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Brain-Inspired Computing Using Magnetic Domain Wall Devices
August 8, 2024 @ 6:30 pm - 8:00 pm PDT
Hybrid Meeting
On-line and In Person at Quadrant
Refreshments will be available at Quadrant prior to the start of the presentation.
Presentation starts at 7:00 PM PT (GMT-8)
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Abstract:
Neuromorphic computing, or brain-inspired computing, is a promising solution to the energy inefficiency of the von Neumann architecture in AI applications. Practical implementation of spin-based neuromorphic computing requires designing and fabricating electronic analogues of neurons and synapses, with synaptic devices offering multiple resistance states and neuron devices providing pulse outputs when input thresholds are exceeded. Our laboratory has been developing various synaptic and neuron devices, focusing on domain wall (DW) devices based on magnetic tunnel junctions (MTJs). These devices, driven by spin-orbit torque, achieve low-energy DW motion and translate DW position into resistance levels or voltage pulses. This talk will cover the design of synthetic neurons, synaptic elements, and materials, starting with an introductory overview at first-year graduate student level, and concluding with the latest research developments.
Speaker: