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Synergy of Spin‐Orbit Torque and Built‐In Field in Magnetic Tunnel Junctions with Tilted Magnetic Anisotropy: Toward Tunable and Reliable Spintronic Neurons

Owing to programmable nonlinear dynamics, magnetic domain wall (DW)‐based devices can be configured to function as spintronic neurons, promising to execute sophisticated tasks as a human brain. Developing energy‐efficient, CMOS compatible, reliable, and tunable spintronic neurons to emulate brain‐in...

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Autores principales: Wang, Di, Wang, Ziwei, Xu, Nuo, Liu, Long, Lin, Huai, Zhao, Xuefeng, Jiang, Sheng, Lin, Weinan, Gao, Nan, Liu, Ming, Xing, Guozhong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9596820/
https://www.ncbi.nlm.nih.gov/pubmed/35927016
http://dx.doi.org/10.1002/advs.202203006
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author Wang, Di
Wang, Ziwei
Xu, Nuo
Liu, Long
Lin, Huai
Zhao, Xuefeng
Jiang, Sheng
Lin, Weinan
Gao, Nan
Liu, Ming
Xing, Guozhong
author_facet Wang, Di
Wang, Ziwei
Xu, Nuo
Liu, Long
Lin, Huai
Zhao, Xuefeng
Jiang, Sheng
Lin, Weinan
Gao, Nan
Liu, Ming
Xing, Guozhong
author_sort Wang, Di
collection PubMed
description Owing to programmable nonlinear dynamics, magnetic domain wall (DW)‐based devices can be configured to function as spintronic neurons, promising to execute sophisticated tasks as a human brain. Developing energy‐efficient, CMOS compatible, reliable, and tunable spintronic neurons to emulate brain‐inspired processes has been a key research goal for decades. Here, a new type of DW device is reported with biological neuron characteristics driven by the synergistic interaction between spin‐orbit torque and built‐in field (H (built‐in)) in magnetic tunnel junctions, enabling time‐ and energy‐efficient leaky‐integrate‐and‐fire and self‐reset neuromorphic implementations. A tilted magnetic anisotropic free layer is proposed and further executed to mitigate the DW retrograde motion by suppressing the Walker breakdown. Complementary experiments and micromagnetic co‐simulation results show that the integrating/leaking time of the developed spintronic neuron can be tuned to 12/15 ns with an integrating power consumption of 65 µW, which is 36× and 1.84× time and energy efficient than the state‐of‐the‐art alternatives, respectively. Moreover, the spatial distribution of H (built‐in) can be modulated by adjusting the width and compensation of the reference layer, facilitating tunable activation function generator exploration. Such architecture demonstrates great potential in both fundamental research and new trajectories of technology advancement for spintronic neuron hardware applications.
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spelling pubmed-95968202022-10-27 Synergy of Spin‐Orbit Torque and Built‐In Field in Magnetic Tunnel Junctions with Tilted Magnetic Anisotropy: Toward Tunable and Reliable Spintronic Neurons Wang, Di Wang, Ziwei Xu, Nuo Liu, Long Lin, Huai Zhao, Xuefeng Jiang, Sheng Lin, Weinan Gao, Nan Liu, Ming Xing, Guozhong Adv Sci (Weinh) Research Articles Owing to programmable nonlinear dynamics, magnetic domain wall (DW)‐based devices can be configured to function as spintronic neurons, promising to execute sophisticated tasks as a human brain. Developing energy‐efficient, CMOS compatible, reliable, and tunable spintronic neurons to emulate brain‐inspired processes has been a key research goal for decades. Here, a new type of DW device is reported with biological neuron characteristics driven by the synergistic interaction between spin‐orbit torque and built‐in field (H (built‐in)) in magnetic tunnel junctions, enabling time‐ and energy‐efficient leaky‐integrate‐and‐fire and self‐reset neuromorphic implementations. A tilted magnetic anisotropic free layer is proposed and further executed to mitigate the DW retrograde motion by suppressing the Walker breakdown. Complementary experiments and micromagnetic co‐simulation results show that the integrating/leaking time of the developed spintronic neuron can be tuned to 12/15 ns with an integrating power consumption of 65 µW, which is 36× and 1.84× time and energy efficient than the state‐of‐the‐art alternatives, respectively. Moreover, the spatial distribution of H (built‐in) can be modulated by adjusting the width and compensation of the reference layer, facilitating tunable activation function generator exploration. Such architecture demonstrates great potential in both fundamental research and new trajectories of technology advancement for spintronic neuron hardware applications. John Wiley and Sons Inc. 2022-08-04 /pmc/articles/PMC9596820/ /pubmed/35927016 http://dx.doi.org/10.1002/advs.202203006 Text en © 2022 The Authors. Advanced Science published by Wiley‐VCH GmbH https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Wang, Di
Wang, Ziwei
Xu, Nuo
Liu, Long
Lin, Huai
Zhao, Xuefeng
Jiang, Sheng
Lin, Weinan
Gao, Nan
Liu, Ming
Xing, Guozhong
Synergy of Spin‐Orbit Torque and Built‐In Field in Magnetic Tunnel Junctions with Tilted Magnetic Anisotropy: Toward Tunable and Reliable Spintronic Neurons
title Synergy of Spin‐Orbit Torque and Built‐In Field in Magnetic Tunnel Junctions with Tilted Magnetic Anisotropy: Toward Tunable and Reliable Spintronic Neurons
title_full Synergy of Spin‐Orbit Torque and Built‐In Field in Magnetic Tunnel Junctions with Tilted Magnetic Anisotropy: Toward Tunable and Reliable Spintronic Neurons
title_fullStr Synergy of Spin‐Orbit Torque and Built‐In Field in Magnetic Tunnel Junctions with Tilted Magnetic Anisotropy: Toward Tunable and Reliable Spintronic Neurons
title_full_unstemmed Synergy of Spin‐Orbit Torque and Built‐In Field in Magnetic Tunnel Junctions with Tilted Magnetic Anisotropy: Toward Tunable and Reliable Spintronic Neurons
title_short Synergy of Spin‐Orbit Torque and Built‐In Field in Magnetic Tunnel Junctions with Tilted Magnetic Anisotropy: Toward Tunable and Reliable Spintronic Neurons
title_sort synergy of spin‐orbit torque and built‐in field in magnetic tunnel junctions with tilted magnetic anisotropy: toward tunable and reliable spintronic neurons
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9596820/
https://www.ncbi.nlm.nih.gov/pubmed/35927016
http://dx.doi.org/10.1002/advs.202203006
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