Title :
Sliding Mode Observer for Anomaly Detection in TCP/AQM Networks
Author :
Rahmé, Sandy ; Labit, Yann ; Gouaisbaut, Frédéric
Abstract :
In recent years, traffic monitoring and especially anomaly estimation have constituted an open problem in the network community. This paper proposes to design an observer-based sliding mode control for time delay systems representing TCP fluid flow model. The main advantage of the sliding observer lies in estimating, in a finite time, system states while exhibiting fundamental robustness against perturbation signals like attacks or more generally anomalies. Fault is then reconstructed from the observer dynamics using smoothing techniques. The feasibility of the proposed method is studied via Simulink.
Keywords :
Internet; computer network management; computer network reliability; delays; observers; perturbation techniques; queueing theory; robust control; smoothing methods; telecommunication control; telecommunication security; telecommunication traffic; transport protocols; variable structure systems; Internet; Simulink; TCP fluid flow model; TCP/AQM network; active queue management; anomaly detection; anomaly estimation; fault reconstruction; network DDoS attack; network security; observer-based sliding mode control; perturbation signal; smoothing technique; state estimation; system robustness; time delay system; traffic monitoring; Communication system traffic control; Delay effects; Fluid dynamics; Fluid flow; Monitoring; Observers; Robustness; Sliding mode control; State estimation; Traffic control;
Conference_Titel :
Communication Theory, Reliability, and Quality of Service, 2009. CTRQ '09. Second International Conference on
Conference_Location :
Colmar
Print_ISBN :
978-1-4244-4423-6
Electronic_ISBN :
978-0-7695-3696-5
DOI :
10.1109/CTRQ.2009.18