Presentation | 2018-12-05 [Keynote Address] Challenge of Post CMOS Circuit Technologies for AI Hardware Takahiro Hanyu, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Recently, it is impartant that the impact of artificial intelligence (AI) is being widely understood in several application fields and its trend will be increased more and more. In contrast, when you use AI softwares under the cloud environment, it is pointed out that its performance would be limited in several applications (ex. when many people access the cloud computer simultaneously, it is difficult to receive the respose from the could in a real time). In this sense, it is getting important to develop special-purpose AI hardware. In this presentation, I explain several problems of conventional CMOS-only-bassed AI hardware, and its solution to overcome the above problems. As concreat examples, l introduce the possiblity and the usefullness of non-volatile logic using non-volatile devices (such as Magnetic Tunnel Junction devices) and stochastic logic. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | nonvolatile logic / AIハードウェア / stochastic logic / MTJ device / IoT application / post CMOS / edge computing |
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Date of Issue |
Conference Information | |
Committee | VLD / DC / CPSY / RECONF / CPM / ICD / IE / IPSJ-SLDM / IPSJ-EMB / IPSJ-ARC |
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Conference Date | 2018/12/5(3days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Satellite Campus Hiroshima |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Design Gaia 2018 -New Field of VLSI Design- |
Chair | Noriyuki Minegishi(Mitsubishi Electric) / Satoshi Fukumoto(Tokyo Metropolitan Univ.) / Koji Nakano(Hiroshima Univ.) / Masato Motomura(Hokkaido Univ.) / Fumihiko Hirose(Yamagata Univ.) / Hideto Hidaka(Renesas) / Takayuki Hamamoto(Tokyo Univ. of Science) / Yutaka Tamiya(Fujitsu Laboratories) / 渡辺 晴美(東海大) / 井上 弘士(九大) |
Vice Chair | Nozomu Togawa(Waseda Univ.) / Hiroshi Takahashi(Ehime Univ.) / Hidetsugu Irie(Univ. of Tokyo) / Takashi Miyoshi(Fujitsu) / Yuichiro Shibata(Nagasaki Univ.) / Kentaro Sano(RIKEN) / Mayumi Takeyama(Kitami Inst. of Tech.) / Makoto Nagata(Kobe Univ.) / Hideaki Kimata(NTT) / Kazuya Kodama(NII) |
Secretary | Nozomu Togawa(NTT) / Hiroshi Takahashi(Aizu Univ.) / Hidetsugu Irie(Tokyo Inst. of Tech.) / Takashi Miyoshi(Nihon Univ.) / Yuichiro Shibata(Utsunomiya Univ.) / Kentaro Sano(Hokkaido Univ.) / Mayumi Takeyama(Hiroshima City Univ.) / Makoto Nagata(e-trees.Japan) / Hideaki Kimata(Toyohashi Univ. of Tech.) / Kazuya Kodama(NTT) / (Panasonic) / (Tohoku Univ.) / (KDDI Research) |
Assistant | / / Yasuaki Ito(Hiroshima Univ.) / Tomoaki Tsumura(Nagoya Inst. of Tech.) / Yuuki Kobayashi(NEC) / Hiroki Nakahara(Tokyo Inst. of Tech.) / Yasuo Kimura(Tokyo Univ. of Tech.) / Hideki Nakazawa(Hirosaki Univ.) / Tomoaki Terasako(Ehime Univ.) / Hiroyuki Ito(Tokyo Inst. of Tech.) / Masatoshi Tsuge(Socionext) / Tetsuya Hirose(Kobe Univ.) / Kazuya Hayase(NTT) / Yasutaka Matsuo(NHK) / Hiroe Iwasaki(NTT) |
Paper Information | |
Registration To | Technical Committee on VLSI Design Technologies / Technical Committee on Dependable Computing / Technical Committee on Computer Systems / Technical Committee on Reconfigurable Systems / Technical Committee on Component Parts and Materials / Technical Committee on Integrated Circuits and Devices / Technical Committee on Image Engineering / Special Interest Group on System and LSI Design Methodology / Special Interest Group on Embedded Systems / Special Interest Group on System Architecture |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | [Keynote Address] Challenge of Post CMOS Circuit Technologies for AI Hardware |
Sub Title (in English) | |
Keyword(1) | nonvolatile logic |
Keyword(2) | AIハードウェア |
Keyword(3) | stochastic logic |
Keyword(4) | MTJ device |
Keyword(5) | IoT application |
Keyword(6) | post CMOS |
Keyword(7) | edge computing |
1st Author's Name | Takahiro Hanyu |
1st Author's Affiliation | Tohoku University(Tohoku Univ.) |
Date | 2018-12-05 |
Paper # | |
Volume (vol) | vol.118 |
Number (no) | VLD-334,CPM-336,ICD-337,IE-338,CPSY-339,DC-335,RECONF-340 |
Page | pp.pp.-(), |
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Date of Issue |