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  Biskyrmion-based artificial neuron

Ribeiro de Assis, I., Mertig, I., & Göbel, B. (2023). Biskyrmion-based artificial neuron. Neuromorphic Computing and Engineering, 3(1): 014012. doi:10.1088/2634-4386/acb841.

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Ribeiro_de_Assis_2023_Neuromorph._Comput._Eng._3_014012.pdf (Verlagsversion), 2MB
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2023
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https://doi.org/10.1088/2634-4386/acb841 (Verlagsversion)
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Ribeiro de Assis, Ismael1, 2, Autor
Mertig, Ingrid1, Autor
Göbel, Börge1, Autor
Affiliations:
1External Organizations, ou_persistent22              
2International Max Planck Research School for Science and Technology of Nano-Systems, Max Planck Institute of Microstructure Physics, Max Planck Society, Weinberg 2, 06120 Halle (Saale), Germany, ou_3399928              

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 Zusammenfassung: Magnetic skyrmions are nanoscale magnetic whirls that are highly stable and can be moved by currents. They have led to the prediction of a skyrmion-based artificial neuron device with leak-integrate-fire functionality. However, so far, these devices lack a refractory process, estimated to be crucial for neuronal dynamics. Here we demonstrate that a biskyrmion-based artificial neuron overcomes this insufficiency. When driven by spin-orbit torques, a single biskyrmion splits into two subskyrmions that move towards a designated location and can be detected electrically, ultimately resembling the excitation process of a neuron that fires. The attractive interaction of the two skyrmions leads to a unique trajectory: Once they reach the detector area, they automatically return to the center to reform the biskyrmion but on a different path. During this reset period, the neuron cannot fire again. Our suggested device resembles a biological neuron with the leak, integrate, fire and refractory characteristics increasing the bio-fidelity of current skyrmion-based devices.

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 Datum: 2023-03-08
 Publikationsstatus: Erschienen
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 Identifikatoren: DOI: 10.1088/2634-4386/acb841
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Titel: Neuromorphic Computing and Engineering
Genre der Quelle: Zeitschrift
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Ort, Verlag, Ausgabe: Bristol : IOP
Seiten: - Band / Heft: 3 (1) Artikelnummer: 014012 Start- / Endseite: - Identifikator: ISSN: 2634-4386
CoNE: https://pure.mpg.de/cone/journals/resource/2634-4386