Manipulating transient SOT-MRAM switching dynamics for efficiency improvement and probabilistic switching

In this paper, we investigate the effect of transient dynamics in the switching process for spin-orbit torque magnetic random-access memory (SOT-MRAM) devices stabilized by in-plane uniaxial magnetocrystalline anisotropy. We develop theory for the interaction between spin torques and effective fields during a magnetization write trajectory and apply this framework to find regions of failed and successful switching. We focus particularly on a "quasi-stochastic" regime located between regions of deterministic failed and successful switching and caused by the interplay between torque-driven and precession-driven magnetization evolution during the switching process. We demonstrate a series of minor alterations to device geometry, material characteristics, and electrical inputs that use transient phenomena to lower the switching barrier-thereby allowing for SOT-MRAM switching with significantly lower currents and faster write speeds than the traditional architecture. Furthermore, we demonstrate that at elevated temperatures, the unpredictable stochastic regime evolves into a probabilistic "transition band" with clearly defined, montotonic, and tunable regions of probabilistic operation. Through this addition of control mechanisms through electrical inputs, our framework paves the way for the creation of a fast, efficient probabilistic bit (p-bit) for the field of probabilistic computing.

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Publication Details

Journal
Scientific Reports
Published
2025-10-31
DOI
https://doi.org/10.1038/s41598-025-22014-1
Primary Topic
Magnetic properties of thin films
Type
article
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article

Manipulating transient SOT-MRAM switching dynamics for efficiency improvement and probabilistic switching

Jian‐Gang Zhu, Shreyes Nallan
Scientific Reports
Magnetic properties of thin films
article

Manipulating transient SOT-MRAM switching dynamics for efficiency improvement and probabilistic switching

Jian‐Gang Zhu, Shreyes Nallan
article en

Abstract

In this paper, we investigate the effect of transient dynamics in the switching process for spin-orbit torque magnetic random-access memory (SOT-MRAM) devices stabilized by in-plane uniaxial magnetocrystalline anisotropy. We develop theory for the interaction between spin torques and effective fields during a magnetization write trajectory and apply this framework to find regions of failed and successful switching. We focus particularly on a "quasi-stochastic" regime located between regions of deterministic failed and successful switching and caused by the interplay between torque-driven and precession-driven magnetization evolution during the switching process. We demonstrate a series of minor alterations to device geometry, material characteristics, and electrical inputs that use transient phenomena to lower the switching barrier-thereby allowing for SOT-MRAM switching with significantly lower currents and faster write speeds than the traditional architecture. Furthermore, we demonstrate that at elevated temperatures, the unpredictable stochastic regime evolves into a probabilistic "transition band" with clearly defined, montotonic, and tunable regions of probabilistic operation. Through this addition of control mechanisms through electrical inputs, our framework paves the way for the creation of a fast, efficient probabilistic bit (p-bit) for the field of probabilistic computing.

Scientific ReportsVol. 15(1)
Carnegie Mellon University (US)
Openalex Percentile: Top 75%
Magnetic properties of thin films
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Manipulating transient SOT-MRAM switching dynamics for efficiency improvement and probabilistic switching — Jian‐Gang Zhu, Shreyes Nallan · Scientific Reports (2025) | TGRS Research Map | TGRS