Skip to main content
SpringerLink
Log in
SpringerLink
Log in

Chattering-Free Terminal Sliding-Mode Observer for Anomaly Detection

  • Conference paper
Cyberspace Safety and Security (CSS 2012)

Part of the book series: Lecture Notes in Computer Science ((LNSC,volume 7672))

Included in the following conference series:

Abstract

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.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Log in via an institution
Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Caceres, R.: Measurements of Wide-Area Internet Traffic. Tech. Rep. UCB/CSD 89/550, Computer Science Department, University of California, Berkeley (1989)

    Google Scholar 

  2. Fox, K., Henning, R., Reed, J., Simonian, R.: A Neural Network Approach towards Intrusion Detection. Tech. Rep., Harris Corporation (1990)

    Google Scholar 

  3. Floyd, S., Jacobson, V.: Random Early Detection Gateways for Congestion Avoidance. IEEE/ACM Trans. Netw. 1(4), 397–413 (1993)

    Article  Google Scholar 

  4. Misra, V., Gong, W., Towsley, D.: Fluid-based Analysis of a Network of AQM Routers Supporting TCP Flows with an Application to RED. Comput. Commun. Rev. 30(4), 151–160 (2000)

    Article  Google Scholar 

  5. Firoiu, V., Borden, M.: A Study of Active Queue Management for Congestion Control. In: Proc. IEEE INFOCOM, vol. 3, pp. 1435–1444 (2000)

    Google Scholar 

  6. Hollot, C., Misra, V., Towsley, D., Gong, W.: A Control Theoretic Analysis of RED. In: Proc. IEEE INFOCOM, vol. 3, pp. 1510–1519 (2001)

    Google Scholar 

  7. Hollot, C., Misra, V., Towsley, D., Gong, W.: On Designing Improved Controllers for AQM Routers Supporting TCP flows. In: Proc. IEEE INFOCOM, vol. 3, pp. 1726–1734 (2001)

    Google Scholar 

  8. Feng, Y., Yu, X., Man, Z.: Non-singular Terminal Sliding Mode Control and its Application for Robot Manipulators. In: Proc. ISCAS 2001, vol. 1, pp. 545–548 (2001)

    Google Scholar 

  9. Feng, Y., Bao, S., Yu, X.: Inverse Dynamics Nonsingular Terminal Sliding Mode Control of Two-link Flexible Manipulators. Int. J. Robot. Autom. 19(2), 91–102 (2004)

    Google Scholar 

  10. Feng, Y., Yu, X., Man, Z.: Non-singular Adaptive Terminal Sliding Mode Control of Rigid Manipulators. Automatica 38(12), 2159–2167 (2002)

    Article  MathSciNet  Google Scholar 

  11. Feng, Y., Zheng, J., Yu, X., Truong, N.V.: Hybrid Terminal Sliding-Mode Observer Design Method for a Permanent-Magnet Synchronous Motor Control System. IEEE Trans. Ind. Electron. 56(9), 3424–3431 (2009)

    Article  Google Scholar 

  12. Feng, Y., Han, X., Wang, Y., Yu, X.: Second-order Terminal Sliding Mode Control of Uncertain Multivariable Systems. Int. J. Control 80(6), 856–862 (2007)

    Article  MathSciNet  Google Scholar 

  13. Hollot, C., Misra, V., Towsley, D., Gong, W.: Analysis and Design of Controllers for AQM Routers Supporting TCP Flows. IEEE Trans. Autom. Control 47(6), 945–959 (2002)

    Article  MathSciNet  Google Scholar 

  14. Labit, Y., Gouaisbaut, F., Ariba, Y.: Network Anomaly Estimation for TCP/AQM Networks using an Observer. In: Proc. 3rd Int. Workshop on Feedback Control Implementation and Design in Computing Systems and Network, Annapolis, USA, pp. 3818–3823 (2008)

    Google Scholar 

  15. Rahme, S., Labit, Y., Gouaisbaut, F.: Sliding Mode Observer for Anomaly Detection in TCP/AQM Networks. In: Proc. the Second Int. Conf. Communication Theory, Reliability, and Quality of Service, Colmar, pp. 113–118 (2009)

    Google Scholar 

  16. Labit, Y., Gouaisbaut, F., Rahme, S., Ariba, Y.: Robust Control Tools for Traffic Monitoring in TCP/AQM Networks. In: Proc. 18th IEEE Int. Conf. Control Applications, pp. 525–530 (2009)

    Google Scholar 

  17. Ariba, Y., Gouaisbaut, F., Labit, Y.: Feedback Control for Router Management and TCP/IP network Stability. IEEE Trans. Netw. Serv. Manage. 6(4), 255–266 (2009)

    Article  Google Scholar 

  18. Rahme, S., Labit, Y., Gouaisbaut, F., Floquet, T.: Second Order Sliding Mode Observer for Anomaly Detection in TCP Networks: From Theory to Practice. In: Proc. 49th IEEE Conf. Decision and Control, Atlanta, GA, pp. 5120–5125 (2010)

    Google Scholar 

  19. Rahme, S., Labit, Y., Gouaisbaut, F.: An Unknown Input Sliding Observer for Anomaly Detection in TCP/IP Networks. In: Proc. Int. Conf. Ultra Modern Telecommunications & Workshop, St. Petersburg, pp. 1–7 (2009)

    Google Scholar 

  20. Feng, Y., Han, F., Yu, X., Tari, Z., Li, L., Hu, J.: Terminal Sliding Mode Observer for Anomaly Detection in TCP/IP Networks. In: Proc. 2011 Int. Conf. Computer Science and Network Technology, Harbin, vol. 1, pp. 617–620 (2011)

    Google Scholar 

  21. Feng, Y., Han, F., Yu, X., Tari, Z., Li, L., Hu, J.: High-Order Terminal Sliding-Mode Observers for Anomaly Detection. In: Huang, D.-S., Jiang, C., Bevilacqua, V., Figueroa, J.C. (eds.) ICIC 2012. LNCS, vol. 7389, pp. 497–504. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  22. Ryu, S., Rump, C., Qiao, C.: Advances in Active Queue Management (AQM) based TCP Congestion Control. Telecommun. Syst. - Model. Anal. Des. Manag. 25(3-4), 317–351 (2004)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Department of Electrical Engineering, Harbin Institute of Technology, China

    Yong Feng & Bo Wang

  2. School of Computer Science and Information Technology, RMIT University, Australia

    Fengling Han & Zahir Tari

  3. School of Electrical and Computer Engineering, RMIT University, Melbourne, Australia

    Xinghuo Yu

Authors
  1. Yong Feng
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Bo Wang
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Fengling Han
    View author publications

    You can also search for this author in PubMed Google Scholar

  4. Xinghuo Yu
    View author publications

    You can also search for this author in PubMed Google Scholar

  5. Zahir Tari
    View author publications

    You can also search for this author in PubMed Google Scholar

Editor information

Editors and Affiliations

  1. School of Information Technology, Deakin University, 221 Burwood Highway, 3125, Burwood, VIC, Australia

    Yang Xiang  & Wanlei Zhou  & 

  2. Computer Science Department, ETSI Informatica, University of Malaga, Campus de Teatinos, 29170, Malaga, Spain

    Javier Lopez

  3. Ming Hsieh Department of Electrical Engineering, University of Southern California, 3740 McClintock Ave., 90089-2564, Los Angeles, CA, USA

    C.-C. Jay Kuo

Rights and permissions

Reprints and permissions

Copyright information

© 2012 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Feng, Y., Wang, B., Han, F., Yu, X., Tari, Z. (2012). Chattering-Free Terminal Sliding-Mode Observer for Anomaly Detection. In: Xiang, Y., Lopez, J., Kuo, CC.J., Zhou, W. (eds) Cyberspace Safety and Security. CSS 2012. Lecture Notes in Computer Science, vol 7672. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-35362-8_6

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-35362-8_6

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-35361-1

  • Online ISBN: 978-3-642-35362-8

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics

Search

Navigation