EXTENT: enabling approximation-oriented energy efficient STT-RAM write circuit

Spin Transfer Torque Random Access Memory (STT-RAM) has garnered interest due to its various characteristics such as non-volatility, low leakage power, high density. Its magnetic properties have a vital role in STT switching operations through thermal effectiveness. A key challenge for STT-RAM in...

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Main Authors: Seyedfaraji, Saeed, Daryani, Javad Talafy, Mohamed M. Sabry Aly, Rehman, Semeen
Other Authors: School of Computer Science and Engineering
Format: Article
Language:English
Published: 2023
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Online Access:https://hdl.handle.net/10356/164998
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1649982023-03-10T15:35:59Z EXTENT: enabling approximation-oriented energy efficient STT-RAM write circuit Seyedfaraji, Saeed Daryani, Javad Talafy Mohamed M. Sabry Aly Rehman, Semeen School of Computer Science and Engineering Engineering::Computer science and engineering Magnetic Tunnel Junction Multimedia Application Spin Transfer Torque Random Access Memory (STT-RAM) has garnered interest due to its various characteristics such as non-volatility, low leakage power, high density. Its magnetic properties have a vital role in STT switching operations through thermal effectiveness. A key challenge for STT-RAM in industrial adaptation is the high write energy and latency. In this paper, we overcome this challenge by exploiting the stochastic switching activity of STT-RAM cells and, in tandem, with circuit-level approximation. We enforce the robustness of our technique by analyzing the vulnerability of write operation against radiation-induced soft errors and applying a low-cost improvement. Due to serious reliability challenges in nanometer-scale technology, the robustness of the proposed circuit is also analyzed in the presence of CMOS and magnetic tunnel junction (MTJ) process variation. Compared to the state-of-the-art, we achieved 33.04% and 5.47% lower STT-RAM write energy and latency, respectively, with a 3.7% area overhead, for memory-centric applications. Published version This work was supported by TU Wien Bibliothek through its Open Access Funding Program. 2023-03-07T04:28:27Z 2023-03-07T04:28:27Z 2022 Journal Article Seyedfaraji, S., Daryani, J. T., Mohamed M. Sabry Aly & Rehman, S. (2022). EXTENT: enabling approximation-oriented energy efficient STT-RAM write circuit. IEEE Access, 10, 82144-82155. https://dx.doi.org/10.1109/ACCESS.2022.3194679 2169-3536 https://hdl.handle.net/10356/164998 10.1109/ACCESS.2022.3194679 2-s2.0-85135742659 10 82144 82155 en IEEE Access © 2022 The Authors. This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Computer science and engineering
Magnetic Tunnel Junction
Multimedia Application
spellingShingle Engineering::Computer science and engineering
Magnetic Tunnel Junction
Multimedia Application
Seyedfaraji, Saeed
Daryani, Javad Talafy
Mohamed M. Sabry Aly
Rehman, Semeen
EXTENT: enabling approximation-oriented energy efficient STT-RAM write circuit
description Spin Transfer Torque Random Access Memory (STT-RAM) has garnered interest due to its various characteristics such as non-volatility, low leakage power, high density. Its magnetic properties have a vital role in STT switching operations through thermal effectiveness. A key challenge for STT-RAM in industrial adaptation is the high write energy and latency. In this paper, we overcome this challenge by exploiting the stochastic switching activity of STT-RAM cells and, in tandem, with circuit-level approximation. We enforce the robustness of our technique by analyzing the vulnerability of write operation against radiation-induced soft errors and applying a low-cost improvement. Due to serious reliability challenges in nanometer-scale technology, the robustness of the proposed circuit is also analyzed in the presence of CMOS and magnetic tunnel junction (MTJ) process variation. Compared to the state-of-the-art, we achieved 33.04% and 5.47% lower STT-RAM write energy and latency, respectively, with a 3.7% area overhead, for memory-centric applications.
author2 School of Computer Science and Engineering
author_facet School of Computer Science and Engineering
Seyedfaraji, Saeed
Daryani, Javad Talafy
Mohamed M. Sabry Aly
Rehman, Semeen
format Article
author Seyedfaraji, Saeed
Daryani, Javad Talafy
Mohamed M. Sabry Aly
Rehman, Semeen
author_sort Seyedfaraji, Saeed
title EXTENT: enabling approximation-oriented energy efficient STT-RAM write circuit
title_short EXTENT: enabling approximation-oriented energy efficient STT-RAM write circuit
title_full EXTENT: enabling approximation-oriented energy efficient STT-RAM write circuit
title_fullStr EXTENT: enabling approximation-oriented energy efficient STT-RAM write circuit
title_full_unstemmed EXTENT: enabling approximation-oriented energy efficient STT-RAM write circuit
title_sort extent: enabling approximation-oriented energy efficient stt-ram write circuit
publishDate 2023
url https://hdl.handle.net/10356/164998
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