| Presentation | 2022-03-10 Implementation and Evaluation of Real-Time Threat Detection System at the Network Edge Kota Tsuchie, Nobuyuki Nakamura, Toshihiko Matsunaga, Taketsugu Yao, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | NDR / Network Edge / Vulnerability scan / VPU / IoT |
| Paper # | IN2021-31 |
| Date of Issue | 2022-03-03 (IN) |
| Conference Information | |
| Committee | NS / IN |
|---|---|
| Conference Date | 2022/3/10(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | General |
| Chair | Akihiro Nakao(Univ. of Tokyo) / Kenji Ishida(Hiroshima City Univ.) |
| Vice Chair | Tetsuya Oishi(NTT) / Kunio Hato(Internet Multifeed) |
| Secretary | Tetsuya Oishi(NTT) / Kunio Hato(Chuo Univ.) |
| Assistant | Kotaro Mihara(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Network Systems / Technical Committee on Information Networks |
|---|---|
| Language | JPN |
| 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 |
| 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) |
| Date | 2022-03-10 |
| Paper # | IN2021-31 |
| Volume (vol) | vol.121 |
| Number (no) | IN-434 |
| Page | pp.pp.1-6(IN), |
| #Pages | 6 |
| Date of Issue | 2022-03-03 (IN) |