| Presentation | 2022-03-10 Safety risk analysis and evaluation method for DNN system in autonomous driving Tomoko Kaneko, Yuji Takahashi, Shinichi Yamaguchi, Junji Hashimoto, Nobukazu Yoshioka, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | There is a great concern about the quality of current AI, especially DNN (deep learning), especially about its safety and reliability. We have been investigating how to ensure the safety of DNNs by using risk management procedures for systems containing DNNs in the case of automated driving. In this paper, we present the whole picture in the form of an argument, and show in detail the problems, methods for solving them, and their significance in each procedure. The system level safety analysis is connected to the development of individual DNN models, and each DNN model development process is improved to connect to the improvement technology of DNN itself. By this method, we aim to build a system that can repeat the improvement of DNN. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | AI / DNN / Safety / Risk Management / Safety Argumentation |
| Paper # | KBSE2021-51 |
| Date of Issue | 2022-03-02 (KBSE) |
| Conference Information | |
| Committee | KBSE |
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| Conference Date | 2022/3/9(2days) |
| 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(Shinsｈu Univ) |
| Assistant | Hideharu Kojima(Osaka Univ.) / Yutaro Kashiwa(Kyushu 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) | Safety risk analysis and evaluation method for DNN system in autonomous driving |
| Sub Title (in English) | |
| Keyword(1) | AI |
| Keyword(2) | DNN |
| Keyword(3) | Safety |
| Keyword(4) | Risk Management |
| Keyword(5) | Safety Argumentation |
| Keyword(6) | |
| 1st Author's Name | Tomoko Kaneko |
| 1st Author's Affiliation | National Institute of Informatics(NII) |
| 2nd Author's Name | Yuji Takahashi |
| 2nd Author's Affiliation | National Institute of Informatics(NII) |
| 3rd Author's Name | Shinichi Yamaguchi |
| 3rd Author's Affiliation | Keio University SDM Research Center(SDM) |
| 4th Author's Name | Junji Hashimoto |
| 4th Author's Affiliation | GREE(GREE) |
| 5th Author's Name | Nobukazu Yoshioka |
| 5th Author's Affiliation | Waseda University(Soudai) |
| Date | 2022-03-10 |
| Paper # | KBSE2021-51 |
| Volume (vol) | vol.121 |
| Number (no) | KBSE-424 |
| Page | pp.pp.60-65(KBSE), |
| #Pages | 6 |
| Date of Issue | 2022-03-02 (KBSE) |