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

被引:44
|
作者
Sun, Junwei [1 ]
Zhai, Yu [1 ]
Liu, Peng [1 ]
Wang, Yanfeng [1 ]
机构
[1] Zhengzhou Univ Light Ind, Sch Elect & Informat Engn, Zhengzhou 450002, Peoples R China
基金
中国国家自然科学基金;
关键词
Associative memory; emotion congruent effect; memristor; neural network; overshadowing; GENERAL-MODEL; INFORMATION; BRAIN;
D O I
10.1109/TNNLS.2023.3348553
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:3618 / 3630
页数:13
相关论文
共 50 条
  • [1] A memristor-based associative memory neural network circuit with emotion effect
    Wang, Chunhua
    Xu, Cong
    Sun, Jingru
    Deng, Quanli
    NEURAL COMPUTING & APPLICATIONS, 2023, 35 (15): : 10929 - 10944
  • [2] A memristor-based associative memory neural network circuit with emotion effect
    Chunhua Wang
    Cong Xu
    Jingru Sun
    Quanli Deng
    Neural Computing and Applications, 2023, 35 (15) : 10929 - 10944
  • [3] Memristor-Based Neural Network Circuit of Emotion Congruent Memory With Mental Fatigue and Emotion Inhibition
    Sun, Junwei
    Han, Juntao
    Wang, Yanfeng
    Liu, Peng
    IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS, 2021, 15 (03) : 606 - 616
  • [4] Memristor-Based Neural Network Circuit of Associative Memory With Occasion Setting
    Han, Juntao
    Cheng, Xin
    Xie, Guangjun
    Sun, Junwei
    Liu, Gang
    Zhang, Zhang
    IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, 2024, 16 (03) : 1016 - 1026
  • [5] Memristor-based neural network circuit of pavlov associative memory with dual mode switching
    Sun, Junwei
    Han, Juntao
    Liu, Peng
    Wang, Yanfeng
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2021, 129
  • [6] Memristor-based affective associative memory neural network circuit with emotional gradual processes
    Meiling Liao
    Chunhua Wang
    Yichuang Sun
    Hairong Lin
    Cong Xu
    Neural Computing and Applications, 2022, 34 : 13667 - 13682
  • [7] Memristor-Based Neural Network Circuit With Multimode Generalization and Differentiation on Pavlov Associative Memory
    Sun, Junwei
    Wang, Yangyang
    Liu, Peng
    Wen, Shiping
    Wang, Yanfeng
    IEEE TRANSACTIONS ON CYBERNETICS, 2023, 53 (05) : 3351 - 3362
  • [8] Memristor-based affective associative memory neural network circuit with emotional gradual processes
    Liaon, Meiling
    Wang, Chunhua
    Sun, Yichuang
    Lin, Hairong
    Xu, Cong
    NEURAL COMPUTING & APPLICATIONS, 2022, 34 (16): : 13667 - 13682
  • [9] Memristor-Based Neural Network Circuit of Memory With Emotional Homeostasis
    Sun, Junwei
    Han, Juntao
    Wang, Yanfeng
    IEEE TRANSACTIONS ON NANOTECHNOLOGY, 2022, 21 : 204 - 212
  • [10] Multidirectional Associative Memory Neural Network Circuit Based on Memristor
    Du, Sichun
    Zhang, Zedi
    Li, Jun
    Sun, Chen
    Sun, Jingru
    Hong, Qinghui
    IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS, 2023, 17 (03) : 433 - 445