Paper Abstract and Keywords |
Presentation |
2021-01-23 13:05
DevOps Assurance Cases for Autonomous Vehicles Systems Yudai Koike (Nihon Univ.), Manabu Okada (Tier4), Toshinori Takai (Change Vision), Takumi Okuma, Yutaka Matsuno (Nihon Univ.) KBSE2020-29 |
Abstract |
(in Japanese) |
(See Japanese page) |
(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) |
(in English) |
autonomous vehicle systems / safety assurance / assurance cases / Goal Structuring Notation (GSN) / Monitoring / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 334, KBSE2020-29, pp. 1-6, Jan. 2021. |
Paper # |
KBSE2020-29 |
Date of Issue |
2021-01-16 (KBSE) |
ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
Notes on Review |
This article is a technical report without peer review, and its polished version will be published elsewhere. |
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KBSE2020-29 |
Conference Information |
Committee |
KBSE |
Conference Date |
2021-01-23 - 2021-01-23 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
General, Student |
Paper Information |
Registration To |
KBSE |
Conference Code |
2021-01-KBSE |
Language |
Japanese |
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) |
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Keyword(1) |
autonomous vehicle systems |
Keyword(2) |
safety assurance |
Keyword(3) |
assurance cases |
Keyword(4) |
Goal Structuring Notation (GSN) |
Keyword(5) |
Monitoring |
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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 |
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Nihon University (Nihon Univ.) |
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Speaker |
Author-1 |
Date Time |
2021-01-23 13:05:00 |
Presentation Time |
30 minutes |
Registration for |
KBSE |
Paper # |
KBSE2020-29 |
Volume (vol) |
vol.120 |
Number (no) |
no.334 |
Page |
pp.1-6 |
#Pages |
6 |
Date of Issue |
2021-01-16 (KBSE) |
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