Presentation | 2021-01-23 DevOps Assurance Cases for Autonomous Vehicles Systems Yudai Koike, Manabu Okada, Toshinori Takai, Takumi Okuma, Yutaka Matsuno, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | With the advancement of deep learning technologies, autonomous vehicle systems will be realized. However, due to the inductive nature of deep learning, safety assurance of AI system using deep learning is difficult. Complying with international standards such as ISO26262 and SOTIF, our research targets safety assurance of autonomous vehicles with textit{DevOps Assurance Cases}, an assurance cases method which is used in both development and operational phases. DevOps assurance cases incorporate monitoring data from the system in operation, and a DevOps assurance case can change the argument structure according to the monitoring data. By DevOps assurance cases, we aim to cope with textit{changes} which will occur during the whole system lifecycle unpredictably. In this paper, first we show a use case with a face recognition system. Second, we conduct a case study with an autonomous cargo system and create system models. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | autonomous vehicle systems / safety assurance / assurance cases / Goal Structuring Notation (GSN) / Monitoring |
Paper # | KBSE2020-29 |
Date of Issue | 2021-01-16 (KBSE) |
Conference Information | |
Committee | KBSE |
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Conference Date | 2021/1/23(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Online |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | General, Student |
Chair | Hiroyuki Nakagawa(Osaka Univ.) |
Vice Chair | Takuya Saruwatari(NTT Data) |
Secretary | Takuya Saruwatari(OKI) |
Assistant | Shinpei Ogata(Shinshu Univ.) / Erina Nakihara(Doshisha Univ,) |
Paper Information | |
Registration To | Technical Committee on Knowledge-Based Software Engineering |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | DevOps Assurance Cases for Autonomous Vehicles Systems |
Sub Title (in English) | |
Keyword(1) | autonomous vehicle systems |
Keyword(2) | safety assurance |
Keyword(3) | assurance cases |
Keyword(4) | Goal Structuring Notation (GSN) |
Keyword(5) | Monitoring |
1st Author's Name | Yudai Koike |
1st Author's Affiliation | Nihon University(Nihon Univ.) |
2nd Author's Name | Manabu Okada |
2nd Author's Affiliation | Tier4, Inc.(Tier4) |
3rd Author's Name | Toshinori Takai |
3rd Author's Affiliation | Change Vision, Inc.(Change Vision) |
4th Author's Name | Takumi Okuma |
4th Author's Affiliation | Nihon University(Nihon Univ.) |
5th Author's Name | Yutaka Matsuno |
5th Author's Affiliation | Nihon University(Nihon Univ.) |
Date | 2021-01-23 |
Paper # | KBSE2020-29 |
Volume (vol) | vol.120 |
Number (no) | KBSE-334 |
Page | pp.pp.1-6(KBSE), |
#Pages | 6 |
Date of Issue | 2021-01-16 (KBSE) |