| Paper Abstract and Keywords |
| Presentation |
2017-10-19 13:45
[Invited Talk]
Analog spintronics devices and its application to artificial neural networks
Hisanao Akima, William Borders, Shunsuke Fukami, Satoshi Moriya, Shouta Kurihara, Aleksandr Kurenkov, Yoshihiko Horio, Shigeo Sato, Hideo Ohno (Tohoku Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Developing dedicated integrated circuits operating with low power consumption is indispensable to realize a large scale artificial neural network (ANN) like a human brain. Recently, emerging memories with non-volatile property have much attention for storing synaptic weights in ANNs. We have demonstrated associative memory operations using spin-orbit torque devices as non-volatile analog synaptic weights in Hopfield model. We confirmed that device mismatching can be compensated by learning process. Torrelable mismatching with respect to memory capacity was also evaluated by numerical simulation. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Neural Network / Associative Memory / Nonvolatile Memory / Spin-Orbit Torque / / / / |
| Reference Info. |
ITE Tech. Rep. |
| Paper # |
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| Date of Issue |
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| ISSN |
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| Notes on Review |
This article is a technical report without peer review, and its polished version will be published elsewhere. |
| Download PDF |
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| Conference Information |
| Committee |
IEICE-MRIS MMS |
| Conference Date |
2017-10-19 - 2017-10-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kashiwazaki energy hall, Niigata |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Recording Head, Spintronics, etc. |
| Paper Information |
| Registration To |
IEICE-MRIS |
| Conference Code |
2017-10-MR-MMS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Analog spintronics devices and its application to artificial neural networks |
| Sub Title (in English) |
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| Keyword(1) |
Neural Network |
| Keyword(2) |
Associative Memory |
| Keyword(3) |
Nonvolatile Memory |
| Keyword(4) |
Spin-Orbit Torque |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Hisanao Akima |
| 1st Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 2nd Author's Name |
William Borders |
| 2nd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 3rd Author's Name |
Shunsuke Fukami |
| 3rd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 4th Author's Name |
Satoshi Moriya |
| 4th Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 5th Author's Name |
Shouta Kurihara |
| 5th Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 6th Author's Name |
Aleksandr Kurenkov |
| 6th Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 7th Author's Name |
Yoshihiko Horio |
| 7th Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 8th Author's Name |
Shigeo Sato |
| 8th Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 9th Author's Name |
Hideo Ohno |
| 9th Author's Affiliation |
Tohoku University (Tohoku Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2017-10-19 13:45:00 |
| Presentation Time |
45 minutes |
| Registration for |
IEICE-MRIS |
| Paper # |
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| Volume (vol) |
vol.41 |
| Number (no) |
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| Page |
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| #Pages |
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| Date of Issue |
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