Skip to main content

A Geo-ontology Design Pattern for Semantic Trajectories

  • Conference paper
Spatial Information Theory (COSIT 2013)

Abstract

Trajectory data have been used in a variety of studies, including human behavior analysis, transportation management, and wildlife tracking. While each study area introduces a different perspective, they share the need to integrate positioning data with domain-specific information. Semantic annotations are necessary to improve discovery, reuse, and integration of trajectory data from different sources. Consequently, it would be beneficial if the common structure encountered in trajectory data could be annotated based on a shared vocabulary, abstracting from domain-specific aspects. Ontology design patterns are an increasingly popular approach to define such flexible and self-contained building blocks of annotations. They appear more suitable for the annotation of interdisciplinary, multi-thematic, and multi-perspective data than the use of foundational and domain ontologies alone. In this paper, we introduce such an ontology design pattern for semantic trajectories. It was developed as a community effort across multiple disciplines and in a data-driven fashion. We discuss the formalization of the pattern using the Web Ontology Language (OWL) and apply the pattern to two different scenarios, personal travel and wildlife monitoring.

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

Access this chapter

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. Alvares, L.O., Bogorny, V., Kuijpers, B., De Macedo, J.A.F., Moelans, B., Vaisman, A.: A model for enriching trajectories with semantic geographical information. In: Samet, H., Shahabi, C., Schneider, M. (eds.) Proceedings of the 15th ACM International Symposium on Geographic Information Systems, ACM-GIS 2007, Seattle, Washington, USA, November 7-9. ACM Press (2007)

    Google Scholar 

  2. Battle, R., Kolas, D.: Enabling the geospatial Semantic Web with Parliament and GeoSPARQL. Semantic Web 3(4), 355–370 (2012)

    Google Scholar 

  3. Berg-Cross, G., Cruz, I., Dean, M., Finin, T., Gahegan, M., Hitzler, P., Hua, H., Janowicz, K., Li, N., Murphy, P., Nordgren, B., Obrst, L., Schildhauer, M., Sheth, A., Sinha, K., Thessen, A., Wiegand, N., Zaslavsky, I.: Semantics and Ontologies for EarthCube. In: Proceedings of the 2012 Workshop on GIScience in the Big Data Age, In Conjunction with the Seventh International Conference on Geographic Information Science 2012 (GIScience 2012), Columbus, Ohio, USA, September 18 (2012)

    Google Scholar 

  4. Bizer, C., Heath, T., Berners-Lee, T.: Linked Data – The Story So Far. International Journal on Semantic Web and Information Systems 5(3), 1–22 (2009)

    Article  Google Scholar 

  5. 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 

  6. Brakatsoulas, S., Pfoser, D., Tryfona, N.: Modeling, storing, and mining moving object databases. In: 8th International Database Engineering and Applications Symposium (IDEAS 2004), Coimbra, Portugal, July 7-9, pp. 68–77. IEEE Computer Society (2004)

    Google Scholar 

  7. Brodaric, B., Probst, F.: Enabling cross-disciplinary e-science by integrating geoscience ontologies with Dolce. IEEE Intelligent Systems 24(1), 66–77 (2009)

    Article  Google Scholar 

  8. Carral, D., Scheider, S., Janowicz, K., Vardeman, C., Krisnadhi, A.A., Hitzler, P.: An ontology design pattern for cartographic map scaling. In: Cimiano, P., Corcho, O., Presutti, V., Hollink, L., Rudolph, S. (eds.) ESWC 2013. LNCS, vol. 7882, pp. 76–93. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  9. Carral, D., Janowicz, K., Hitzler, P.: A logical geo-ontology design pattern for quantifying over types. In: Cruz, I.F., Knoblock, C., Kröger, P., Tanin, E., Widmayer, P. (eds.) SIGSPATIAL 2012 International Conference on Advances in Geographic Information Systems (Formerly Known as GIS), SIGSPATIAL 2012, Redondo Beach, CA, USA, November 7-9, pp. 239–248. ACM (2012)

    Google Scholar 

  10. Chan, L.-W., Chiang, J.-R., Chen, Y.-C., Ke, C.-N., Hsu, J., Chu, H.-H.: Collaborative localization: Enhancing WiFi-based position estimation with neighborhood links in clusters. In: Fishkin, K.P., Schiele, B., Nixon, P., Quigley, A. (eds.) PERVASIVE 2006. LNCS, vol. 3968, pp. 50–66. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  11. Chiou, Y., Wang, C., Yeh, S., Su, M.: Design of an adaptive positioning system based on WiFi radio signals. Computer Communications 32(7), 1245–1254 (2009)

    Article  Google Scholar 

  12. Compton, M., Barnaghi, P.M., Bermudez, L., Garcia-Castro, R., Corcho, Ó., Cox, S., Graybeal, J., Hauswirth, M., Henson, C.A., Herzog, A., Huang, V.A., Janowicz, K., Kelsey, W.D., Phuoc, D.L., Lefort, L., Leggieri, M., Neuhaus, H., Nikolov, A., Page, K.R., Passant, A., Sheth, A.P., Taylor, K.: The SSN ontology of the W3C semantic sensor network incubator group. Journal on Web Semantics 17, 25–32 (2012)

    Article  Google Scholar 

  13. Dodge, S., Weibel, R., Lautenschütz, A.K.: Towards a taxonomy of movement patterns. Information Visualization 7(3), 240–252 (2008)

    Article  Google Scholar 

  14. Gangemi, A.: Ontology design patterns for semantic web content. In: Gil, Y., Motta, E., Benjamins, V.R., Musen, M.A. (eds.) ISWC 2005. LNCS, vol. 3729, pp. 262–276. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  15. Gangemi, A., Fisseha, F., Keizer, J., Lehmann, J., Liang, A., Pettman, I., Sini, M., Taconet, M.: A core ontology of fishery and its use in the fishery ontology service project. In: First International Workshop on Core Ontologies, EKAW Conference. CEUR-WS, vol. 118 (2004)

    Google Scholar 

  16. Gangemi, A., Guarino, N., Masolo, C., Oltramari, A., Schneider, L.: Sweetening ontologies with DOLCE. In: Gómez-Pérez, A., Benjamins, V.R. (eds.) EKAW 2002. LNCS (LNAI), vol. 2473, pp. 166–181. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  17. Grüninger, M., Fox, M.S.: The role of competency questions in enterprise engineering. In: Proceedings of the IFIP WG5, vol. 7, pp. 212–221 (1994)

    Google Scholar 

  18. Güting, R.H., Böhlen, M.H., Erwig, M., Jensen, C.S., Lorentzos, N.A., Schneider, M., Vazirgiannis, M.: A foundation for representing and querying moving objects. ACM Transactions on Database Systems (TODS) 25(1), 1–42 (2000)

    Article  Google Scholar 

  19. Güting, R., De Almeida, V., Ding, Z.: Modeling and querying moving objects in networks. The VLDB Journal 15(2), 165–190 (2006)

    Article  Google Scholar 

  20. Gwon, Y., Jain, R., Kawahara, T.: Robust indoor location estimation of stationary and mobile users. In: Proceedings IEEE INFOCOM 2004, the 23rd Annual Joint Conference of the IEEE Computer and Communications Societies, Hong Kong, China, March 7-11, pp. 1032–1043. IEEE (2004)

    Google Scholar 

  21. van Hage, W.R., Malaise, V., Segers, R.H., Hollink, L., Schreiber, G.: Design and use of the Simple Event Model (SEM). Journal on Web Semantics 9(2), 128–136 (2011)

    Article  Google Scholar 

  22. Hitzler, P., Krötzsch, M., Rudolph, S.: Foundations of Semantic Web Technologies. CRC Press (2010)

    Google Scholar 

  23. Horne, J.S., Garton, E.O., Krone, S.M., Lewis, J.S.: Analyzing animal movements using Brownian bridges. Ecology 88, 2354–2363 (2007)

    Article  Google Scholar 

  24. Hu, Y., Janowicz, K.: Improving personal information management by integrating activities in the physical world with the semantic desktop. In: Cruz, I.F., Knoblock, C., Kröger, P., Tanin, E., Widmayer, P. (eds.) SIGSPATIAL 2012 International Conference on Advances in Geographic Information Systems (formerly known as GIS), SIGSPATIAL 2012, Redondo Beach, CA, USA, November 7-9, pp. 578–581. ACM (2012)

    Google Scholar 

  25. Kays, R., Jansen, P.A., Knecht, E.M., Vohwinkel, R., Wikelski, M.: The effect of feeding time on dispersal of virola seeds by toucans determined from gps tracking and accelerometers. Acta Oecologica 37(6), 625–631 (2011)

    Article  Google Scholar 

  26. Kays, R., Jansen, P.A., Knecht, E.M., Vohwinkel, R., Wikelski, M.: Data from: The effect of feeding time on dispersal of virola seeds by toucans determined from gps tracking and accelerometers. Movebank Data Repository (2012)

    Google Scholar 

  27. Li, X., Claramunt, C., Ray, C., Lin, H.: A semantic-based approach to the representation of network-constrained trajectory data. In: Riedl, A., Kainz, W., Elmes, G.A. (eds.) Progress in Spatial Data Handling, pp. 451–464. Springer (2006)

    Google Scholar 

  28. McKenzie, G., Adams, B., Janowicz, K.: A thematic approach to user similarity built on geosocial check-ins. In: Proceedings of the 2013 AGILE Conference (to appear, 2013)

    Google Scholar 

  29. Mika, P., Oberle, D., Gangemi, A., Sabou, M.: Foundations for service ontologies: aligning OWL-S to Dolce. In: Proceedings of the 13th World Wide Web Conference, pp. 563–572. ACM (2004)

    Google Scholar 

  30. Mouza, C., Rigaux, P.: Mobility patterns. GeoInformatica 9(4), 297–319 (2005)

    Article  Google Scholar 

  31. Ni, L., Liu, Y., Lau, Y., Patil, A.: LANDMARC: indoor location sensing using active RFID. Wireless Networks 10(6), 701–710 (2004)

    Article  Google Scholar 

  32. Priyantha, N.: The cricket indoor location system. Ph.D. thesis, Massachusetts Institute of Technology (2005)

    Google Scholar 

  33. Schmid, F., Richter, K.-F., Laube, P.: Semantic trajectory compression. In: Mamoulis, N., Seidl, T., Pedersen, T.B., Torp, K., Assent, I. (eds.) SSTD 2009. LNCS, vol. 5644, pp. 411–416. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

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

    Article  Google Scholar 

  35. Vazirgiannis, M., Wolfson, O.: A spatiotemporal model and language for moving objects on road networks. In: Jensen, C.S., Schneider, M., Seeger, B., Tsotras, V.J. (eds.) SSTD 2001. LNCS, vol. 2121, pp. 20–35. Springer, Heidelberg (2001)

    Chapter  Google Scholar 

  36. Willems, N., van Hage, W.R., de Vries, G., Janssens, J.H.M., Malaise, V.: An integrated approach for visual analysis of a multisource moving objects knowledge base. International Journal of Geographical Information Science 24(10), 1543–1558 (2010)

    Article  Google Scholar 

  37. Yan, Z., Macedo, J., Parent, C., Spaccapietra, S.: Trajectory ontologies and queries. Transactions in GIS 12, 75–91 (2008)

    Article  Google Scholar 

  38. Yan, Z.: Towards semantic trajectory data analysis: A conceptual and computational approach. In: Rigaux, P., Senellart, P. (eds.) Proceedings of the VLDB 2009 PhD Workshop. Co-located with the 35th International Conference on Very Large Data Bases (VLDB 2009), Lyon, France, August 24. VLDB Endowment (2009)

    Google Scholar 

  39. Ying, J.J.C., Lu, E.H.C., Lee, W.C., Weng, T.C., Tseng, V.S.: Mining user similarity from semantic trajectories. In: Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Location Based Social Networks, pp. 19–26. ACM (2010)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2013 Springer International Publishing Switzerland

About this paper

Cite this paper

Hu, Y. et al. (2013). A Geo-ontology Design Pattern for Semantic Trajectories. In: Tenbrink, T., Stell, J., Galton, A., Wood, Z. (eds) Spatial Information Theory. COSIT 2013. Lecture Notes in Computer Science, vol 8116. Springer, Cham. https://doi.org/10.1007/978-3-319-01790-7_24

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-01790-7_24

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-01789-1

  • Online ISBN: 978-3-319-01790-7

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics