Enhancing Fault Detection in Time Sensitive Networks using Machine Learning

2020 International Conference on COMmunication Systems and NETworkS, COMSNETS 2020

Volumn , Issue , 2020, Pages 714-719

  Desai, Nitin ^a   Punnekkat, Sasikumar ^a  

^a MÄLARDALEN UNIVERSITY   (Sweden)

Author keywords

fault detection; fault tolerance; machine learning; network configuration; redundancy; safety critical systems; Time sensitive networking

Indexed keywords

BANDWIDTH; FAULT TOLERANCE; LEARNING SYSTEMS; MACHINE LEARNING; REDUNDANCY; SAFETY ENGINEERING;

BAND-WIDTH UTILIZATION; FAULT-DETECTION MECHANISMS; INDUSTRIAL AUTOMATION; INTELLIGENT CONFIGURATION; NETWORK CONFIGURATION; REDUNDANCY MECHANISMS; SAFETY CRITICAL SYSTEMS; TIME SENSITIVE NETWORKING;

FAULT DETECTION;

EID: 85082176389     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/COMSNETS48256.2020.9027357     Document Type: Conference Paper

References (30)

1. M. Wollschlaeger, T. Sauter, and J. Jasperneite, "The future of industrial communication: Automation networks in the era of the internet of things and industry 4. 0, " IEEE Industrial Electronics Magazine, vol. 11, pp. 17-27, March 2017.
2. W. Steiner, "Synthesis of static communication schedules for mixed-criticality systems, " in IEEE International Symposium on Object/Component/Service-Oriented Real-Time Distributed Computing Workshops, ISORCW '11, (Washington, DC, USA), pp. 11-18, IEEE Computer Society, 2011.
3. H. Kopetz and G. Bauer, "The time-triggered architecture, " Proceedings of the IEEE, vol. 91, pp. 112-126, Jan 2003.
4. S. Craciunas and R. Oliver, "Combined task-and network-level scheduling for distributed time-triggered systems, " Real-Time Systems Journal, vol. 52, Mar. 2016.
5. N. Finn, "Introduction to Time-Sensitive Networking, " IEEE Communications Standards Magazine, vol. 2, pp. 22-28, JUNE 2018.
6. "IEEE Standard for Local and Metropolitan Area Network-Bridges and Bridged Networks-Redline, " IEEE Std 802. 1Q-2018 (Revision of IEEE Std 802. 1Q-2014)-Redline, pp. 1-3654, July 2018.
7. R. Sommer and V. Paxson, "Outside the closed world: On using machine learning for network intrusion detection, " in 2010 IEEE Symposium on Security and Privacy, pp. 305-316, May 2010.
8. W. Steiner, "An Evaluation of SMT-Based Schedule Synthesis for Time-Triggered Multi-hop Networks, " in IEEE Real-Time Systems Symposium, Nov 2010.
9. R. Serna Oliver, S. S. Craciunas, and W. Steiner, "IEEE 802. 1Qbv Gate Control List Synthesis Using Array Theory Encoding, " in 2018 IEEE Real-Time and Embedded Technology and Applications Symposium (RTAS), pp. 13-24, April 2018.
10. R. Ernst, "Automotive ethernet: Opportunities and pitfalls, " Emerging Technologies for Factory Automation (ETFA) conference, 2016 Keynote. https: //www. etfa2016. org/images/keynote/keynoteernst. pdf.
11. "IEEE Standard for Local and Metropolitan Area Networks-Bridges and Bridged Networks-Amendment 31: Stream Reservation Protocol (SRP) Enhancements and Performance Improvements, " IEEE Std 802. 1Qcc-2018 (Amendment to IEEE Std 802. 1Q-2018 as amended by IEEE Std 802. 1Qcp-2018), pp. 1-208, Oct 2018.
12. M. Jethanandani, "Yang, netconf, restconf: What is this all about and how is it used for multi-layer networks, " in 2017 Optical Fiber Communications Conference and Exhibition (OFC), pp. 1-65, March 2017.
13. D. Valencic and V. Mateljan, "Implementation of netconf protocol, " in 2019 42nd International Convention on Information and Communication Technology, Electronicsand Microelectronics (MIPRO), pp. 421-430, May 2019.
14. C. Callegari, L. Gazzarrini, S. Giordano, M. Pagano, and T. Pepe, "A Novel PCA-Based Network Anomaly Detection, " in 2011 IEEE International Conference on Communications (ICC), pp. 1-5, June 2011.
15. W. Steiner, "Synthesis of static communication schedules for mixed-criticality systems, " in 2011 14th IEEE International Symposium on Object/Component/Service-Oriented Real-Time Distributed Computing Workshops, pp. 11-18, March 2011.
16. S. S. Craciunas, R. Serna Oliver, and W. Steiner, "Formal Scheduling Constraints for Time-Sensitive Networks, " arXiv e-prints, p. ArXiv: 1712. 02246, Dec 2017.
17. M. Gutíerrez, W. Steiner, R. Dobrin, and S. Punnekkat, "A configuration agent based on the time-triggered paradigm for real-time networks, " in 2015 IEEE World Conference on Factory Communication Systems (WFCS), pp. 1-4, May 2015.
18. M. L. Raagaard, P. Pop, M. Gutíerrez, and W. Steiner, "Runtime reconfiguration of time-sensitive networking (tsn) schedules for fog computing, " in 2017 IEEE Fog World Congress (FWC), pp. 1-6, Oct 2017.
19. N. Desai and S. Punnekkat, "Safety of fog-based industrial automation systems, " in Proceedings of the Workshop on Fog Computing and the IoT, IoT-Fog '19, (New York, NY, USA), pp. 6-10, ACM, 2019.
20. R. Dobrin, N. Desai, and S. Punnekkat, "On fault-tolerant scheduling of time sensitive networks, " in 4th International Workshop on Security and Dependability of Critical Embedded Real-Time Systems (CERTS 2019), Schloss Dagstuhl-Leibniz-Zentrum fuer Informatik, 2019.
21. P. Pop, M. L. Raagaard, M. Gutierrez, and W. Steiner, "Enabling fog computing for industrial automation through time-sensitive networking (tsn), " IEEE Communications Standards Magazine, vol. 2, pp. 55-61, JUNE 2018.
22. L. Lo Bello and W. Steiner, "A perspective on ieee timesensitive networking for industrial communication and automation systems, " Proceedings of the IEEE, vol. 107, pp. 1094-1120, June 2019.
23. N. G. Nayak, F. Dürr, and K. Rothermel, "Time-sensitive software-defined network (tssdn) for real-time applications, " in Proceedings of the 24th International Conference on Real-Time Networks and Systems, RTNS '16, (New York, NY, USA), pp. 193-202, ACM, 2016.
24. T. Gerhard, T. Kobzan, I. Blöcher, and M. Hendel, "Software-defined Flow Reservation: Configuring IEEE 802. 1Q Time-Sensitive Networks by the Use of Software-Defined Networking, " in 2019 24th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), pp. 216-223, Sep. 2019.
25. T. Hackel, P. Meyer, F. Korf, and T. C. Schmidt, "Software-defined networks supporting time-sensitive invehicular communication, " in 2019 IEEE 89th Vehicular Technology Conference (VTC2019-Spring), pp. 1-5, April 2019.
26. S. Jha, S. Banerjee, T. Tsai, S. K. S. Hari, M. B. Sullivan, Z. T. Kalbarczyk, S. W. Keckler, and R. K. Iyer, "ML-Based Fault Injection for Autonomous Vehicles: A Case for Bayesian Fault Injection, " in 2019 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), pp. 112-124, June 2019.
27. D. Amodei, C. Olah, J. Steinhardt, P. Christiano, J. Schulman, and D. Mané, "Concrete Problems in AI Safety, " 2016.
28. X. Huang, M. Kwiatkowska, S. Wang, and M. Wu, "Safety verification of deep neural networks, " 2016.
29. A. Biondi, F. Nesti, G. Cicero, D. Casini, and G. Buttazzo, "A safe, secure, and predictable software architecture for deep learning in safety-critical systems, " IEEE Embedded Systems Letters, pp. 1-1, 2019.
30. S. A. Seshia, D. Sadigh, and S. S. Sastry, "Towards verified artificial intelligence https: //arxiv. org/abs/1606. 08514, " 2016.