IEEE Micro, volume 38, issue 1, pages 82-99
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
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.
Top-30
Journals
|
20
40
60
80
100
120
140
160
|
|
|
Frontiers in Neuroscience
142 publications, 6.08%
|
|
|
Lecture Notes in Computer Science
55 publications, 2.36%
|
|
|
Neuromorphic Computing and Engineering
49 publications, 2.1%
|
|
|
IEEE Access
41 publications, 1.76%
|
|
|
IEEE Transactions on Circuits and Systems I: Regular Papers
36 publications, 1.54%
|
|
|
IEEE Transactions on Neural Networks and Learning Systems
34 publications, 1.46%
|
|
|
Neurocomputing
33 publications, 1.41%
|
|
|
Neural Networks
33 publications, 1.41%
|
|
|
Electronics (Switzerland)
29 publications, 1.24%
|
|
|
Nature Communications
29 publications, 1.24%
|
|
|
Advanced Intelligent Systems
23 publications, 0.99%
|
|
|
IEEE Transactions on Circuits and Systems II: Express Briefs
22 publications, 0.94%
|
|
|
Scientific Reports
20 publications, 0.86%
|
|
|
IEEE Journal on Emerging and Selected Topics in Circuits and Systems
20 publications, 0.86%
|
|
|
Advanced Materials
19 publications, 0.81%
|
|
|
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
18 publications, 0.77%
|
|
|
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
18 publications, 0.77%
|
|
|
Frontiers in Neurorobotics
17 publications, 0.73%
|
|
|
IEEE Transactions on Cognitive and Developmental Systems
17 publications, 0.73%
|
|
|
Sensors
16 publications, 0.69%
|
|
|
IEEE Transactions on Biomedical Circuits and Systems
15 publications, 0.64%
|
|
|
Applied Physics Letters
13 publications, 0.56%
|
|
|
ACM Journal on Emerging Technologies in Computing Systems
12 publications, 0.51%
|
|
|
Frontiers in Neuroinformatics
11 publications, 0.47%
|
|
|
Nature Machine Intelligence
11 publications, 0.47%
|
|
|
Communications in Computer and Information Science
11 publications, 0.47%
|
|
|
Frontiers in Computational Neuroscience
10 publications, 0.43%
|
|
|
Nature Electronics
10 publications, 0.43%
|
|
|
Journal of Applied Physics
9 publications, 0.39%
|
|
|
20
40
60
80
100
120
140
160
|
Publishers
|
100
200
300
400
500
600
700
800
900
1000
|
|
|
Institute of Electrical and Electronics Engineers (IEEE)
975 publications, 41.77%
|
|
|
Springer Nature
262 publications, 11.23%
|
|
|
Frontiers Media S.A.
198 publications, 8.48%
|
|
|
Elsevier
164 publications, 7.03%
|
|
|
Association for Computing Machinery (ACM)
150 publications, 6.43%
|
|
|
MDPI
91 publications, 3.9%
|
|
|
Wiley
90 publications, 3.86%
|
|
|
IOP Publishing
76 publications, 3.26%
|
|
|
AIP Publishing
48 publications, 2.06%
|
|
|
Cold Spring Harbor Laboratory
26 publications, 1.11%
|
|
|
American Chemical Society (ACS)
22 publications, 0.94%
|
|
|
American Association for the Advancement of Science (AAAS)
14 publications, 0.6%
|
|
|
Royal Society of Chemistry (RSC)
12 publications, 0.51%
|
|
|
Optica Publishing Group
11 publications, 0.47%
|
|
|
American Physical Society (APS)
9 publications, 0.39%
|
|
|
The Royal Society
8 publications, 0.34%
|
|
|
Science in China Press
8 publications, 0.34%
|
|
|
Oxford University Press
8 publications, 0.34%
|
|
|
MIT Press
7 publications, 0.3%
|
|
|
Pleiades Publishing
7 publications, 0.3%
|
|
|
IntechOpen
7 publications, 0.3%
|
|
|
Japan Society of Applied Physics
6 publications, 0.26%
|
|
|
Institute of Electronics, Information and Communications Engineers (IEICE)
6 publications, 0.26%
|
|
|
Taylor & Francis
5 publications, 0.21%
|
|
|
SAGE
4 publications, 0.17%
|
|
|
Acta Physica Sinica, Chinese Physical Society and Institute of Physics, Chinese Academy of Sciences
4 publications, 0.17%
|
|
|
Proceedings of the National Academy of Sciences (PNAS)
4 publications, 0.17%
|
|
|
EDP Sciences
3 publications, 0.13%
|
|
|
World Scientific
3 publications, 0.13%
|
|
|
100
200
300
400
500
600
700
800
900
1000
|
- We do not take into account publications without a DOI.
- Statistics recalculated only for publications connected to researchers, organizations and labs registered on the platform.
- Statistics recalculated weekly.
Are you a researcher?
Create a profile to get free access to personal recommendations for colleagues and new articles.
Metrics
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.