Chattering-Free Terminal Sliding-Mode Observer for Anomaly Detection

This paper proposes a chattering-free terminal sliding-mode observer used for the network behavior anomaly detection in TCP/IP networks. The proposed observer can track the fluid-flow model representing the TCP/IP behaviors in a router level. Unlike traditional sliding-mode observers, the proposed observer behaves as a full-order dynamics during the sliding-mode motion. The smooth control signal of the observer can be directly utilized to estimate the queue length dynamics representing a distributed anomaly in the TCP/IP network. The simulations are carried out to verify the effectiveness of the proposed method.

[1]  Chunming Qiao,et al.  Advances in Active Queue Management (AQM) Based TCP Congestion Control , 2004, Telecommun. Syst..

[2]  Frédéric Gouaisbaut,et al.  Robust control tools for traffic monitoring in TCP/AQM networks , 2009, ArXiv.

[3]  Frédéric Gouaisbaut,et al.  Sliding Mode Observer for Anomaly Detection in TCP/AQM Networks , 2009, 2009 Second International Conference on Communication Theory, Reliability, and Quality of Service.

[4]  Donald F. Towsley,et al.  A control theoretic analysis of RED , 2001, Proceedings IEEE INFOCOM 2001. Conference on Computer Communications. Twentieth Annual Joint Conference of the IEEE Computer and Communications Society (Cat. No.01CH37213).

[5]  Ramón Cáceres Measurements of Wide Area Internet TraffiC , 1989 .

[6]  Frédéric Gouaisbaut,et al.  Network anomaly estimation for TCP/AQM networks using an observer , 2008 .

[7]  Frédéric Gouaisbaut,et al.  An unknown input sliding observer for anomaly detection in TCP/IP networks , 2009, 2009 International Conference on Ultra Modern Telecommunications & Workshops.

[8]  Xinghuo Yu,et al.  High-Order Terminal Sliding-Mode Observers for Anomaly Detection , 2012, ICIC.

[9]  Vitoantonio Bevilacqua,et al.  Advanced Intelligent Computing: 8th International Conference ICIC 2012, Huangshan , China, July 25-29, 2012: Proceedings , 2012 .

[10]  Victor Firoiu,et al.  A study of active queue management for congestion control , 2000, Proceedings IEEE INFOCOM 2000. Conference on Computer Communications. Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies (Cat. No.00CH37064).

[11]  Vishal Misra,et al.  Fluid-based analysis of a network of AQM routers supporting TCP flows with an application to RED , 2000, SIGCOMM 2000.

[12]  Y. Wang,et al.  Second-order terminal sliding mode control of uncertain multivariable systems , 2007, Int. J. Control.

[13]  Xinghuo Yu,et al.  Terminal sliding mode observer for anomaly detection in TCP/IP networks , 2011, Proceedings of 2011 International Conference on Computer Science and Network Technology.

[14]  Zhihong Man,et al.  Non-singular terminal sliding mode control of rigid manipulators , 2002, Autom..

[15]  QUTdN QeO,et al.  Random early detection gateways for congestion avoidance , 1993, TNET.

[16]  Frédéric Gouaisbaut,et al.  Robust control tools for traffic monitoring in TCP networks , 2009, 2009 IEEE Control Applications, (CCA) & Intelligent Control, (ISIC).

[17]  Xinghuo Yu,et al.  Inverse Dynamics Nonsingular Terminal Sliding Mode Control of Two-Link Flexible Manipulators , 2004, Int. J. Robotics Autom..

[18]  Donald F. Towsley,et al.  Analysis and design of controllers for AQM routers supporting TCP flows , 2002, IEEE Trans. Autom. Control..

[19]  Frédéric Gouaisbaut,et al.  Second order sliding mode observer for anomaly detection in TCP networks: From theory to practice , 2010, 49th IEEE Conference on Decision and Control (CDC).

[20]  Donald F. Towsley,et al.  On designing improved controllers for AQM routers supporting TCP flows , 2001, Proceedings IEEE INFOCOM 2001. Conference on Computer Communications. Twentieth Annual Joint Conference of the IEEE Computer and Communications Society (Cat. No.01CH37213).

[21]  Xinghuo Yu,et al.  Hybrid Terminal Sliding-Mode Observer Design Method for a Permanent-Magnet Synchronous Motor Control System , 2009, IEEE Transactions on Industrial Electronics.

[22]  Frédéric Gouaisbaut,et al.  Feedback control for router management and TCP/IP network stability , 2009, IEEE Transactions on Network and Service Management.

[23]  Zhihong Man,et al.  Non-singular terminal sliding mode control and its application for robot manipulators , 2001, ISCAS 2001. The 2001 IEEE International Symposium on Circuits and Systems (Cat. No.01CH37196).