Presentation | 2019-03-26 High Reliability and Safety Protection Method for Applying Artificial Intelligence to Embedded Systems Yasuhiro Omori, Akihiko Higuchi, Daisuke Kawakami, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | This paper proposes an architecture for embedded systems, which employs machine learning results. The proposed architecture ensures high-reliability and safe operations, while realizing low-cost implementation. Since, machine learning can not guarantee its results, in general it is not easy to apply it to systems under safety requirements. Moreover, since high performance computing units are necessary to carry out machine learning, it is difficult to apply the fault detection and isolation techniques with redundancy to low-cost embedded systems. Our architecture realizes high-reliability by the mechanism that judges the safety of the system from machine learning results, and duplicates the judgement part of the system. In this paper, we show the evaluation results of a prototype of the architecture to demonstrate that our architecture can be applied to ensuring the safety of the system at low cost. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | High Reliability / Functional Safety / Redundancy / Embedded System / Fail Safe / Fail Operational / AI |
Paper # | SSS2018-32 |
Date of Issue | 2019-03-19 (SSS) |
Conference Information | |
Committee | SSS |
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Conference Date | 2019/3/26(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Masaomi Kimura(Shibaura Inst. of Tech.) |
Vice Chair | Makoto Ito(Tsukuba Univ.) |
Secretary | Makoto Ito(NPO RDA) |
Assistant | Koh Kawashima(Oriental Motor) / Sei Takahashi(Nihon Univ.) |
Paper Information | |
Registration To | Technical Committee on Safety |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | High Reliability and Safety Protection Method for Applying Artificial Intelligence to Embedded Systems |
Sub Title (in English) | |
Keyword(1) | High Reliability |
Keyword(2) | Functional Safety |
Keyword(3) | Redundancy |
Keyword(4) | Embedded System |
Keyword(5) | Fail Safe |
Keyword(6) | Fail Operational |
Keyword(7) | AI |
1st Author's Name | Yasuhiro Omori |
1st Author's Affiliation | Mitsubishi Electric Corporation(Mitsubishi Electric Co.) |
2nd Author's Name | Akihiko Higuchi |
2nd Author's Affiliation | Mitsubishi Electric Corporation(Mitsubishi Electric Co.) |
3rd Author's Name | Daisuke Kawakami |
3rd Author's Affiliation | Mitsubishi Electric Corporation(Mitsubishi Electric Co.) |
Date | 2019-03-26 |
Paper # | SSS2018-32 |
Volume (vol) | vol.118 |
Number (no) | SSS-518 |
Page | pp.pp.3-6(SSS), |
#Pages | 4 |
Date of Issue | 2019-03-19 (SSS) |