Collaborative Anomaly Detection in Distributed SDN
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
| Original language | English |
|---|---|
| Title of host publication | 2020 IEEE Global Communications Conference (GLOBECOM 2020) - Proceedings |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. |
| ISBN (electronic) | 978-1-7281-8298-8 |
| Publication status | Published - Dec 2020 |
Publication series
| Name | IEEE Global Communications Conference, GLOBECOM - Proceedings |
|---|
Conference
| Title | 2020 IEEE Global Communications Conference (GLOBECOM 2020) |
|---|---|
| Location | Taipei International Convention Center (8–10 Dec: In-person; 7-11 Dec: Virtual) |
| Place | Taiwan |
| City | Taipei |
| Period | 7 - 11 December 2020 |
Link(s)
Abstract
To mitigate the issues of scalability and reliability in centralized SDN, distributed SDN has emerged. However, cyber attacks in distributed SDN become increasingly serious. Since each distributed SDN controller can only obtain the network flows of its sub-network, a single controller with the biased flow information cannot detect all types of attacks in the entire network and the overall detection is a challenge. To solve the biased flow problem, we propose a collaborative anomaly detection scheme in distributed SDN, which enables multiple SDN controllers jointly train a global detection model to identify cyber attacks. We evaluate its performance based on a real-world dataset and the results show that our scheme is efficient and accurate in cyber attack detection. ©2020 IEEE.
Research Area(s)
- Collaborative anomaly detection, cyber attacks, distributed SDN, generative adversarial networks
Citation Format(s)
Collaborative Anomaly Detection in Distributed SDN. / Zhou, Lei; Shu, Jiangang; Jia, Xiaohua.
2020 IEEE Global Communications Conference (GLOBECOM 2020) - Proceedings. Institute of Electrical and Electronics Engineers, Inc., 2020. (IEEE Global Communications Conference, GLOBECOM - Proceedings).
2020 IEEE Global Communications Conference (GLOBECOM 2020) - Proceedings. Institute of Electrical and Electronics Engineers, Inc., 2020. (IEEE Global Communications Conference, GLOBECOM - Proceedings).
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
