Magnetic Skyrmion as a Spintronic Deep Learning Spiking Neuron Processor

IEEE Transactions on Magnetics(2018)

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摘要
Deep spiking neural networks (SNNs) have emerged as one of the popular architectures in complex pattern recognition and classification tasks that can be enabled by low-power neuromorphic hardware. However, hardware implementation of such algorithms using conventional CMOS devices is area expensive and energy inefficient. This is owing to the fundamental mismatch between the underlying neuromophic ...
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关键词
Micromagnetics,Neurons,Synapses,Magnetic tunneling,Spintronics,Biological neural networks,Computer architecture
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