitive modeling to mathematical analyses and engineering applications. By providing a forum for interdisciplinary discussions between biology and technology, we aim to encourage the development of biologically-inspired artificial intelligence.