Presentation | 2017-11-07 Stochastic Number Generation with Internal Signals of Peripheral Logic Circuits Naoya Kubota, Maki Fujiha, Hideyuki Ichihara, Tsuyoshi Iwagaki, Tomoo Inoue, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Stochastic computing (SC), which is an approximate computation with probabilities, has attracted at- tention because it has distinct advantages in hardware cost and fault tolerance. In SC, numbers to be calculated are represented by the probabilities of one occurring in binary sequences and the numbers are transformed from binary (or deterministic) numbers by stochastic number generators (SNGs). In this paper, we propose a new SC scheme in which SNGs of an SC circuit exploit the internal signals of its peripheral logic circuits for generating random numbers. Furthermore, we propose an algorithm for appropriately selecting signal lines so as to reduce both of conversion errors and correlation-induced errors |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | stochastic computing / stochastic number / conversion error / correlation-induced error / chi-square-value |
Paper # | VLD2017-47,DC2017-53 |
Date of Issue | 2017-10-30 (VLD, DC) |
Conference Information | |
Committee | VLD / DC / CPSY / RECONF / CPM / ICD / IE / IPSJ-SLDM / IPSJ-EMB / IPSJ-ARC |
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Conference Date | 2017/11/6(3days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Kumamoto-Kenminkouryukan Parea |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Design Gaia 2017 -New Field of VLSI Design- |
Chair | Hiroyuki Ochi(Ritsumeikan Univ.) / Michiko Inoue(NAIST) / Koji Nakano(Hiroshima Univ.) / Masato Motomura(Hokkaido Univ.) / Fumihiko Hirose(Yamagata Univ.) / Hideto Hidaka(Renesas) / Takayuki Hamamoto(Tokyo Univ. of Science) / Kiyoharu Hamaguchi(Shimane Univ.) / 渡辺 晴美(東海大) / Masahiro Goshima(NII) |
Vice Chair | Noriyuki Minegishi(Mitsubishi Electric) / Satoshi Fukumoto(Tokyo Metropolitan Univ.) / Hidetsugu Irie(Univ. of Tokyo) / Takashi Miyoshi(Fujitsu) / Yuichiro Shibata(Nagasaki Univ.) / Kentaro Sano(Tohoku Univ.) / Mayumi Takeyama(Kitami Inst. of Tech.) / Makoto Nagata(Kobe Univ.) / Kazuya Kodama(NII) / Hideaki Kimata(NTT) |
Secretary | Noriyuki Minegishi(Hiroshima City Univ.) / Satoshi Fukumoto(NTT) / Hidetsugu Irie(Kyoto Sangyo Univ.) / Takashi Miyoshi(Tokyo Inst. of Tech.) / Yuichiro Shibata(Utsunomiya Univ.) / Kentaro Sano(Hokkaido Univ.) / Mayumi Takeyama(Hiroshima City Univ.) / Makoto Nagata(e-trees.Japan) / Kazuya Kodama(Nihon Univ.) / Hideaki Kimata(Toyohashi Univ. of Tech.) / (Univ. of Tokyo) / (Panasonic) / (Nagoya Univ.) |
Assistant | / Masayuki Arai(Nihon Univ.) / Yasuaki Ito(Hiroshima Univ.) / Tomoaki Tsumura(Nagoya Inst. of Tech.) / Yuuki Kobayashi(NEC) / Hiroki Nakahara(Tokyo Inst. of Tech.) / Yuichi Akage(NTT) / Masanori Natsui(Tohoku Univ.) / Masatoshi Tsuge(Socionext) / Hiroyuki Ito(Tokyo Inst. of Tech.) / Pham Konkuha(Univ. of Electro-Comm.) / Yasutaka Matsuo(NHK) / Kazuya Hayase(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 | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Stochastic Number Generation with Internal Signals of Peripheral Logic Circuits |
Sub Title (in English) | |
Keyword(1) | stochastic computing |
Keyword(2) | stochastic number |
Keyword(3) | conversion error |
Keyword(4) | correlation-induced error |
Keyword(5) | chi-square-value |
1st Author's Name | Naoya Kubota |
1st Author's Affiliation | Hiroshima City University(Hiroshima City Univ.) |
2nd Author's Name | Maki Fujiha |
2nd Author's Affiliation | Hiroshima City University(Hiroshima City Univ.) |
3rd Author's Name | Hideyuki Ichihara |
3rd Author's Affiliation | Hiroshima City University(Hiroshima City Univ.) |
4th Author's Name | Tsuyoshi Iwagaki |
4th Author's Affiliation | Hiroshima City University(Hiroshima City Univ.) |
5th Author's Name | Tomoo Inoue |
5th Author's Affiliation | Hiroshima City University(Hiroshima City Univ.) |
Date | 2017-11-07 |
Paper # | VLD2017-47,DC2017-53 |
Volume (vol) | vol.117 |
Number (no) | VLD-273,DC-274 |
Page | pp.pp.115-120(VLD), pp.115-120(DC), |
#Pages | 6 |
Date of Issue | 2017-10-30 (VLD, DC) |