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 <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$\gt 10^{{7}}$ </tex-math></inline-formula> cycles, which represents a <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$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.

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Publication Details

Journal
IEEE Transactions on Electron Devices
Published
2024-12-31
DOI
https://doi.org/10.1109/ted.2024.3520948
Citations
1
Primary Topic
Advanced Memory and Neural Computing
Type
article
Field-Weighted Citation Impact
0.21

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article

Cryogenic Evaluation of Resistive Random Access Memory With Enhanced Endurance at 14 K

Mamidala Saketh Ram, Mamidala Karthik Ram, Lars-Erik Wernersson
1 citations
IEEE Transactions on Electron Devices
Advanced Memory and Neural Computing
0.21
article

Cryogenic Evaluation of Resistive Random Access Memory With Enhanced Endurance at 14 K

Mamidala Saketh Ram, Mamidala Karthik Ram, Lars-Erik Wernersson
article en
1 citations

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 xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$\gt 10^{{7}}$ </tex-math></inline-formula> cycles, which represents a <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$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.

IEEE Transactions on Electron DevicesVol. 72(2)
Lund University (SE), IBM Research - Zurich (CH)
Vetenskapsrådet
Affordable and clean energy
Openalex Percentile: Top 44%
Advanced Memory and Neural Computing
0.21
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Cryogenic Evaluation of Resistive Random Access Memory With Enhanced Endurance at 14 K — Mamidala Saketh Ram, Mamidala Karthik Ram, et al. · IEEE Transactions on Electron Devices (2024) | TGRS Research Map | TGRS