Energy-Efficient All-Spin BNN Using Voltage-Controlled Spin-Orbit Torque Device for Digit Recognition

Author(s):  
Sonal Shreya ◽  
Gaurav Verma ◽  
S. N. Piramanayagam ◽  
Brajesh Kumar Kaushik
2021 ◽  
Author(s):  
Aijaz Lone ◽  
Selma Amara ◽  
Hossein Fariborzi

The present work discusses the proposal of a spintronic neuromorphic system with spin orbit torque driven domain wall motion-based neuron and synapse. We propose a voltage-controlled magnetic anisotropy domain wall motion based magnetic tunnel junction neuron. We investigate how the electric field at the gate (pinning site), generated by the voltage signals from pre-neurons, modulates the domain wall motion, which reflects in the non-linear switching behaviour of neuron magnetization. For the implementation of synaptic weights, we propose 3-terminal MTJ with stochastic domain wall motion in the free layer. We incorporate intrinsic pinning effects by creating triangular notches on the sides of the free layer. The pinning of domain wall and intrinsic thermal noise of device lead to the stochastic behaviour of domain wall motion. The control of this stochasticity by the spin orbit torque is shown to realize the potentiation and depression of the synaptic weight. The micromagnetics and spin transport studies in synapse and neuron are carried out by developing a coupled micromagnetic Non-Equilibrium Green’s Function (<i>MuMag-NEGF</i>) model. The minimization of the writing current pulse width by leveraging the thermal noise and demagnetization energy is also presented. Finally, we discuss the implementation of digit recognition by the proposed system using a spike time dependent algorithm.


2020 ◽  
Vol 3 (1) ◽  
pp. 37-42 ◽  
Author(s):  
Kaiming Cai ◽  
Zhifeng Zhu ◽  
Jong Min Lee ◽  
Rahul Mishra ◽  
Lizhu Ren ◽  
...  
Keyword(s):  

Nature ◽  
2018 ◽  
Vol 565 (7737) ◽  
pp. 35-42 ◽  
Author(s):  
Sasikanth Manipatruni ◽  
Dmitri E. Nikonov ◽  
Chia-Ching Lin ◽  
Tanay A. Gosavi ◽  
Huichu Liu ◽  
...  
Keyword(s):  

2019 ◽  
Vol 5 (5) ◽  
pp. eaau6696 ◽  
Author(s):  
Jing Zhou ◽  
Xiao Wang ◽  
Yaohua Liu ◽  
Jihang Yu ◽  
Huixia Fu ◽  
...  

Spin-orbit torque (SOT) offers promising approaches to developing energy-efficient memory devices by electric switching of magnetization. Compared to other SOT materials, metallic antiferromagnet (AFM) potentially allows the control of SOT through its magnetic structure. Here, combining the results from neutron diffraction and spin-torque ferromagnetic resonance experiments, we show that the magnetic structure of epitaxially grown L10-IrMn (a collinear AFM) is distinct from the widely presumed bulk one. It consists of twin domains, with the spin axes orienting toward [111] and [−111], respectively. This unconventional magnetic structure is responsible for much larger SOT efficiencies up to 0.60 ± 0.04, compared to 0.083 ± 0.002 for the polycrystalline IrMn. Furthermore, we reveal that this magnetic structure induces a large isotropic bulk contribution and a comparable anisotropic interfacial contribution to the SOT efficiency. Our findings shed light on the critical roles of bulk and interfacial antiferromagnetism to SOT generated by metallic AFM.


Sign in / Sign up

Export Citation Format

Share Document