Capacitive Crossbar Array for Solving Matrix Equations in One-Shot

IF 4.1 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Madhav Vadlamani;Jianwei Jia;Tian Xie;Yuan-Chun Luo;Junmo Lee;Shaolan Li;Shimeng Yu
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引用次数: 0

Abstract

The resistive crossbar with a feedback loop has been proposed for solving matrix equations in a linear system with the current-domain computation. But the resistive approach suffers from high static power especially when the resistance is low. To overcome the challenges, we leverage C-V asymmetry in the ferroelectric capacitors of a crossbar array for the energy-efficient charge-domain computation. In this work, we demonstrate that such a capacitive crossbar when operated in negative feedback could solve the matrix problem $Ax = {b}$ where x is the unknown vector. A comparative study shows a much lower power consumption (~1000 $\times $ ) for such a matrix solver when compared to the resistive crossbar counterpart.
一次性求解矩阵方程的电容横杆阵列
提出了一种带反馈回路的电阻交叉杆,用于求解线性系统中的矩阵方程。但电阻法的静态功率较大,特别是在电阻较低的情况下。为了克服这些挑战,我们利用横杆阵列铁电电容器的C-V不对称性进行节能电荷域计算。在这项工作中,我们证明了这种电容交叉棒在负反馈操作时可以解决矩阵问题$Ax = {b}$,其中x是未知向量。一项比较研究表明,与电阻式横杆相比,这种矩阵求解器的功耗要低得多(~1000美元×美元)。
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来源期刊
IEEE Electron Device Letters
IEEE Electron Device Letters 工程技术-工程:电子与电气
CiteScore
8.20
自引率
10.20%
发文量
551
审稿时长
1.4 months
期刊介绍: IEEE Electron Device Letters 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.
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