神经形态工程学
铁磁性
磁化
凝聚态物理
记忆电阻器
对称(几何)
扭矩
振幅
材料科学
磁化动力学
物理
计算机科学
光学
磁场
数学
量子力学
人工神经网络
几何学
机器学习
作者
Ronghuan Xie,Shun Wang,Li Cai,Xiaotian Cui,Senmiao Liu,Qiang Cao,Changwen Zhang,Qikun Huang,Shishen Yan
摘要
Bulk spin–orbit torque (SOT) driven memristive switching is demonstrated in perpendicularly magnetized CoPt alloy films by introducing a composition gradient to break the inversion symmetry in the out-of-plane direction. An analog-like magnetization switching consisting of multiple intermediate states can be robustly formed by applying current pulses with different amplitudes or repetition number. The programmable magnetization manipulation is also presented in a continuous manner to simulate the weight update of biology synapses by means of ramped pulses. Furthermore, controllable switching probability dependent on pulse frequency or repetition number is manifested to emulate the integrate-and-fire function of a biological neuron. With the capability to reproduce both functionalities of synapses and neurons in commonly used CoPt films, it will be a promising candidate to advance the SOT-based neuromorphic hardware.
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