Implementation of Intelligent Agents for Network Traffic and Security Risk Analysis in Cyber-Physical Systems
| Title | Implementation of Intelligent Agents for Network Traffic and Security Risk Analysis in Cyber-Physical Systems |
| Publication Type | Conference Paper |
| Year of Publication | 2018 |
| Authors | Kotenko, Igor, Ageev, Sergey, Saenko, Igor |
| Conference Name | Proceedings of the 11th International Conference on Security of Information and Networks |
| Date Published | September 2018 |
| Publisher | ACM |
| ISBN Number | 978-1-4503-6608-3 |
| Keywords | anomaly detection, Cyber-physical systems, Fuzzy logic, fuzzy logical inference, Metrics, network traffic analysis, pubcrawl, resilience, Resiliency, security, security risk analysis |
| Abstract | The paper offers an approach for implementation of intelligent agents intended for network traffic and security risk analysis in cyber-physical systems. The agents are based on the algorithm of pseudo-gradient adaptive anomaly detection and fuzzy logical inference. The suggested algorithm operates in real time. The fuzzy logical inference is used for regulation of algorithm parameters. The variants of the implementation are proposed. The experimental assessment of the approach confirms its high speed and adequate accuracy for network traffic analysis. |
| URL | https://dl.acm.org/doi/10.1145/3264437.3264487 |
| DOI | 10.1145/3264437.3264487 |
| Citation Key | kotenko_implementation_2018 |