Nature Nanotechnology, volume 15, issue 7, pages 517-528

Neuromorphic nanoelectronic materials

Vinod K. Sangwan ¹

Mark C. Hersam ^{1, 2, 3}

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Department of Materials science and Engineering, Northwestern University, Evanston, USA |

Department of Chemistry, Northwestern University, Evanston, USA |

Department of Electrical and Computer Engineering, Northwestern University, Evanston, USA |

Publication type: Journal Article

Publication date: 2020-03-02

Springer Nature

Journal: Nature Nanotechnology

Quartile SCImago

Quartile WOS

Impact factor: 38.3

ISSN: 17483387, 17483395

DOI: 10.1038/s41565-020-0647-z

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Atomic and Molecular Physics, and Optics

Condensed Matter Physics

General Materials Science

Electrical and Electronic Engineering

Bioengineering

Biomedical Engineering

Abstract

Memristive and nanoionic devices have recently emerged as leading candidates for neuromorphic computing architectures. While top-down fabrication based on conventional bulk materials has enabled many early neuromorphic devices and circuits, bottom-up approaches based on low-dimensional nanomaterials have shown novel device functionality that often better mimics a biological neuron. In addition, the chemical, structural and compositional tunability of low-dimensional nanomaterials coupled with the permutational flexibility enabled by van der Waals heterostructures offers significant opportunities for artificial neural networks. In this Review, we present a critical survey of emerging neuromorphic devices and architectures enabled by quantum dots, metal nanoparticles, polymers, nanotubes, nanowires, two-dimensional layered materials and van der Waals heterojunctions with a particular emphasis on bio-inspired device responses that are uniquely enabled by low-dimensional topology, quantum confinement and interfaces. We also provide a forward-looking perspective on the opportunities and challenges of neuromorphic nanoelectronic materials in comparison with more mature technologies based on traditional bulk electronic materials. This Review highlights the progress made towards the development of neuromorphic devices and architectures enabled by low-dimensional nanomaterials

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Citations by journals

	5 10 15 20 25 30
Advanced Materials	Advanced Materials, 30, 5.62% Advanced Materials 30 publications, 5.62%
Advanced Functional Materials	Advanced Functional Materials, 28, 5.24% Advanced Functional Materials 28 publications, 5.24%
Advanced Electronic Materials	Advanced Electronic Materials, 22, 4.12% Advanced Electronic Materials 22 publications, 4.12%
Nature Communications	Nature Communications, 21, 3.93% Nature Communications 21 publications, 3.93%
Applied Physics Letters	Applied Physics Letters, 20, 3.75% Applied Physics Letters 20 publications, 3.75%
ACS Nano	ACS Nano, 16, 3% ACS Nano 16 publications, 3%
ACS applied materials & interfaces	ACS applied materials & interfaces, 14, 2.62% ACS applied materials & interfaces 14 publications, 2.62%
ACS Applied Electronic Materials	ACS Applied Electronic Materials, 13, 2.43% ACS Applied Electronic Materials 13 publications, 2.43%
Advanced Intelligent Systems	Advanced Intelligent Systems, 12, 2.25% Advanced Intelligent Systems 12 publications, 2.25%
Advanced Science	Advanced Science, 8, 1.5% Advanced Science 8 publications, 1.5%
Journal of Applied Physics	Journal of Applied Physics, 8, 1.5% Journal of Applied Physics 8 publications, 1.5%
Nanomaterials	Nanomaterials, 8, 1.5% Nanomaterials 8 publications, 1.5%
Neuromorphic Computing and Engineering	Neuromorphic Computing and Engineering, 8, 1.5% Neuromorphic Computing and Engineering 8 publications, 1.5%
Nanotechnology	Nanotechnology, 7, 1.31% Nanotechnology 7 publications, 1.31%
Small	Small, 7, 1.31% Small 7 publications, 1.31%
Scientific Reports	Scientific Reports, 6, 1.12% Scientific Reports 6 publications, 1.12%
Journal of Materials Chemistry C	Journal of Materials Chemistry C, 6, 1.12% Journal of Materials Chemistry C 6 publications, 1.12%
ACS Applied Nano Materials	ACS Applied Nano Materials, 6, 1.12% ACS Applied Nano Materials 6 publications, 1.12%
Nano Research	Nano Research, 5, 0.94% Nano Research 5 publications, 0.94%
Advanced Materials Technologies	Advanced Materials Technologies, 5, 0.94% Advanced Materials Technologies 5 publications, 0.94%
Chemical Reviews	Chemical Reviews, 5, 0.94% Chemical Reviews 5 publications, 0.94%
Nano Letters	Nano Letters, 5, 0.94% Nano Letters 5 publications, 0.94%
Science advances	Science advances, 5, 0.94% Science advances 5 publications, 0.94%
Ceramics International	Ceramics International, 4, 0.75% Ceramics International 4 publications, 0.75%
Applied Physics Reviews	Applied Physics Reviews, 4, 0.75% Applied Physics Reviews 4 publications, 0.75%
Journal Physics D: Applied Physics	Journal Physics D: Applied Physics, 4, 0.75% Journal Physics D: Applied Physics 4 publications, 0.75%
Materials Today Physics	Materials Today Physics, 4, 0.75% Materials Today Physics 4 publications, 0.75%
Journal of Physical Chemistry Letters	Journal of Physical Chemistry Letters, 4, 0.75% Journal of Physical Chemistry Letters 4 publications, 0.75%
Physical Review Applied	Physical Review Applied, 3, 0.56% Physical Review Applied 3 publications, 0.56%
	5 10 15 20 25 30

Citations by publishers

	20 40 60 80 100 120 140
Wiley	Wiley, 140, 26.22% Wiley 140 publications, 26.22%
American Chemical Society (ACS)	American Chemical Society (ACS), 74, 13.86% American Chemical Society (ACS) 74 publications, 13.86%
Elsevier	Elsevier, 73, 13.67% Elsevier 73 publications, 13.67%
Springer Nature	Springer Nature, 64, 11.99% Springer Nature 64 publications, 11.99%
American Institute of Physics (AIP)	American Institute of Physics (AIP), 39, 7.3% American Institute of Physics (AIP) 39 publications, 7.3%
IOP Publishing	IOP Publishing, 29, 5.43% IOP Publishing 29 publications, 5.43%
Royal Society of Chemistry (RSC)	Royal Society of Chemistry (RSC), 21, 3.93% Royal Society of Chemistry (RSC) 21 publications, 3.93%
IEEE	IEEE, 17, 3.18% IEEE 17 publications, 3.18%
Multidisciplinary Digital Publishing Institute (MDPI)	Multidisciplinary Digital Publishing Institute (MDPI), 16, 3% Multidisciplinary Digital Publishing Institute (MDPI) 16 publications, 3%
American Physical Society (APS)	American Physical Society (APS), 11, 2.06% American Physical Society (APS) 11 publications, 2.06%
Frontiers Media S.A.	Frontiers Media S.A., 6, 1.12% Frontiers Media S.A. 6 publications, 1.12%
American Association for the Advancement of Science (AAAS)	American Association for the Advancement of Science (AAAS), 6, 1.12% American Association for the Advancement of Science (AAAS) 6 publications, 1.12%
Taylor & Francis	Taylor & Francis, 4, 0.75% Taylor & Francis 4 publications, 0.75%
Cambridge University Press	Cambridge University Press, 2, 0.37% Cambridge University Press 2 publications, 0.37%
University of Science and Technology Beijing	University of Science and Technology Beijing, 2, 0.37% University of Science and Technology Beijing 2 publications, 0.37%
Japan Society of Applied Physics	Japan Society of Applied Physics, 2, 0.37% Japan Society of Applied Physics 2 publications, 0.37%
Science in China Press	Science in China Press, 2, 0.37% Science in China Press 2 publications, 0.37%
Public Library of Science (PLoS)	Public Library of Science (PLoS), 1, 0.19% Public Library of Science (PLoS) 1 publication, 0.19%
Walter de Gruyter	Walter de Gruyter, 1, 0.19% Walter de Gruyter 1 publication, 0.19%
Cold Spring Harbor Laboratory	Cold Spring Harbor Laboratory, 1, 0.19% Cold Spring Harbor Laboratory 1 publication, 0.19%
Optical Society of America	Optical Society of America, 1, 0.19% Optical Society of America 1 publication, 0.19%
Hindawi Limited	Hindawi Limited, 1, 0.19% Hindawi Limited 1 publication, 0.19%
Proceedings of the National Academy of Sciences (PNAS)	Proceedings of the National Academy of Sciences (PNAS), 1, 0.19% Proceedings of the National Academy of Sciences (PNAS) 1 publication, 0.19%
Autonomous Non-profit Organization Editorial Board of the journal Uspekhi Khimii	Autonomous Non-profit Organization Editorial Board of the journal Uspekhi Khimii, 1, 0.19% Autonomous Non-profit Organization Editorial Board of the journal Uspekhi Khimii 1 publication, 0.19%
	20 40 60 80 100 120 140

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Sangwan V. K. et al. Neuromorphic nanoelectronic materials // Nature Nanotechnology. 2020. Vol. 15. No. 7. pp. 517-528.

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Sangwan V. K., Hersam M. C. Neuromorphic nanoelectronic materials // Nature Nanotechnology. 2020. Vol. 15. No. 7. pp. 517-528.

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RIS Copy

TY - JOUR

DO - 10.1038/s41565-020-0647-z

UR - https://doi.org/10.1038/s41565-020-0647-z

TI - Neuromorphic nanoelectronic materials

T2 - Nature Nanotechnology

AU - Sangwan, Vinod K.

AU - Hersam, Mark C.

PY - 2020

DA - 2020/03/02 00:00:00

PB - Springer Nature

SP - 517-528

IS - 7

VL - 15

SN - 1748-3387

SN - 1748-3395

ER -

BibTex |

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BibTex Copy

@article{2020_Sangwan,

author = {Vinod K. Sangwan and Mark C. Hersam},

title = {Neuromorphic nanoelectronic materials},

journal = {Nature Nanotechnology},

year = {2020},

volume = {15},

publisher = {Springer Nature},

month = {mar},

url = {https://doi.org/10.1038/s41565-020-0647-z},

number = {7},

pages = {517--528},

doi = {10.1038/s41565-020-0647-z}

}

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MLA Copy

Sangwan, Vinod K., et al. “Neuromorphic nanoelectronic materials.” Nature Nanotechnology, vol. 15, no. 7, Mar. 2020, pp. 517-528. https://doi.org/10.1038/s41565-020-0647-z.

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Springer Nature

Journal

Nature Nanotechnology

Quartile SCImago

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17483387 (Print)
17483395 (Electronic)