CMOS-Free Multilayer Perceptron Enabled by Four-Terminal MTJ Device

February 03, 2020 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Wesley H. Brigner, Naimul Hassan, Xuan Hu, Christopher H. Bennett, Felipe Garcia-Sanchez, Matthew J. Marinella, Jean Anne C. Incorvia, Joseph S. Friedman arXiv ID 2002.00862 Category cs.NE: Neural & Evolutionary Cross-listed cond-mat.mes-hall, cs.ET, physics.app-ph Citations 4 Venue arXiv.org Last Checked 4 months ago
Abstract
Neuromorphic computing promises revolutionary improvements over conventional systems for applications that process unstructured information. To fully realize this potential, neuromorphic systems should exploit the biomimetic behavior of emerging nanodevices. In particular, exceptional opportunities are provided by the non-volatility and analog capabilities of spintronic devices. While spintronic devices have previously been proposed that emulate neurons and synapses, complementary metal-oxide-semiconductor (CMOS) devices are required to implement multilayer spintronic perceptron crossbars. This work therefore proposes a new spintronic neuron that enables purely spintronic multilayer perceptrons, eliminating the need for CMOS circuitry and simplifying fabrication.
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