基于crps4浮栅晶体管的超低功耗人工突触情感仿真

IF 5.5 2区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY
Zhipeng Yu, Tianle Zeng, Zishuo Han, Kun Ye, Yuxuan Zeng, Chi Kong, Bin Fang, Xuan Zhang, Lin Geng*, Weiming Lv*, Zhongyuan Liu, Lifeng Bian and Zhongming Zeng*, 
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引用次数: 0

摘要

随着人工智能和智能机器人技术的快速发展,整合人类情感已成为改善与机器交互的必要条件。杏仁核是调节情绪的关键大脑区域,通过模拟内部情绪突触活动,在推进这项技术方面发挥了重要作用。然而,对情绪产生和转化过程中杏仁核内的突触活动进行模拟研究一直是一个重大挑战。在这里,我们提出了一个二维范德华浮栅突触晶体管使用CrPS4。利用长时程增强和长时程抑制两个权重动态更新特征,有效模拟了杏仁核中与情绪产生和转化相关的突触活动。由于CrPS4较强的电荷捕获能力,增强的负栅脉冲增加了通道电导,从而模拟了各种情绪水平。同时,通道电导的下降速率在长期抑制期间由正栅脉冲电压调节,允许模拟缓慢,快速和瞬时的情绪转变。这项工作探索了模仿杏仁核情感生物学功能的电子设备,在人机交互和智能机器人中展示了潜在的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Ultralow Power Artificial Synapses Based on CrPS4-Floating-Gate Transistor for the Emotional Simulation

Ultralow Power Artificial Synapses Based on CrPS4-Floating-Gate Transistor for the Emotional Simulation

With the rapid development of artificial intelligence and intelligent robot technology, integrating human emotions has become essential for improving interactions with machines. The amygdala, a key brain region for regulating emotions, plays an important role in advancing this technology by simulating internal emotional synaptic activities. However, it has been a significant challenge to perform simulation studies on synaptic activity within the amygdala during the process of emotional generation and transformation. Here, we propose a two-dimensional van der Waals floating gate synaptic transistor using CrPS4. Utilizing two weight dynamic updating characteristics of long-term potentiation and long-term depression, the synaptic activity related to emotional generation and transformation in the amygdala was effectively simulated. Due to the strong charge-trapping ability of CrPS4, the enhanced negative gate pulse increased channel conductance, thereby simulating various emotional levels. Meanwhile, the rate of decrease in channel conductance was regulated by the positive gate pulse voltage during long-term depression, allowing for the simulation of slow, rapid, and instantaneous emotional transitions. This work explored electronic devices that mimic the emotional biological function of the amygdala, displaying potential applications in human-computer interactions and intelligent robots.

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来源期刊
CiteScore
8.30
自引率
3.40%
发文量
1601
期刊介绍: ACS Applied Nano Materials is an interdisciplinary journal publishing original research covering all aspects of engineering, chemistry, physics and biology relevant to applications of nanomaterials. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrate knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important applications of nanomaterials.
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