Presentation | 2018-12-06 Stochastic Number Generation Considering Trade-off between Error and Overhead Yudai Sakamoto, Shigeru Yamashita, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Stochastic Computing (SC) is an approximation calculation method using stochastic numbers (SNs) which represent the ratio of 1's in bit strings. When we calculate $f(x)$ by SC, we need to generate many SNs whose values are equal to constant values.Therefore, if we need to generate many constant SNs, the hardware overhead becomes huge.In this paper, we propose an efficient scheme to generate constant SNs with reasonably low hardware overhead without increasing errors.Our experimental results suggest that our proposed scheme is in general very useful to provide reduce the hardware overhead for generating constant SNs without increasing errors. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Stochastic Computing / Stochastic Number / Correlation / SN duplicator |
Paper # | VLD2018-47,DC2018-33 |
Date of Issue | 2018-11-28 (VLD, DC) |
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) | Stochastic Number Generation Considering Trade-off between Error and Overhead |
Sub Title (in English) | |
Keyword(1) | Stochastic Computing |
Keyword(2) | Stochastic Number |
Keyword(3) | Correlation |
Keyword(4) | SN duplicator |
1st Author's Name | Yudai Sakamoto |
1st Author's Affiliation | Ritsumeikan University(Ritsumeikan Univ.) |
2nd Author's Name | Shigeru Yamashita |
2nd Author's Affiliation | Ritsumeikan University(Ritsumeikan Univ.) |
Date | 2018-12-06 |
Paper # | VLD2018-47,DC2018-33 |
Volume (vol) | vol.118 |
Number (no) | VLD-334,DC-335 |
Page | pp.pp.65-70(VLD), pp.65-70(DC), |
#Pages | 6 |
Date of Issue | 2018-11-28 (VLD, DC) |