{"title":"Capacitive Crossbar Array for Solving Matrix Equations in One-Shot","authors":"Madhav Vadlamani;Jianwei Jia;Tian Xie;Yuan-Chun Luo;Junmo Lee;Shaolan Li;Shimeng Yu","doi":"10.1109/LED.2025.3533607","DOIUrl":null,"url":null,"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 <inline-formula> <tex-math>$Ax = {b}$ </tex-math></inline-formula> where x is the unknown vector. A comparative study shows a much lower power consumption (~1000<inline-formula> <tex-math>$\\times $ </tex-math></inline-formula>) for such a matrix solver when compared to the resistive crossbar counterpart.","PeriodicalId":13198,"journal":{"name":"IEEE Electron Device Letters","volume":"46 3","pages":"389-392"},"PeriodicalIF":4.1000,"publicationDate":"2025-01-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Electron Device Letters","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/10852295/","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
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.
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.