基于二氧化钒的记忆电阻器作为大脑启发计算的人工神经元:对当前进展的看法

IF 5.7 2区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY
K. Gurukrishna, Aditya Uday Kamat and Shikhar Misra
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引用次数: 0

摘要

VO2作为一种独特的材料表现出内在耦合的电子和相变。新的电场激活相变行为,以及VO2忆阻器的高电阻变化率、超快速响应和低功耗,为输入信号提供了非线性动态响应,被推荐用于设计神经形态电路元件。本文综述了VO2记忆电阻器器件的最新进展,以及这些器件在模拟突触功能的神经形态电路中的设计,从而促进了在传感、脉冲编码振荡器、机械感受器和拟人神经机器人等方面的各种应用。从VO2薄膜的沉积到基于VO2器件的忆阻电路的详细描述,有助于开发具有大脑启发算法的硬件神经网络系统,从而实现神经形态计算的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Mott–vanadium dioxide-based memristors as artificial neurons for brain-inspired computing: a view on current advances

Mott–vanadium dioxide-based memristors as artificial neurons for brain-inspired computing: a view on current advances

VO2 stands out as a unique material manifesting intrinsically coupled electronic and phase transitions. The novel electric field-activated phase transition behaviours, along with the high-resistance change rate, ultrarapid response, and low-power consumption in VO2 memristors, provide a nonlinear dynamical response to input signals, as recommended to design neuromorphic circuit components. The present review focuses on the recent advancements in VO2 memristor devices and the design of these devices into neuromorphic circuitry towards emulating the synaptic function, which facilitates a variety of applications in sensing, oscillators for spike coding, mechanoreceptors, and anthropomorphic neurorobotics, etc. A detailed picture is presented starting from the deposition of VO2 films to the memristor circuits employing VO2-based devices, which contribute to the development of hardware neural network systems with brain-inspired algorithms, enabling the application of neuromorphic computing.

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来源期刊
Journal of Materials Chemistry C
Journal of Materials Chemistry C MATERIALS SCIENCE, MULTIDISCIPLINARY-PHYSICS, APPLIED
CiteScore
10.80
自引率
6.20%
发文量
1468
期刊介绍: The Journal of Materials Chemistry is divided into three distinct sections, A, B, and C, each catering to specific applications of the materials under study: Journal of Materials Chemistry A focuses primarily on materials intended for applications in energy and sustainability. Journal of Materials Chemistry B specializes in materials designed for applications in biology and medicine. Journal of Materials Chemistry C is dedicated to materials suitable for applications in optical, magnetic, and electronic devices. Example topic areas within the scope of Journal of Materials Chemistry C are listed below. This list is neither exhaustive nor exclusive. Bioelectronics Conductors Detectors Dielectrics Displays Ferroelectrics Lasers LEDs Lighting Liquid crystals Memory Metamaterials Multiferroics Photonics Photovoltaics Semiconductors Sensors Single molecule conductors Spintronics Superconductors Thermoelectrics Topological insulators Transistors
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