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| Paper Abstract and Keywords | ||
| Presentation | 2022-03-10 10:20 Implementation and Evaluation of Real-Time Threat Detection System at the Network Edge Kota Tsuchie, Nobuyuki Nakamura, Toshihiko Matsunaga, Taketsugu Yao (OKI)  IN2021-31 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Data leakages and malware infections from the network edge have become to a social issue. NDR is an expected technology to detect such threats by analyzing network traffic data. NDR systems for the network edge should be implemented on an edge device not a cloud server because it is important to reduce delays of detections. Therefore, we implement a real-time threat detection system on a device which have limited computing resources. The proposed system has an anomaly detection using deep learning, and the detection model is activated on a VPU that is a hardware accelerator specialized inferring deep learning model. We evaluate an analyzable bit rate in real-time in an experimental environment. The result indicates the system can be applied to networks that generate 9 Mbit/s or less. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | NDR / Network Edge / Vulnerability scan / VPU / IoT / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 121, no. 434, IN2021-31, pp. 1-6, March 2022. | |
| Paper # | IN2021-31 | |
| Date of Issue | 2022-03-03 (IN) | |
| 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) | |
| Download PDF | IN2021-31 |
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| Conference Information | |
| Committee | NS IN |
| Conference Date | 2022-03-10 - 2022-03-11 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | General |
| Paper Information | |
| Registration To | IN |
| Conference Code | 2022-03-NS-IN |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Implementation and Evaluation of Real-Time Threat Detection System at the Network Edge |
| Sub Title (in English) | |
| Keyword(1) | NDR |
| Keyword(2) | Network Edge |
| Keyword(3) | Vulnerability scan |
| Keyword(4) | VPU |
| Keyword(5) | IoT |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Kota Tsuchie |
| 1st Author's Affiliation | Oki Electric Industry Co., Ltd. (OKI) |
| 2nd Author's Name | Nobuyuki Nakamura |
| 2nd Author's Affiliation | Oki Electric Industry Co., Ltd. (OKI) |
| 3rd Author's Name | Toshihiko Matsunaga |
| 3rd Author's Affiliation | Oki Electric Industry Co., Ltd. (OKI) |
| 4th Author's Name | Taketsugu Yao |
| 4th Author's Affiliation | Oki Electric Industry Co., Ltd. (OKI) |
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| Speaker | Author-1 |
| Date Time | 2022-03-10 10:20:00 |
| Presentation Time | 20 minutes |
| Registration for | IN |
| Paper # | IN2021-31 |
| Volume (vol) | vol.121 |
| Number (no) | no.434 |
| Page | pp.1-6 |
| #Pages | 6 |
| Date of Issue | 2022-03-03 (IN) |
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