亚纳秒时间尺度 ReRAM 潜能的评估方法

IF 2.9 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Faisal Munir;Daniel Schön;Stephan Menzel;Pascal Stasner;Rainer Waser;Stefan Wiefels
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引用次数: 0

摘要

神经形态计算受大脑处理能力的启发,旨在克服传统计算架构的局限性。价变存储器(VCM)以及其他新兴的基于氧化还原的电阻式随机存取存储器(ReRAM)器件,因其快速写入时间等特点而成为这一领域的理想候选器件。此外,VCM 器件还适用于神经形态应用,如长期延时(LTP)、短期可塑性(STP)和渐进切换。然而,由于电容电流在器件电流中占主导地位,掩盖了真实的电导状态,因此在亚 100ps 时间尺度上评估这些方案面临着巨大挑战。因此,需要稳健的方法来分析 ReRAM 单元对超短脉冲和不同延迟的电流响应,这对先进的神经形态应用至关重要。为了解决电容电流占主导地位这一难题,本研究提出了两种方法:积分法和参考法。积分法对电流进行积分,并消除整个充电/放电周期中的电容电荷,对于超过 200ps 的长脉冲和延迟,这种方法被证明更为可靠。另一方面,参考方法通过使用参考测量值从测量电流中减去电容电流来确定器件电流。这种方法尤其擅长分析 200ps 以下的较短脉冲和延迟。这些方法可有效解决电容电流主导超短脉冲和不同延迟的难题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Evaluation Methods for ReRAM Potentiation on Sub-Nanosecond Timescales
Neuromorphic computing, inspired by the processing capabilities of the brain, aims to overcome the limitations of conventional computing architectures. Valence change memory (VCM), along with other emerging redox-based resistive random-access memory (ReRAM) devices, is a promising candidate for this endeavor due to its features, including fast write times. Moreover, VCM devices are also suitable for neuromorphic applications, such as long-term potentiation (LTP), short-term plasticity (STP), and gradual switching. However, the evaluation of these schemes on sub-100ps timescales presents significant challenges, as the capacitive current dominates the device current, obscuring the true conductance state. Therefore, robust methods are required to analyze the current response of ReRAM cells to ultrashort pulses and varying delays, which is critical for advanced neuromorphic applications. To address the challenge of dominating capacitive current, this study proposes two methods: the integration method and the reference method. The integration method integrates the current and eliminates capacitive charges across a full charge/discharge cycle, proving to be more reliable for longer pulses and delays exceeding 200ps. On the other hand, the reference method determines the device current by subtracting the capacitive current from the measured current, using a reference measurement. This method is particularly adept at analyzing shorter pulses and delays below 200ps. These methods provide effective solutions to the challenge of capacitive current dominance to ultrashort pulses and varying delays.
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来源期刊
IEEE Transactions on Electron Devices
IEEE Transactions on Electron Devices 工程技术-工程:电子与电气
CiteScore
5.80
自引率
16.10%
发文量
937
审稿时长
3.8 months
期刊介绍: IEEE Transactions on Electron Devices publishes original and significant contributions relating to the theory, modeling, design, performance and reliability of electron and ion integrated circuit devices and interconnects, involving insulators, metals, organic materials, micro-plasmas, semiconductors, quantum-effect structures, vacuum devices, and emerging materials with applications in bioelectronics, biomedical electronics, computation, communications, displays, microelectromechanics, imaging, micro-actuators, nanoelectronics, optoelectronics, photovoltaics, power ICs and micro-sensors. Tutorial and review papers on these subjects are also published and occasional special issues appear to present a collection of papers which treat particular areas in more depth and breadth.
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