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首页> 外文期刊>Journal of Physics, D. Applied Physics: A Europhysics Journal >Synaptic element for neuromorphic computing using a magnetic domain wall device with synthetic pinning sites
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Synaptic element for neuromorphic computing using a magnetic domain wall device with synthetic pinning sites

机译:使用具有合成钉扎网站的磁畴壁装置的神经形态计算的突触元件

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摘要

The ability to make devices that mimic the human brain has been a subject of great interest in scientific research in recent years. Current artificial intelligence algorithms are primarily executed on the von Neumann hardware. This causes a bottleneck in processing speeds and is not energy efficient. In this work, we have demonstrated a synaptic element based on a magnetic domain wall device. The domain wall motion was controlled with the use of synthetic pinning sites, which were introduced by boron (B+) ion-implantation for local modification of the magnetic properties. The magnetization switching process of a Co/Pd multilayer structure with perpendicular magnetic anisotropy was observed by using MagVision Kerr microscopy system. The B+ implantation depth was controlled by varying the thickness of a Ta overcoat layer. The Kerr microscopy results correlate with the electrical measurements of the wire which show multiple resistive states. The control of the domain wall motion with the synthetic pinning sites is demonstrated to be a reliable technique for neuromorphic applications.
机译:能够制造模仿人类大脑的装置是近年来对科学研究感兴趣的主题。目前的人工智能算法主要在von neumann硬件上执行。这导致加工速度的瓶颈,并且不是节能。在这项工作中,我们已经证明了基于磁畴壁装置的突触元件。通过使用合成钉扎位点控制畴壁运动,其由硼(B +)离子注入来引入磁性的局部改性。通过使用MagVision kerr显微镜系统观察到具有垂直磁各向异性的CO / PD多层结构的磁化切换过程。通过改变Ta外涂层的厚度来控制B +植入深度。 KERR显微镜结果与显示多个电阻状态的线的电测量相关联。通过合成钉扎网站对畴壁运动的控制被证明是一种可靠的神经族应用技术。

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