{"title":"Cryogenic Evaluation of Resistive Random Access Memory With Enhanced Endurance at 14 K","authors":"Mamidala Saketh Ram;Mamidala Karthik Ram;Lars-Erik Wernersson","doi":"10.1109/TED.2024.3520948","DOIUrl":null,"url":null,"abstract":"The nonvolatile cryogenic memories can play an important role in realizing energy-efficient and scalable low-temperature electronics for quantum computing and future high-performance computing systems. In this article, we evaluate the cryogenic performance of HfOx-based resistive random access memory (RRAM) and demonstrate that the addition of extremely thin ~0.5-nm AlOx barrier layers enables a high endurance of <inline-formula> <tex-math>$\\gt 10^{{7}}$ </tex-math></inline-formula> cycles, which represents a <inline-formula> <tex-math>$20\\times $ </tex-math></inline-formula> improvement compared to operation at room temperature (RT). We also show that by leveraging the analog behavior of the RESET at cryogenic temperatures in contrast to the abrupt RESET at RT, multiple resistance levels beneficial for multibit memory and weight tuning in deep neural networks (DNNs) can be realized. The multibit capability coupled with high endurance and low operational voltages at 14 K presents promising opportunities for incorporating RRAMs into memory and machine learning applications within cryogenic computing environments.","PeriodicalId":13092,"journal":{"name":"IEEE Transactions on Electron Devices","volume":"72 2","pages":"678-682"},"PeriodicalIF":2.9000,"publicationDate":"2024-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Electron Devices","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/10819017/","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}
Cryogenic Evaluation of Resistive Random Access Memory With Enhanced Endurance at 14 K
The nonvolatile cryogenic memories can play an important role in realizing energy-efficient and scalable low-temperature electronics for quantum computing and future high-performance computing systems. In this article, we evaluate the cryogenic performance of HfOx-based resistive random access memory (RRAM) and demonstrate that the addition of extremely thin ~0.5-nm AlOx barrier layers enables a high endurance of $\gt 10^{{7}}$ cycles, which represents a $20\times $ improvement compared to operation at room temperature (RT). We also show that by leveraging the analog behavior of the RESET at cryogenic temperatures in contrast to the abrupt RESET at RT, multiple resistance levels beneficial for multibit memory and weight tuning in deep neural networks (DNNs) can be realized. The multibit capability coupled with high endurance and low operational voltages at 14 K presents promising opportunities for incorporating RRAMs into memory and machine learning applications within cryogenic computing environments.
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.