Institute of Electrical and Electronics Engineers (IEEE)

Computer

, том 51 , издание 3 , страницы 52-61

Programming Spiking Neural Networks on Intel’s Loihi

Chit-Kwan Lin ¹

Andreas Wild ¹

Gautham N. Chinya ¹

YONGQIANG CAO ¹

MIKE DAVIES ¹

Daniel M. Lavery ¹

Hong Wang ¹

Скрыть аффилиации авторов Показать аффилиации авторов: 1 аффилиация

Intel Labs

Тип публикации: Journal Article

Дата публикации: 2018-03-01

Institute of Electrical and Electronics Engineers (IEEE)

Computer

scimago Q2

wos Q2

БС1

SJR: 0.551

CiteScore: 4.4

Impact factor: 2.3

ISSN: 00189162, 15580814

DOI: 10.1109/mc.2018.157113521

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General Computer Science

Краткое описание

Loihi is Intel’s novel, manycore neuromorphic processor and is the first of its kind to feature a microcode-programmable learning engine that enables on-chip training of spiking neural networks (SNNs). The authors present the Loihi toolchain, which consists of an intuitive Python-based API for specifying SNNs, a compiler and runtime for building and executing SNNs on Loihi, and several target platforms (Loihi silicon, FPGA, and functional simulator). To showcase the toolchain, the authors describe how to build, train, and use a SNN to classify handwritten digits from the MNIST database.

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Соловьев Игорь

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129 публикаций, 1 814 цитирований

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Московский государственный университет имени М.В. Ломоносова

Всероссийский научно-исследовательский институт автоматики имени Н. Л. Духова

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Информационные системы

Искусственный интеллект

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Московский государственный университет имени М.В. Ломоносова

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Московский государственный университет имени М.В. Ломоносова

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Нижегородский государственный университет им. Н.И. Лобачевского

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Lin C. et al. Programming Spiking Neural Networks on Intel’s Loihi // Computer. 2018. Vol. 51. No. 3. pp. 52-61.

ГОСТ со всеми авторами (до 50) Скопировать

Lin C., Wild A., Chinya G. N., CAO Y., DAVIES M., Lavery D. M., Wang H. Programming Spiking Neural Networks on Intel’s Loihi // Computer. 2018. Vol. 51. No. 3. pp. 52-61.

RIS |

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TY - JOUR

DO - 10.1109/mc.2018.157113521

UR - https://doi.org/10.1109/mc.2018.157113521

TI - Programming Spiking Neural Networks on Intel’s Loihi

T2 - Computer

AU - Lin, Chit-Kwan

AU - Wild, Andreas

AU - Chinya, Gautham N.

AU - CAO, YONGQIANG

AU - DAVIES, MIKE

AU - Lavery, Daniel M.

AU - Wang, Hong

PY - 2018

DA - 2018/03/01

PB - Institute of Electrical and Electronics Engineers (IEEE)

SP - 52-61

IS - 3

VL - 51

SN - 0018-9162

SN - 1558-0814

ER -

BibTex |

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@article{2018_Lin,

author = {Chit-Kwan Lin and Andreas Wild and Gautham N. Chinya and YONGQIANG CAO and MIKE DAVIES and Daniel M. Lavery and Hong Wang},

title = {Programming Spiking Neural Networks on Intel’s Loihi},

journal = {Computer},

year = {2018},

volume = {51},

publisher = {Institute of Electrical and Electronics Engineers (IEEE)},

month = {mar},

url = {https://doi.org/10.1109/mc.2018.157113521},

number = {3},

pages = {52--61},

doi = {10.1109/mc.2018.157113521}

}

MLA

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Lin, Chit-Kwan, et al. “Programming Spiking Neural Networks on Intel’s Loihi.” Computer, vol. 51, no. 3, Mar. 2018, pp. 52-61. https://doi.org/10.1109/mc.2018.157113521.

Издатель

Institute of Electrical and Electronics Engineers (IEEE)

Журнал

Computer

scimago Q2

wos Q2

БС1

SJR

0.551

CiteScore

4.4

Impact factor

2.3

ISSN

00189162 (Print)

15580814 (Electronic)