Loihi: A Neuromorphic Manycore Processor with On-Chip Learning
MIKE DAVIES
1
,
Narayan Srinivasa
2
,
Tsung-han Lin
1
,
Gautham Chinya
1
,
YONGQIANG CAO
1
,
Sri Harsha Choday
1
,
Georgios Dimou
3
,
Prasad Joshi
1
,
Nabil Imam
1
,
Shweta Jain
1
,
Yuyun Liao
1
,
Chit-Kwan Lin
1
,
Andrew Lines
1
,
Ruokun Liu
1
,
Deepak Mathaikutty
1
,
Steven Mccoy
1
,
Arnab Paul
1
,
Jonathan Tse
1
,
Guruguhanathan Venkataramanan
1
,
Yi-Hsin Weng
1
,
Andreas Wild
1
,
Yoonseok Yang
1
,
Hong Wang
1
1
Intel Labs, Intel Corporation
2
Eta Compute
3
Reduced Energy Microsystems
Publication type: Journal Article
Publication date: 2018-01-16
scimago Q1
wos Q2
SJR: 0.945
CiteScore: 7.1
Impact factor: 2.9
ISSN: 02721732, 19374143
Electrical and Electronic Engineering
Hardware and Architecture
Software
Abstract
Loihi is a 60-mm2 chip fabricated in Intels 14-nm process that advances the state-of-the-art modeling of spiking neural networks in silicon. It integrates a wide range of novel features for the field, such as hierarchical connectivity, dendritic compartments, synaptic delays, and, most importantly, programmable synaptic learning rules. Running a spiking convolutional form of the Locally Competitive Algorithm, Loihi can solve LASSO optimization problems with over three orders of magnitude superior energy-delay-product compared to conventional solvers running on a CPU iso-process/voltage/area. This provides an unambiguous example of spike-based computation, outperforming all known conventional solutions.
Found
Nothing found, try to update filter.
Found
Nothing found, try to update filter.
Top-30
Journals
|
20
40
60
80
100
120
140
160
|
|
|
Frontiers in Neuroscience
155 publications, 5.34%
|
|
|
Neuromorphic Computing and Engineering
70 publications, 2.41%
|
|
|
Lecture Notes in Computer Science
70 publications, 2.41%
|
|
|
IEEE Access
54 publications, 1.86%
|
|
|
Neurocomputing
46 publications, 1.58%
|
|
|
Nature Communications
42 publications, 1.45%
|
|
|
Neural Networks
42 publications, 1.45%
|
|
|
IEEE Transactions on Circuits and Systems I: Regular Papers
41 publications, 1.41%
|
|
|
IEEE Transactions on Neural Networks and Learning Systems
41 publications, 1.41%
|
|
|
Electronics (Switzerland)
36 publications, 1.24%
|
|
|
IEEE Transactions on Circuits and Systems II: Express Briefs
29 publications, 1%
|
|
|
Advanced Materials
27 publications, 0.93%
|
|
|
Advanced Intelligent Systems
23 publications, 0.79%
|
|
|
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
22 publications, 0.76%
|
|
|
Scientific Reports
22 publications, 0.76%
|
|
|
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
21 publications, 0.72%
|
|
|
IEEE Journal on Emerging and Selected Topics in Circuits and Systems
20 publications, 0.69%
|
|
|
Sensors
19 publications, 0.65%
|
|
|
IEEE Transactions on Biomedical Circuits and Systems
19 publications, 0.65%
|
|
|
IEEE Transactions on Cognitive and Developmental Systems
18 publications, 0.62%
|
|
|
Frontiers in Neurorobotics
17 publications, 0.59%
|
|
|
Applied Physics Letters
13 publications, 0.45%
|
|
|
Frontiers in Computational Neuroscience
13 publications, 0.45%
|
|
|
Communications in Computer and Information Science
13 publications, 0.45%
|
|
|
ACM Journal on Emerging Technologies in Computing Systems
12 publications, 0.41%
|
|
|
Neural Computing and Applications
11 publications, 0.38%
|
|
|
Frontiers in Neuroinformatics
11 publications, 0.38%
|
|
|
Nature Machine Intelligence
11 publications, 0.38%
|
|
|
Nature Electronics
11 publications, 0.38%
|
|
|
20
40
60
80
100
120
140
160
|
Publishers
|
200
400
600
800
1000
1200
1400
|
|
|
Institute of Electrical and Electronics Engineers (IEEE)
1232 publications, 42.41%
|
|
|
Springer Nature
342 publications, 11.77%
|
|
|
Elsevier
231 publications, 7.95%
|
|
|
Frontiers Media S.A.
217 publications, 7.47%
|
|
|
Association for Computing Machinery (ACM)
165 publications, 5.68%
|
|
|
MDPI
115 publications, 3.96%
|
|
|
Wiley
112 publications, 3.86%
|
|
|
IOP Publishing
105 publications, 3.61%
|
|
|
AIP Publishing
54 publications, 1.86%
|
|
|
American Chemical Society (ACS)
28 publications, 0.96%
|
|
|
Cold Spring Harbor Laboratory
27 publications, 0.93%
|
|
|
Royal Society of Chemistry (RSC)
21 publications, 0.72%
|
|
|
American Association for the Advancement of Science (AAAS)
17 publications, 0.59%
|
|
|
Optica Publishing Group
14 publications, 0.48%
|
|
|
Science in China Press
12 publications, 0.41%
|
|
|
American Physical Society (APS)
11 publications, 0.38%
|
|
|
Oxford University Press
9 publications, 0.31%
|
|
|
MIT Press
8 publications, 0.28%
|
|
|
The Royal Society
8 publications, 0.28%
|
|
|
Pleiades Publishing
8 publications, 0.28%
|
|
|
Institute of Electronics, Information and Communications Engineers (IEICE)
7 publications, 0.24%
|
|
|
IntechOpen
7 publications, 0.24%
|
|
|
Taylor & Francis
6 publications, 0.21%
|
|
|
World Scientific
6 publications, 0.21%
|
|
|
Japan Society of Applied Physics
6 publications, 0.21%
|
|
|
SAGE
4 publications, 0.14%
|
|
|
Acta Physica Sinica, Chinese Physical Society and Institute of Physics, Chinese Academy of Sciences
4 publications, 0.14%
|
|
|
Proceedings of the National Academy of Sciences (PNAS)
4 publications, 0.14%
|
|
|
EDP Sciences
3 publications, 0.1%
|
|
|
200
400
600
800
1000
1200
1400
|
- We do not take into account publications without a DOI.
- Statistics recalculated weekly.
Are you a researcher?
Create a profile to get free access to personal recommendations for colleagues and new articles.
Metrics
2.9k
Total citations:
2912
Citations from 2024:
959
(33.01%)
Cite this
GOST |
RIS |
BibTex |
MLA
Cite this
GOST
Copy
DAVIES M. et al. Loihi: A Neuromorphic Manycore Processor with On-Chip Learning // IEEE Micro. 2018. Vol. 38. No. 1. pp. 82-99.
GOST all authors (up to 50)
Copy
DAVIES M., Srinivasa N., Lin T., Chinya G., CAO Y., Choday S. H., Dimou G., Joshi P., Imam N., Jain S., Liao Y., Lin C., Lines A., Liu R., Mathaikutty D., Mccoy S., Paul A., Tse J., Venkataramanan G., Weng Y., Wild A., Yang Y., Wang H. Loihi: A Neuromorphic Manycore Processor with On-Chip Learning // IEEE Micro. 2018. Vol. 38. No. 1. pp. 82-99.
Cite this
RIS
Copy
TY - JOUR
DO - 10.1109/MM.2018.112130359
UR - https://doi.org/10.1109/MM.2018.112130359
TI - Loihi: A Neuromorphic Manycore Processor with On-Chip Learning
T2 - IEEE Micro
AU - DAVIES, MIKE
AU - Srinivasa, Narayan
AU - Lin, Tsung-han
AU - Chinya, Gautham
AU - CAO, YONGQIANG
AU - Choday, Sri Harsha
AU - Dimou, Georgios
AU - Joshi, Prasad
AU - Imam, Nabil
AU - Jain, Shweta
AU - Liao, Yuyun
AU - Lin, Chit-Kwan
AU - Lines, Andrew
AU - Liu, Ruokun
AU - Mathaikutty, Deepak
AU - Mccoy, Steven
AU - Paul, Arnab
AU - Tse, Jonathan
AU - Venkataramanan, Guruguhanathan
AU - Weng, Yi-Hsin
AU - Wild, Andreas
AU - Yang, Yoonseok
AU - Wang, Hong
PY - 2018
DA - 2018/01/16
PB - Institute of Electrical and Electronics Engineers (IEEE)
SP - 82-99
IS - 1
VL - 38
SN - 0272-1732
SN - 1937-4143
ER -
Cite this
BibTex (up to 50 authors)
Copy
@article{2018_DAVIES,
author = {MIKE DAVIES and Narayan Srinivasa and Tsung-han Lin and Gautham Chinya and YONGQIANG CAO and Sri Harsha Choday and Georgios Dimou and Prasad Joshi and Nabil Imam and Shweta Jain and Yuyun Liao and Chit-Kwan Lin and Andrew Lines and Ruokun Liu and Deepak Mathaikutty and Steven Mccoy and Arnab Paul and Jonathan Tse and Guruguhanathan Venkataramanan and Yi-Hsin Weng and Andreas Wild and Yoonseok Yang and Hong Wang},
title = {Loihi: A Neuromorphic Manycore Processor with On-Chip Learning},
journal = {IEEE Micro},
year = {2018},
volume = {38},
publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
month = {jan},
url = {https://doi.org/10.1109/MM.2018.112130359},
number = {1},
pages = {82--99},
doi = {10.1109/MM.2018.112130359}
}
Cite this
MLA
Copy
DAVIES, MIKE, et al. “Loihi: A Neuromorphic Manycore Processor with On-Chip Learning.” IEEE Micro, vol. 38, no. 1, Jan. 2018, pp. 82-99. https://doi.org/10.1109/MM.2018.112130359.