Abstract
Current work towards making earth observation systems semantically aware attempts to improve user experience by allowing more flexibility in the way that users interact with earth observation systems. Such improvements may occur directly by making data discovery more semantically-flexible, and indirectly in providing intelligent functionality that removes some of the load from users in interpretation of data and processes. Semantic awareness in earth observation systems may be addressed from four different angles: semantics and information modelling; semantic data management; semantic data discovery and semantic data processing. Each of these areas is the subject of ongoing and developing research in the broader geospatial community, has been applied in a number of different situations and systems, and presents particular challenges for earth observation systems. The Global Earth Observation System of Systems (GEOSS) is a large, global, heterogeneous earth observation system and provides a case study of the use of different methods for achieving semantic awareness in each of these four areas. Furthermore, an example architecture for an earth observation system that involves multiple aligned ontologies illustrates the challenges posed by real world, heterogeneous systems. In combination, the review of related work, applications and challenges in each of the four areas, together with the GEOSS case study and example architecture provide an indication of the state of the art in semantic research as it applies to earth observation system. Furthermore, this summary provides a hint towards the future for semantics in earth observation systems and the need for additional work in this area.
Keywords
- Geographic Information System
- Resource Description Framework
- Domain Ontology
- Resource Discovery
- Core Ontology
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.
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References
Agarwal P (2005) Ontological considerations in GIScience. International Journal of Geographical Information Science 19: 501–536
Alameh N (2003) Chaining Geographic Information Web Services. IEEE Internet Computing, 7: 22–29
Bennett B, Mallenby D, Third A (2008) An Ontology for Grounding Vague Geographic Terms. In: C. Eschenbach, M. Gruninger, (eds.) Formal Ontology in Information Systems, Proceedings of the Fifth International Conference (FOIS08), IOS Press.
Bernard L, Einspanier U, Haubrock S, Hübner S, Klien E, Kuhn W, Less-ing R, Lutz M, Visser U (2004) Ontology-Based Discovery and Re-trieval of Geographic Information in Spatial Data Infrastructures. In Geotechnologien Science Report No 4.
Borgo S, Carrara M, Garbacz P, Vermaas PE (2009) A Formal Ontological Perspective on the Behaviors and Functions of Technical Artifacts. Artificial Intelligence for Engineering Design, Analysis and Manufacturing (AIEDAM), 23: 3–21
Brodaric B, Reitsma F, Qiang Y (2008) SKIing with DOLCE: toward an e-Science Knowledge Infrastructure. In: C. Eschenbach, M. Gruninger (eds.), Formal Ontology in Information Systems, Proceedings of the Fifth International Conference (FOIS08), IOS Press, pp.208–219.
Cardoso J, Sheth A (2005) Introduction to semantic web services and web process composition. In: Cardoso, J., Sheth, A. (eds.), Proceedings First International Workshop on Semantic Web Services and Web Process Composition (SWSWPC 2004). Springer, Berlin, Germany, pp. 1–13. LNCS 3387.
Chen C (2004) Information Visualization: Beyond the Horizon. Springer-Verlag, London.
Cruz IF, Sunna W, Makar N, Bathala S (2007) A visual tool for ontology alignment to enable geospatial interoperability. Web Semantics: Science, Services and Agents on the World Wide Web 5: 39–49
de la Beaujardiere J (2006) Web Map Service Implementation Specification. Open Geospatial Consortium Specification 06–042.
Dean M, Schreiber G, Bechhofer S, van Harmelen F, Hendler J, Horrocks I, McGuinness D, Patel-Schneider P, Stein L (2004) OWL Web Ontology Language Reference. W3C Recommendation 10 February 2004. http://www.w3.org/TR/owl-ref/. Accessed 12 June 2009
Durbha SS, King RL (2005) Semantics-Enabled Framework for Knowledge Discovery From Earth Observation Data Archives. IEEE Transactions on Geoscience and Remote Sensing, 43: 2562–2572
Durbha SS, King RL, Younan NH (2008) An Information Semantics Ap-proach for Knowledge Management and Interoperability for the Global Earth Observation System of Systems. IEEE Systems Journal, 2: 358–365
ESRI (2010) ArcGIS Server Geoportal Extension. http://geoss.esri.com/geoportal/webhelp/en/geoportal_931/index.htm{\#}srch{\_}ont.htm. Accessed 20 March 2010.
Fitzner D, Hoffmann J, Klien E (2009) Functional description of geoprocessing services as conjunctive datalog queries. Geoinformatica 15, (1), pp 191–221
Fu G, Jones CB, Abdelmoty AI (2005) Ontology-Based Spatial Query Expansion in Information Retrieval. Lecture Notes In Computer Science, 3761: 1466–1482
Gardenfors, P (2004) Conceptual spaces as a framework for knowledge representation. Mind and Matter 2: 9–27
Gomez-Perez A, Fernandez-Lopez M, Corcho O (2004) Ontological Engineering. Springer, London
Granell C, Díaz L, Gould M (2010) Service-oriented applications for environmental models: reusable geospatial services. Environmental Modelling and Software, 25: 182–198
Group on Earth Observations (2005) Global Earth Observation System of Systems GEOSS - 10-Year Implementation Plan Reference Document. ESA Publications Division, Noordwijk, The Netherlands
Group on Earth Observations (2010) GEOSS AIP Architecture. GEOSS Architecture Implementation Pilot (AIP)
Heiler S (1995) Semantic Interoperability. ACM Computing Surveys, 27: 271–273
Hobona G, James P, Fairbairn D (2006) Multidimensional Visualisation of Degrees of Relevance of Geographic Data. International Journal of Geographic Information Science, 20: 469–490
Hobona G, Fairbairn D, James P (2007) Semantically-assisted geospatial workflow design. In H. Samet, C. Shahabi & M. Schneider (eds.), Proceedings of the ACM international symposium on Advances in geographic information systems (ACMGIS) (pp. 194–201). ACM, New York
Hobona G, Fairbairn D, Hiden H, James P (2010) Orchestration of Grid-enabled Geospatial Web Services in Geoscientific Workflows. IEEE Transactions on Automation Science and Engineering, 7, (2), pp. 407–411.
Hogeweg M (2008) Portal Semantic Searches. In GEOSS AIP mailing list post of 30/11/2008 [AIP_PortalWG]
International Organisation for Standardisation (2005) ISO 19119:2005 Geographic information – Services.
Khalsa SJ, Nativi S, Geller G (2009) The GEOSS interoperability process pilot project (IP3). IEEE Transactions on Geoscience and Remote Sensing 47: 80–91
Klien E, Probst F (2005) Requirements for Geospatial Ontology Engineering. In: Toppen, F. and Painho, M. (eds.), Proceedings of the 8th Conference on Geographic Information Science (AGILE 2005), Estoril, Portugal, pp. 251–260
Klien E, Lutz M, Kuhn W (2006) Ontology-Based Discovery of Geo-graphic Information Services - An Application in Disaster Manage-ment. Computers, Environment and Urban Systems 30: 102–123
Klyne G, Carroll JJ (2004) Resource Description Framework (RDF): Con-cepts and Abstract Syntax. W3C Recommendation 10 February 2004. http://www.w3.org/TR/rdf-concepts/. Accessed 22 January 2009.
Kottman C (1999) The OpenGIS Abstract Specification Topic 14: Semantics and Information Communities. Version 4. OpenGIS Consortium Document 99–114. http://www.opengeospatial.org/standards/as. Accessed 20 March 2010
Kuhn W (1997) Approaching the Issue of Information Loss in Geographic Data Transfers. Geographical Systems 4: 261–276
Lemmens R (2008) Using Formal Semantics for Service within the Spatial Information Infrastructure. In: van Oosterom, P. & Zlatanova, Z. (eds.), Creating Spatial Information Infrastructures. Towards the Spatial Semantic Web, pp. 103–118. CRC Press.
Lemmens R, Wytzisk A, By R, Granell C, Gould M, van Oosterom P (2006) Integrating Semantic and Syntactic Descriptions to Chain Geographic Services. IEEE Internet Computing, 10: 42–52
McGuinness DL (2003) Ontologies Come of Age. In Dieter Fensel, Jim Hendler, Henry Lieberman, and Wolfgang Wahlster (eds.) Spinning the Semantic Web: Bringing the World Wide Web to Its Full Potential. MIT Press
Maguire DJ, Longley P (2005) The emergence of geoportals and their role in spatial data infrastructures. Computers, Environment and Urban Systems 29: 3–14
Mark DM, Egenhofer MJ, (1994) Modeling Spatial Relations Between Lines and Regions: Combining Formal Mathematical Models and Hu-man Subjects Testing. Cartography and Geographic Information Systems 21:195–212
Martell R (2005) OGC Catalogue Services – ebRIM (ISO/TS 15000–3) profile of CSW. Open Geospatial Consortium Specification 05–025r3
Morris C (1971) Writings on the General Theory of Signs. Mouton, The Hague
Nebert D, Whiteside A, Vretanos P (2007) OGC Catalogue Service Specification. Open Geospatial Consortium Specification 07–006r1
Niles I, Pease A (2001) Towards a Standard Upper Ontology. In Chris Welty and Barry Smith (eds.), Proceedings of the 2nd International Conference on Formal Ontology in Information Systems (FOIS-2001), Ogunquit, Maine, October 17–19, 2001.
Ram S, Park J, Lee D (1999) Digital Libraries for the Next Millennium: Challenges and Research Directions. Information Systems Frontiers 1: 75–94
Raskin RG, Pan MJ (2005) Knowledge representation in the semantic web for Earth and environmental terminology (SWEET). Computers & Geosciences 31: 1119–1125
Schwering A (2007) Evaluation of a semantic similarity measure for natural language spatial relations. In Proceedings of the International Conference on Spatial Information Theory (COSIT 2007), Melbourne, Australia.
Schwering A (2008) Approaches to Semantic Similarity Measurement for Geo-Spatial Data: A Survey. Transactions in GIS 12: 5–29
Shut P, Whiteside A (2005) Web Processing Service Implementation Specification. Open Geospatial Consortium Specification 05–007r4
Stock, Kristin (2009) OWL Application Profile for CSW 2.0. Open Geospatial Consortium Application Profile 09–010
Stock K, Robertson A, Bishr M, Stojanovic T, Ortmann J, Reitsma F, Medyckyj-Scott D (2009) eScience for Sea Science: A Semantic Knowledge Infrastructure for Marine Scientists. Proceedings of the 5th IEEE International Conference on e-Science, Oxford, UK, December 9–11.
Stock, Kristin (2010) Describing Spatial Relations Using Informal Semantics. Proceedings of GIS Research UK (GISRUK 2010), 14–16 April, London, UK.
Stock K, Atkinson R, Higgins C, Small M, Woolf A, Millard K, Arctur D (2010) A semantic registry using a Feature Type Catalogue instead of ontologies to support spatial data infrastructures. International Journal of Geographical Information Science 24: 231–252
Studer R, Benjamins VR, Fensel D (1998) Knowledge Engineering: Principles and Methods. IEEE Transactions on Data and knowledge Engineering 25:161–197
Vogele T, Spittel R (2004) Enhancing Spatial Data Infrastructures with Semantic Web Technologies. In Toppen, F. and Painho, M. (eds.) Proceedings of the 7th Conference on Geographic Information Science (AGILE 2004), 29 April – 1 May, Heraklion, Greece
Voges U, Senkler K (2005) Open GIS Catalogue Services Specification 2.0 – ISO19115/ISO19119 Application Profile for CSW 2.0. Reference number OGC 04–038r2
Vretanos P (2005) Web Feature Service Implementation Specification. Open Geospatial Consortium Specification 04–094
Whiteside A, Evans JD (2008) Web Coverage Service (WCS) Implementation Standard. Open Geospatial Consortium Specification 07–065r5
Yue P, Di L, Yang W, Yu G, Zhao P (2007) Semantics-based Automatic Composition of Geospatial Web Service Chains. Computers & Geosciences, 33: 649–665
Yue P, Gong J, Di L (2010) Augmenting geospatial data provenance through metadata tracking in Geospatial service chaining. Computer & Geosciences, 36: 270–281
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Stock, K., Hobona, G., Granell, C., Jackson, M. (2011). Ontology-Based Geospatial Approaches for Semantic Awareness in Earth Observation Systems. In: Ashish, N., Sheth, A. (eds) Geospatial Semantics and the Semantic Web. Semantic Web and Beyond, vol 12. Springer, Boston, MA. https://doi.org/10.1007/978-1-4419-9446-2_5
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