基于高耐久三模传感忆阻器的实时监测预警神经形态系统

IF 13.2 1区 工程技术 Q1 ENGINEERING, CHEMICAL
Hong Wang , Haoning Liu , Ziliang Fang , Yusong Tang , Runyao Lin , Shufang Wang , Xiaobing Yan
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引用次数: 0

摘要

SnSe材料具有稳定的层状结构,层内力强,层间力弱,易于小型化和集成,无界面问题。其独特的光电特性与记忆电阻器相结合,是神经形态电子学中最强的候选,有望实现高效率和低消耗。在这里,我们提出了一种可重构的三模传感忆阻器(Pd/SnSe1.05/Nb:SrTiO3),具有非易失性斜坡和阈值开关行为共存。该器件具有108次循环的续航时间和13.80 fJ的开关能量,其优异的性能归功于Pd丝和Sn空位缺陷。此外,该忆阻器不仅实现了简单的布尔逻辑(AND, OR, NAND, NOR),还模拟了生物突触的长期增强/抑制等。它对可见光和人体温度也很敏感。结合上述SnSe1.05忆阻器的电、光、热传感方式,构建实时监测预警神经形态系统,实现对体温、血压的监测,并能准确诊断血压状态和高热预警,准确率高达97.30%。这在无创检测和更小型化、高效的神经形态计算领域具有广阔的应用前景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Real-time monitoring and early warning neuromorphic system based on high-endurance three-mode sensing memristors
SnSe materials has a stable layered structure under strong intralayer forces and weak interlayer forces, easily miniaturized and integrated without interface problems. Its unique optoelectronic properties are combined with a memristor which is as a strongest candidate in neuromorphic electronics, are expected to achieve high efficiency and low consumption. Here, we propose a reconfigurable three-mode sensing memristor (Pd/SnSe1.05/Nb:SrTiO3) with the coexistence of nonvolatile ramp and threshold switching behaviors. The device exhibits an endurance of 108 cycles and a switching energy of 13.80 fJ, with excellent performance attributed to Pd filaments and Sn vacancy defects. In addition, the memristor not only realizes simple Boolean logic (AND, OR, NAND, NOR) and simulate bio-synaptic long-term potentiation/depression, ect., but also has sensitivity to visible light and human body temperature. Combining the above-mentioned electrical, optical, and thermal sensing modes of SnSe1.05 memristors, a real-time monitoring and early warning neuromorphic system was built to realize the monitoring of body temperature and blood pressure, and can accurately diagnose blood pressure status and high fever warning with an accuracy of up to 97.30 %. That shows a broad application prospect in the field of non-invasive test and more miniaturized and efficient neuromorphic computing.
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来源期刊
Chemical Engineering Journal
Chemical Engineering Journal 工程技术-工程:化工
CiteScore
21.70
自引率
9.30%
发文量
6781
审稿时长
2.4 months
期刊介绍: The Chemical Engineering Journal is an international research journal that invites contributions of original and novel fundamental research. It aims to provide an international platform for presenting original fundamental research, interpretative reviews, and discussions on new developments in chemical engineering. The journal welcomes papers that describe novel theory and its practical application, as well as those that demonstrate the transfer of techniques from other disciplines. It also welcomes reports on carefully conducted experimental work that is soundly interpreted. The main focus of the journal is on original and rigorous research results that have broad significance. The Catalysis section within the Chemical Engineering Journal focuses specifically on Experimental and Theoretical studies in the fields of heterogeneous catalysis, molecular catalysis, and biocatalysis. These studies have industrial impact on various sectors such as chemicals, energy, materials, foods, healthcare, and environmental protection.
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