Generalization and Differentiation Circuit Design Based on Memristor Under Different Emotional Conditions

被引:7
|
作者
Sun, Junwei [1 ]
Yang, Jianling [1 ]
Wang, Yanfeng [1 ]
Liu, Peng [1 ]
Sheng, Yin [2 ]
机构
[1] Zhengzhou Univ Light Ind, Sch Elect & Informat Engn, Zhengzhou 450002, Peoples R China
[2] Huazhong Univ Sci & Technol, Sch Artificial Intelligence & Automat, Wuhan 430074, Peoples R China
基金
中国国家自然科学基金;
关键词
Memristors; Synapses; Integrated circuit modeling; Behavioral sciences; Threshold voltage; Neurons; Adaptation models; Memristor; generalization; differentiation; emotion; NEURAL-NETWORK CIRCUIT; MEMORY;
D O I
10.1109/TCSI.2023.3252619
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The reinforcement and extinction in conditioned reflex have been studied extensively, but memristor-based generalization and differentiation circuits under different emotional conditions are rarely studied. Therefore, a memristor-based generalization and differentiation circuit under positive and negative emotional conditions is presented in this paper. The circuit includes emotion module, synapse module, voltage selection module and output module. The emotion module is divided into positive emotion and negative emotion modules. Different emotions have different effects on the synapse module, which in turn affects the output module. The memristor-based circuit proposed in this paper can not only realize the process of generalization and differentiation under the influence of different emotions, but also realize the function of secondary differentiation. The results presented in this paper can be verified in PSPICE. By analyzing the effects of different emotions on differentiation and generalization, this paper provides some references for future researches in the field of generalization and differentiation.
引用
收藏
页码:2331 / 2341
页数:11
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