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Ultralow Energy Domain Wall Device for Spin-Based Neuromorphic Computing
Durgesh Kumar1, Hong Jing Chung2, JianPeng Chan1
1School of Physical and Mathematical Sciences, Nanyang Technological University, 21 Nanyang Link, 637371, Singapore.
ACS Nano
|March 21, 2023
Summary
Researchers engineered beta-tungsten (β-W) materials to demonstrate domain wall (DW) motion at extremely low energies, paving the way for ultralow-power neuromorphic computing devices.
Area of Science:
- Materials Science
- Spintronics
- Neuromorphic Computing
Background:
- Neuromorphic computing (NC) aims for low-power intelligent devices.
- Spintronic devices offer high endurance for synthetic neurons and synapses.
- Domain wall (DW) devices are favored for low-energy operation in NC.
Purpose of the Study:
- To demonstrate ultralow-energy domain wall (DW) motion for neuromorphic computing.
- To engineer beta-tungsten (β-W) materials to reduce energy consumption in DW devices.
Main Methods:
- Engineered β-W spin-orbit coupling (SOC) material.
- Demonstrated DW motion at current densities as low as 10^6 A/m^2.
- Utilized a meander DW device configuration for controlled DW motion.
Main Results:
- Achieved ultralow pinning fields and reduced current density by 10^4.
- Measured energy consumption of 0.4 fJ for 18.6 μm DW motion.
- Attained an energy consumption of 27 aJ/bit for a 1 μm bit length.
Conclusions:
- Demonstrated a viable path towards ultralow energy consumption in spin-based neuromorphic elements.
- Controlled DW motion in a meander device configuration is suitable for synapse applications.
- Engineered β-W materials show significant potential for energy-efficient neuromorphic devices.
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