Skip to main content
Erschienen in: Information Systems Frontiers 4/2016

01.08.2016

A complex event processing approach to detect abnormal behaviours in the marine environment

verfasst von: Fernando Terroso-Saenz, Mercedes Valdes-Vela, Antonio F. Skarmeta-Gomez

Erschienen in: Information Systems Frontiers | Ausgabe 4/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Over the last years, many data-sources have become available to monitor the marine traffic. This has motivated the development of support systems to automatically detect vessels’ behaviours of interest. The present work states a novel approach in this domain following the Complex Event Processing (CEP) paradigm. As a proof of concept, a CEP-based system has been developed to timely detect a set of vessel’s abnormal behaviours by performing an event-based processing of Automatic Identification System data. Experiments based on real-world and synthetic data proved the suitability and feasibility of the proposal.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Bomberger, N., Rhodes, B., Seibert, M., & Waxman, A. (2006). Associative learning of vessel motion patterns for maritime situation awareness. Information Fusion, 2006 9th International Conference on, 1–8. Bomberger, N., Rhodes, B., Seibert, M., & Waxman, A. (2006). Associative learning of vessel motion patterns for maritime situation awareness. Information Fusion, 2006 9th International Conference on, 1–8.
Zurück zum Zitat Brinkhoff, T. (2002). A framework for generating network-based moving objects. Geoinformatica, 6(2), 153–180.CrossRef Brinkhoff, T. (2002). A framework for generating network-based moving objects. Geoinformatica, 6(2), 153–180.CrossRef
Zurück zum Zitat Cugola, G., & Margara, A. (2012). Processing flows of information: From data stream to complex event processing. ACM Computing Surveys, 44(3), 15:1–15:62.CrossRef Cugola, G., & Margara, A. (2012). Processing flows of information: From data stream to complex event processing. ACM Computing Surveys, 44(3), 15:1–15:62.CrossRef
Zurück zum Zitat Espertech (2013). Esper reference documentation, version 4.9. Espertech (2013). Esper reference documentation, version 4.9.
Zurück zum Zitat Etzion, O., & Niblett, P. (2010). Event processing in action: Manning Publications. Etzion, O., & Niblett, P. (2010). Event processing in action: Manning Publications.
Zurück zum Zitat Evensen, P., & Meling, H. (2012). AdScorer: an event-based system for near real-time impact analysis of television advertisements. In Proceedings of the 6th ACM International Conference on Distributed Event-Based Systems; DEBS ’12 (pp. 85–94). New York, NY, USA: ACM. Evensen, P., & Meling, H. (2012). AdScorer: an event-based system for near real-time impact analysis of television advertisements. In Proceedings of the 6th ACM International Conference on Distributed Event-Based Systems; DEBS ’12 (pp. 85–94). New York, NY, USA: ACM.
Zurück zum Zitat Garagic, D., Rhodes, B. J., Bomberger, N. A., & Zandipour, M. (2009). Adaptive mixture-based neural network approach for higher-level fusion and automated behavior monitoring. In Communications, 2009. ICC’09, IEEE International Conference on (pp. 1–6) IEEE. Garagic, D., Rhodes, B. J., Bomberger, N. A., & Zandipour, M. (2009). Adaptive mixture-based neural network approach for higher-level fusion and automated behavior monitoring. In Communications, 2009. ICC’09, IEEE International Conference on (pp. 1–6) IEEE.
Zurück zum Zitat Guting, R. H., & Schneider, M. (2005). Moving object databases: Morgan Kaufmann Publishers. Guting, R. H., & Schneider, M. (2005). Moving object databases: Morgan Kaufmann Publishers.
Zurück zum Zitat Idiri, B., & Napoli, A (2012). The automatic identification system of maritime accident risk using rule-based reasoning. In System of Systems Engineering (SoSE), 2012 7th International Conference on (pp. 125–130): IEEE. Idiri, B., & Napoli, A (2012). The automatic identification system of maritime accident risk using rule-based reasoning. In System of Systems Engineering (SoSE), 2012 7th International Conference on (pp. 125–130): IEEE.
Zurück zum Zitat Kowalska, K., & Peel, L. (2012). Maritime anomaly detection using gaussian process active learning. In Information Fusion (FUSION), 2012 15th International Conference on (pp. 1164–1171): IEEE. Kowalska, K., & Peel, L. (2012). Maritime anomaly detection using gaussian process active learning. In Information Fusion (FUSION), 2012 15th International Conference on (pp. 1164–1171): IEEE.
Zurück zum Zitat Kruger, M., Ziegler, J., & Heller, K (2012). A generic bayesian network for identification and assessment of objects in maritime surveillance. In Information Fusion (FUSION), 2012 15th International Conference on (pp. 2309–2316) IEEE. Kruger, M., Ziegler, J., & Heller, K (2012). A generic bayesian network for identification and assessment of objects in maritime surveillance. In Information Fusion (FUSION), 2012 15th International Conference on (pp. 2309–2316) IEEE.
Zurück zum Zitat Lane, R. O., Nevell, D. A., Hayward, S. D., & Beaney, T. W. (2010). Maritime anomaly detection and threat assessment. In Information Fusion (FUSION), 2010 13th Conference on (pp. 1–8): IEEE. Lane, R. O., Nevell, D. A., Hayward, S. D., & Beaney, T. W. (2010). Maritime anomaly detection and threat assessment. In Information Fusion (FUSION), 2010 13th Conference on (pp. 1–8): IEEE.
Zurück zum Zitat Luckham, D. (2011). Event processing for business: organizing the real-time enterprise. Wiley & Sons. Luckham, D. (2011). Event processing for business: organizing the real-time enterprise. Wiley & Sons.
Zurück zum Zitat Mascaro, S., Korb, K. B., & Nicholson, A. E. (2010). Learning abnormal vessel behaviour from ais data with bayesian networks at two time scales: Tracks A Journal Of Artists Writings. Mascaro, S., Korb, K. B., & Nicholson, A. E. (2010). Learning abnormal vessel behaviour from ais data with bayesian networks at two time scales: Tracks A Journal Of Artists Writings.
Zurück zum Zitat Meister, S. (2012) In Niedrite, L., Strazdina, R., & Wangler, B. (Eds.), Telemedical Events: Intelligent Delivery of Telemedical Values Using CEP and HL7 (Vol. 106 of Lecture Notes in Business Information Processing, pp. 1–13). Berlin: Springer. Meister, S. (2012) In Niedrite, L., Strazdina, R., & Wangler, B. (Eds.), Telemedical Events: Intelligent Delivery of Telemedical Values Using CEP and HL7 (Vol. 106 of Lecture Notes in Business Information Processing, pp. 1–13). Berlin: Springer.
Zurück zum Zitat Navigation Center-United States Coast Guard (2013). AIS messages. Navigation Center-United States Coast Guard (2013). AIS messages.
Zurück zum Zitat Nuutinen, M., Savioja, P., & Sonninen, S. (2007). Challenges of developing the complex socio-technical system: realising the present, acknowledging the past, and envisaging the future of vessel traffic services. Applied Ergonomics, 38(5), 513– 24.CrossRef Nuutinen, M., Savioja, P., & Sonninen, S. (2007). Challenges of developing the complex socio-technical system: realising the present, acknowledging the past, and envisaging the future of vessel traffic services. Applied Ergonomics, 38(5), 513– 24.CrossRef
Zurück zum Zitat Patiniotakis, I., Papageorgiou, N., Verginadis, Y., Apostolou, D., & Mentzas, G. (2013). Dynamic event subscriptions in distributed event based architectures. Expert Systems with Applications, 40(6), 1935–1946.CrossRef Patiniotakis, I., Papageorgiou, N., Verginadis, Y., Apostolou, D., & Mentzas, G. (2013). Dynamic event subscriptions in distributed event based architectures. Expert Systems with Applications, 40(6), 1935–1946.CrossRef
Zurück zum Zitat Ristic, B., La Scala, B., Morelande, M., & Gordon, N (2008). Statistical analysis of motion patterns in AIS data: Anomaly detection and motion prediction. In Information Fusion, 2008 11th International Conference on (pp. 1–7) IEEE. Ristic, B., La Scala, B., Morelande, M., & Gordon, N (2008). Statistical analysis of motion patterns in AIS data: Anomaly detection and motion prediction. In Information Fusion, 2008 11th International Conference on (pp. 1–7) IEEE.
Zurück zum Zitat Roy, J. (2008). Anomaly detection in the maritime domain Vol. 6945. 69450W–69450W–14. Roy, J. (2008). Anomaly detection in the maritime domain Vol. 6945. 69450W–69450W–14.
Zurück zum Zitat Roy, J. (2010). Rule-based expert system for maritime anomaly detection. In Proceedings of SPIE-The International Society for Optical Engineering, USA. 76662N–1, Vol. 7666. Roy, J. (2010). Rule-based expert system for maritime anomaly detection. In Proceedings of SPIE-The International Society for Optical Engineering, USA. 76662N–1, Vol. 7666.
Zurück zum Zitat Roy, J., & Davenport, M. (2009). Categorization of maritime anomalies for notification and alerting purpose. In NATO Workshop on Data Fusion and Anomaly Detection for Maritime Situational Awareness (pp. 15–17). Roy, J., & Davenport, M. (2009). Categorization of maritime anomalies for notification and alerting purpose. In NATO Workshop on Data Fusion and Anomaly Detection for Maritime Situational Awareness (pp. 15–17).
Zurück zum Zitat Terroso-Saenz, F., Valdes-Vela, M., Campuzano, F., Botia, J., & Skarmeta-Gomez, A. F. (2012). A complex event processing approach to perceive the vehicular context. Information Fusion, 0. Terroso-Saenz, F., Valdes-Vela, M., Campuzano, F., Botia, J., & Skarmeta-Gomez, A. F. (2012). A complex event processing approach to perceive the vehicular context. Information Fusion, 0.
Zurück zum Zitat Terroso-Saenz, F., Valdes-Vela, M., Sotomayor-Martinez, C., Toledo-Moreo, R., & Gómez-Skarmeta, A. (2012). A cooperative approach to traffic congestion detection with complex event processing and VANET. IEEE Transactions on Intelligent Transportation Systems, 13(2), 914–929.CrossRef Terroso-Saenz, F., Valdes-Vela, M., Sotomayor-Martinez, C., Toledo-Moreo, R., & Gómez-Skarmeta, A. (2012). A cooperative approach to traffic congestion detection with complex event processing and VANET. IEEE Transactions on Intelligent Transportation Systems, 13(2), 914–929.CrossRef
Zurück zum Zitat Valdés-Vela, M., & Gomez-Skarmeta, A. F. (2010). Unified management of heterogeneous sensor for complex event processing. In Proceedings of the 4th International Symposium of Ubiq. Comp. & Amb. Intell. Valdés-Vela, M., & Gomez-Skarmeta, A. F. (2010). Unified management of heterogeneous sensor for complex event processing. In Proceedings of the 4th International Symposium of Ubiq. Comp. & Amb. Intell.
Zurück zum Zitat van Laere, J., & Nilsson, M (2009). Evaluation of a workshop to capture knowledge from subject matter experts in maritime surveillance. In Information Fusion, 2009. FUSION’09, 12th International Conference on (pp. 171–178): IEEE. van Laere, J., & Nilsson, M (2009). Evaluation of a workshop to capture knowledge from subject matter experts in maritime surveillance. In Information Fusion, 2009. FUSION’09, 12th International Conference on (pp. 171–178): IEEE.
Zurück zum Zitat Verginadis, Y., Papageorgiou, N., Patiniotakis, I., Apostolou, D., & Mentzas, G. (2012). A goal driven dynamic event subscription approach. In Proceedings of the 6th ACM International Conference on Distributed Event-Based Systems; DEBS ’12 (pp. 81–84). New York, NY, USA: ACM. Verginadis, Y., Papageorgiou, N., Patiniotakis, I., Apostolou, D., & Mentzas, G. (2012). A goal driven dynamic event subscription approach. In Proceedings of the 6th ACM International Conference on Distributed Event-Based Systems; DEBS ’12 (pp. 81–84). New York, NY, USA: ACM.
Zurück zum Zitat Vespe, M., Visentini, I., Bryan, K., & Braca, P. (2012). Unsupervised learning of maritime traffic patterns for anomaly detection. In Data Fusion Target Tracking Conference (DF TT 2012): Algorithms Applications, 9th IET (pp. 1–5). Vespe, M., Visentini, I., Bryan, K., & Braca, P. (2012). Unsupervised learning of maritime traffic patterns for anomaly detection. In Data Fusion Target Tracking Conference (DF TT 2012): Algorithms Applications, 9th IET (pp. 1–5).
Zurück zum Zitat Will, J., Peel, L., & Claxton, C. (2011). Fast maritime anomaly detection using kd-tree gaussian processes: IMA Maths in Defence Conference. Will, J., Peel, L., & Claxton, C. (2011). Fast maritime anomaly detection using kd-tree gaussian processes: IMA Maths in Defence Conference.
Metadaten
Titel
A complex event processing approach to detect abnormal behaviours in the marine environment
verfasst von
Fernando Terroso-Saenz
Mercedes Valdes-Vela
Antonio F. Skarmeta-Gomez
Publikationsdatum
01.08.2016
Verlag
Springer US
Erschienen in
Information Systems Frontiers / Ausgabe 4/2016
Print ISSN: 1387-3326
Elektronische ISSN: 1572-9419
DOI
https://doi.org/10.1007/s10796-015-9560-7

Weitere Artikel der Ausgabe 4/2016

Information Systems Frontiers 4/2016 Zur Ausgabe