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A Description Logic Approach to Discover Suspicious Itineraries from Maritime Container Trajectories

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GeoSpatial Semantics (GeoS 2011)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 6631))

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Abstract

About 90% of the world’s cargo is transported in maritime containers, but less than 2% is physically inspected by custom authorities. The standard method to handle this problem consists in document-based risk analysis and route-based risk indicators to target anomalies. In this paper, we exploit a logic based approach to identify suspicious patterns in container itineraries. Specifically, we present an ontology to explicitly formalize the knowledge of the maritime container domain and a formalisation of two suspicious movement patterns to enable their discovery in a knowledge base. The formalisation can be extended to support the discovery of other itinerary patterns. Furthermore, the approach we present can be the basis for future development towards the formalisation and search of patterns in itineraries.

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References

  1. Alvares, L.O., Bogorny, V., de Macedo, J.A.F., Moelans, B., Spaccapietra, S.: Dynamic modeling of trajectory patterns using data mining and reverse engineering. In: Tutorials, Posters, Panels and Industrial Contributions at the 26th International Conference on Conceptual Modeling, ER 2007, vol. 83, pp. 149–154. Australian Computer Society, Inc., Darlinghurst (2007)

    Google Scholar 

  2. Alvares, L.O., Bogorny, V., Kuijpers, B., de Macelo, J.A.F., Moelans, B., Palma, A.T.: Towards semantic trajectory knowledge discovery. Technical report, Hasselt University (October 2007)

    Google Scholar 

  3. Baader, F., Calvanese, D., McGuinness, D.L., Nardi, D., Patel-Schneider, P.F. (eds.): The Description Logic Handbook: Theory, Implementation, and Applications. Cambridge University Press, Cambridge (2003)

    MATH  Google Scholar 

  4. Baglioni, M., de Macêdo, J.A.F., Renso, C., Trasarti, R., Wachowicz, M.: Towards semantic interpretation of movement behavior. In: 12th AGILE International Conference on Geographic Information Science, pp. 271–288 (2009)

    Google Scholar 

  5. Bettini, C., Jajodia, S., Wang, X.: Time Granularities in Databases, Data Mining, and Temporal Reasoning. Springer, Heidelberg (2000)

    Book  MATH  Google Scholar 

  6. Bogorny, V., Heuser, C.A., Alvares, L.O.: A conceptual data model for trajectory data mining. In: Fabrikant, S.I., Reichenbacher, T., van Kreveld, M.J., Schlieder, C. (eds.) GIScience 2010. LNCS, vol. 6292. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  7. Bogorny, V., Kuijpers, B., Alvares, L.O.: St-dmql: A semantic trajectory data mining query language. International Journal of Geographical Information Science 23(10), 1245–1276 (2009)

    Article  Google Scholar 

  8. W3C Consortium. OWL (2004): The Web Ontology Language (2004)

    Google Scholar 

  9. W3C Consortium. RDF Vocabulary Description Language 1.0: RDF Schema (2004)

    Google Scholar 

  10. W3C Consortium. RDF/XML Syntax Specification, Revised (2004)

    Google Scholar 

  11. Donati, A.V., Kotsakis, E., Tsois, A., Rios, F., Zanzi, M., Varfis, A., Barbas, T., Perdigao, J.: Overview of the contraffic system. Technical report, JRC (November 2007)

    Google Scholar 

  12. International Organization for Standardization. Freight containers – Coding, identification and marking (1995)

    Google Scholar 

  13. Guc, B., May, M., Sayigin, Y., Koerner, C.: Semantic annotation of gps trajectories. In: 11th AGILE International Conference on Geographic Information Science (2008)

    Google Scholar 

  14. Hobbs, J.R., Pan, F.: Time Ontology in OWL (2006)

    Google Scholar 

  15. Horrocks, I., Patel-Schneider, P.F., Boley, H., Tabet, S., Grosofand, B., Dean, M.: SWRL: A semantic web rule language combining OWL and RuleML. W3C Member Submission (May 2004), http://www.w3.org/Submission/SWRL/ (last access on December 2008)

  16. Oracle. Oracle Database Semantic Technologies Developer’s Guide 11g Release 1 (11.1) (2009)

    Google Scholar 

  17. Orellana, D., Wachowicz, M., De Knegt, H., Ligtenberg, A., Bregt, A.: Uncovering patterns of suspension of movement (extended abstract). In: GIScience (2010)

    Google Scholar 

  18. Sirin, E., Parsia, B., Grau, B.C., Kalyanpur, A., Katz, Y.: Pellet: A practical OWL-DL reasoner. Journal of Web Semantics 5(2), 51–53 (2007)

    Article  Google Scholar 

  19. Spaccapietra, S., Parent, C., Damiani, M.L., de Macedo, J.A., Porto, F., Vangenot, C.: A conceptual view on trajectories. Data & Knowledge Engineering 65(1), 126–146 (2008)

    Article  Google Scholar 

  20. van Hage, W.R., de Vries, G., Malaisé, V., Schreiber, G., van Someren, M.: Spatial and semantic reasoning to recognize ship behavior (demo). In: ISWC (2009)

    Google Scholar 

  21. Zheni, D., Frihida, A., Ghezala, H.B., Claramunt, C.: A semantic approach for the modeling of trajectories in space and time. In: Proceedings of the ER 2009 Workshops (CoMoL, ETheCoM, FP-UML, MOST-ONISW, QoIS, RIGiM, SeCoGIS) on Advances in Conceptual Modeling - Challenging Perspectives, ER 2009, pp. 347–356. Springer, Heidelberg (2009)

    Google Scholar 

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Villa, P., Camossi, E. (2011). A Description Logic Approach to Discover Suspicious Itineraries from Maritime Container Trajectories. In: Claramunt, C., Levashkin, S., Bertolotto, M. (eds) GeoSpatial Semantics. GeoS 2011. Lecture Notes in Computer Science, vol 6631. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-20630-6_12

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  • DOI: https://doi.org/10.1007/978-3-642-20630-6_12

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-20629-0

  • Online ISBN: 978-3-642-20630-6

  • eBook Packages: Computer ScienceComputer Science (R0)

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