Capacitance and Conductance Compensation Methods for Efficient Computing-In-Memory Designs

IF 5.3 2区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Advanced Electronic Materials Pub Date : 2024-09-06 DOI:10.1002/aelm.202400452
Yubiao Luo, Fei Qiao, Zhong Sun
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Abstract

Compensation has been a common while unacknowledged strategy in the design of computing-in-memory (CIM) schemes. It enables efficient CIM designs by intentionally letting the sum of capacitances or conductances of two or more rows or columns in the memory array equal, thus resulting in a concise mathematical formula regarding the memory cell data and the input data, which constitute computing primitives. Here, the capacitance and conductance compensation methods are reviewed that have been used for CIM designs based on static random-access memory (SRAM) in combination with capacitors and nonvolatile resistive memory, respectively, and uncover the underlying principles and their application to CIM. It is hoped this effort will help recognize the compensation methods as a building block for CIM designs, and will be an inspiration to developing more CIM schemes that are more compact in area, more efficient in energy consumption, and capable of solving more complicated problems.

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用于高效内存计算设计的电容和电导补偿方法
在内存计算(CIM)方案的设计中,补偿一直是一种常见的策略,但却未得到认可。它通过有意让存储器阵列中两行或多行或多列的电容或电导之和相等来实现高效的 CIM 设计,从而产生有关存储器单元数据和输入数据的简明数学公式,这些数据构成了计算基元。在此,我们回顾了基于静态随机存取存储器(SRAM)结合电容器和非易失性电阻存储器的 CIM 设计中使用的电容和电导补偿方法,并揭示了其基本原理及其在 CIM 中的应用。希望这项工作有助于认识作为 CIM 设计基石的补偿方法,并对开发更多面积更紧凑、能耗更高效、能解决更复杂问题的 CIM 方案有所启发。
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来源期刊
Advanced Electronic Materials
Advanced Electronic Materials NANOSCIENCE & NANOTECHNOLOGYMATERIALS SCIE-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
11.00
自引率
3.20%
发文量
433
期刊介绍: Advanced Electronic Materials is an interdisciplinary forum for peer-reviewed, high-quality, high-impact research in the fields of materials science, physics, and engineering of electronic and magnetic materials. It includes research on physics and physical properties of electronic and magnetic materials, spintronics, electronics, device physics and engineering, micro- and nano-electromechanical systems, and organic electronics, in addition to fundamental research.
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