Memristor-Based Circuit Design of PAD Emotional Space and Its Application in Mood Congruity

被引:59
|
作者
Sun, Junwei [1 ]
Wang, Yangyang [1 ]
Liu, Peng [1 ]
Wen, Shiping [2 ]
Wang, Yanfeng [1 ]
机构
[1] Zhengzhou Univ Light Ind, Sch Elect & Informat Engn, Zhengzhou 450002, Peoples R China
[2] Univ Technol Sydney, Australian AI Inst, Fac Engn & Informat Technol, Sydney, NSW 2007, Australia
基金
中国国家自然科学基金;
关键词
Memristor; mood congruity; PAD emotional space model; perceptual and rational brains; NEURAL-NETWORK CIRCUIT; FRAMEWORK; SENTIMENT; MECHANISM; MEMORY; MODEL;
D O I
10.1109/JIOT.2023.3267778
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The 1-D and 2-D emotion models realized by hardware circuits have been studied. However, 3-D emotional model which is most suitable for human emotion has not been considered. In this article, a bionic circuit of 3-D emotional space model is proposed, which can generate brain-like emotions according to the information of visual, speech, and text. The designed memristor circuits are based on the brain emotion theory of limbic system, including thalamus, sensory cortex, orbitofrontal cortex, cingulate gyrus, amygdala, and other circuit modules. Moreover, the perceptual brain and rational brain in the memristor circuits are also considered. The 3-D model in this article is a PAD emotional space model composed of three dimensions: 1) pleasure (P); 2) arousal (A); and 3) dominance (D). Many emotions can be expressed by using the PAD emotional model. In addition, the PAD emotional model composed of memristor circuits is applied to mood congruity, which considers the relationship between emotion and learning. The PAD emotion designed by memristor circuits may provide a reference for bionic robot to realize human-computer emotional companionship.
引用
收藏
页码:16332 / 16342
页数:11
相关论文
共 50 条
  • [41] A Design Space Exploration Framework for Memristor-Based Crossbar Architecture
    Barbareschi, Mario
    Bosio, Alberto
    O'Connor, Ian
    Fiser, Petr
    Traiola, Marcello
    2022 25TH INTERNATIONAL SYMPOSIUM ON DESIGN AND DIAGNOSTICS OF ELECTRONIC CIRCUITS AND SYSTEMS (DDECS), 2022, : 38 - 43
  • [42] A memristor-based circuit design and implementation for blocking on Pavlov associative memory
    Du, Sichun
    Deng, Qing
    Hong, Qinghui
    Li, Jun
    Liu, Haiyang
    Wang, Chunhua
    NEURAL COMPUTING & APPLICATIONS, 2022, 34 (17): : 14745 - 14761
  • [43] Dynamical behavior and image encryption application of a memristor-based circuit system
    Li, Chun-Lai
    Li, Zhao-Yu
    Feng, Wei
    Tong, Yao-Nan
    Du, Jian-Rong
    Wei, Du-Qu
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2019, 110
  • [44] A memristor-based circuit design for generalization and differentiation on Pavlov associative memory
    Shang, Meijia
    Wang, Xiaoping
    NEUROCOMPUTING, 2020, 389 : 18 - 26
  • [45] The Circuit Realization of a Neuromorphic Computing System with Memristor-Based Synapse Design
    Liu, Beiye
    Chen, Yiran
    Wysocki, Bryant
    Huang, Tingwen
    NEURAL INFORMATION PROCESSING, ICONIP 2012, PT I, 2012, 7663 : 357 - 365
  • [46] Hyperchaotic circuit design based on memristor and its application in image encryption
    Zhang, Jie
    Guo, Yan
    Xu, Longhao
    Zhu, Xiaopeng
    Yang, Jing
    MICROELECTRONIC ENGINEERING, 2022, 265
  • [47] GENERAL SPICE MODELS FOR MEMRISTOR AND APPLICATION TO CIRCUIT SIMULATION OF MEMRISTOR-BASED SYNAPSES AND MEMORY CELLS
    Sharifi, Mohammad Javad
    Banadaki, Yasser Mohammadi
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2010, 19 (02) : 407 - 424
  • [48] 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
  • [49] An aVLSI driving circuit for memristor-based STDP
    Acciarito, Simone
    Cristini, Alessandro
    Di Nunzio, Luca
    Khanal, Gaurav Mani
    Susi, Gianluca
    2016 12TH CONFERENCE ON PH.D. RESEARCH IN MICROELECTRONICS AND ELECTRONICS (PRIME), 2016,
  • [50] 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