Modeling of Bilayer Modulated RRAM and Its Array Performance for Compute-in-Memory Applications

IF 2 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE IEEE Journal on Exploratory Solid-State Computational Devices and Circuits Pub Date : 2023-09-04 DOI:10.1109/JXCDC.2023.3311899
Jia-Wei Lee;Tzu-Chin Chou;Po-An Chen;Meng-Hsueh Chiang
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Abstract

This article presents a modified compact model of resistive random access memory (RRAM) with a tunneling barrier. The bilayer modulated RRAM can be integrated into a higher density array, reducing leakage current in standby mode. The model demonstrates current transition behavior from low- to high-bias regions by considering both bulk-limited and electrode-limited transport mechanisms. This model can evaluate RRAM array performance under various pulsing conditions and device parameter variations with calibrated model cards. The compute-in-memory application requires precise current sum results hindered by the wire resistance loading effect. This study also evaluates various sizes of arrays suitable for performance improvement.
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存储器中计算应用的双层调制RRAM建模及其阵列性能
本文提出了一种改进的带隧道阻挡层的电阻随机存取存储器(RRAM)的紧凑模型。双层调制RRAM可以集成到更高密度的阵列中,减少待机模式下的泄漏电流。该模型通过考虑体积限制和电极限制输运机制,展示了电流从低偏置到高偏置区域的转变行为。该模型可以通过校准的模型卡来评估不同脉冲条件下RRAM阵列的性能和器件参数的变化。内存计算应用需要精确的电流和结果,这受到导线电阻负载效应的阻碍。本研究亦评估了不同大小的阵列,以提高效能。
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来源期刊
CiteScore
5.00
自引率
4.20%
发文量
11
审稿时长
13 weeks
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