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Roadmap to neuromorphic computing with emerging technologies

Authors: Mehonic, Adnan; Ielmini, Daniele; Roy, Kaushik; Mutlu, Onur; Kvatinsky, Shahar; Serrano-Gotarredona, Teresa; Linares-Barranco, Bernabe; +46 Authors

Roadmap to neuromorphic computing with emerging technologies

Abstract

The roadmap is organized into several thematic sections, outlining current computing challenges, discussing the neuromorphic computing approach, analyzing mature and currently utilized technologies, providing an overview of emerging technologies, addressing material challenges, exploring novel computing concepts, and finally examining the maturity level of emerging technologies while determining the next essential steps for their advancement.

90 pages, 22 figures, roadmap, neuromorphic

Countries
Switzerland, Germany, Italy, Spain, France, Netherlands
Keywords

Signal Processing (eess.SP), FOS: Computer and information sciences, [SPI] Engineering Sciences [physics], NOVEL COMPUTING CONCEPTS, QC1-999, Resistive random-access memory, Systems and Control (eess.SY), Transistors, Memristor, Neuromorphic engineering, Resistive random-access memory, Artificial neural networks, Phase change memories, Flash memory, Ferroelectric materials, Resistive switching, Analog computation, Transistors, Electrical Engineering and Systems Science - Systems and Control, [PHYS] Physics [physics], [SPI]Engineering Sciences [physics], Hardware Architecture (cs.AR), Analog computation, FOS: Electrical engineering, electronic engineering, information engineering, Resistive switching, Electrical Engineering and Systems Science - Signal Processing, Resistive switching and memristor, Computer Science - Hardware Architecture, [PHYS]Physics [physics], Spintronic materials, Artificial neural networks, Ferroelectric materials, Physics, 600, Memristor, Phase change memories, 2D materials, neuromorphic computing, Phase change materials, Flash memory, Neuromorphic engineering, info:eu-repo/classification/ddc/600, TP248.13-248.65, Biotechnology

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    influence
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
123
Top 1%
Top 10%
Top 0.1%
Green
gold
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