Ontology‐based retrieval of geographic information

Discovering and accessing suitable geographic information (GI) in the open and distributed environments of current Spatial Data Infrastructures (SDIs) is a crucial task. Catalogues provide searchable repositories of information descriptions, but the mechanisms to support GI retrieval are still insufficient. Problems of semantic heterogeneity caused by the ambiguity of natural language can arise during keyword‐based search in catalogues and when formulating a query to access the discovered data. In this paper, we present an approach to ontology‐based GI retrieval that contributes to solving existing problems of semantic heterogeneity and hides most of the complexity of the required procedure from the requester. A query language and graphical user interface allow a requester to intuitively formulate a query using a well‐known domain vocabulary. From this query, an ontology concept is derived, which is then used to search a catalogue for a data source that provides all the information required to answer the requester's query. If a suitable data source is discovered, the relevant data are accessed through a standardized interface. The approach is implemented through several components that can be used as an extension to standard SDIs.

[1]  Thomas R. Gruber,et al.  Toward principles for the design of ontologies used for knowledge sharing? , 1995, Int. J. Hum. Comput. Stud..

[2]  Eva Klien,et al.  The Role of Spatial Relations in Automating the Semantic Annotation of Geodata , 2005, COSIT.

[3]  Max J. Egenhofer,et al.  Comparing geospatial entity classes: an asymmetric and context-dependent similarity measure , 2004, Int. J. Geogr. Inf. Sci..

[4]  Patrick Brézillon,et al.  Context in problem solving: a survey , 1999, The Knowledge Engineering Review.

[5]  Sebastian Hübner,et al.  BUSTER - An Information Broker for the Semantic Web , 2003, Künstliche Intell..

[6]  Ramanathan V. Guha,et al.  Semantic search , 2003, WWW '03.

[7]  Ubbo Visser,et al.  Ontology-based search for interactive digital maps , 2004, IEEE Intelligent Systems.

[8]  Dieter Fensel,et al.  Knowledge Engineering: Principles and Methods , 1998, Data Knowl. Eng..

[9]  Steven J. DeRose,et al.  XML Path Language (XPath) , 1999 .

[10]  Ben Y. Zhao,et al.  An architecture for a secure service discovery service , 1999, MobiCom.

[11]  Frank van Harmelen,et al.  Exploring large document repositories with RDF technology: the DOPE project , 2004, IEEE Intelligent Systems.

[12]  Alon Y. Levy Logic-based techniques in data integration , 2001 .

[13]  Takahiro Kawamura,et al.  Semantic Matching of Web Services Capabilities , 2002, SEMWEB.

[14]  Frederico T. Fonseca,et al.  Using Ontologies for Integrated Geographic Information Systems , 2002, Trans. GIS.

[15]  Vipul Kashyap,et al.  Domain Specific Ontologies for Semantic Information Brokering on the Global Information Infrastructure , 1998 .

[16]  Heiner Stuckenschmidt,et al.  Ontology-Based Integration of Information - A Survey of Existing Approaches , 2001, OIS@IJCAI.

[17]  Amit P. Sheth,et al.  Changing Focus on Interoperability in Information Systems:From System, Syntax, Structure to Semantics , 1999 .

[18]  Douglas Nebert,et al.  Developing Spatial Data Infrastructures: The SDI Cookbook , 2001 .

[19]  Nicola Guarino,et al.  OntoSeek: content-based access to the Web , 1999, IEEE Intell. Syst..

[20]  J. C. Hinton,et al.  GIS and Remote Sensing Integration for Environmental Applications , 1996, Int. J. Geogr. Inf. Sci..

[21]  Steffen Staab,et al.  SEAL - A Framework for Developing SEmantic Web PortALs , 2001, BNCOD.

[22]  Jeff Heflin,et al.  Searching the Web with SHOE , 2000 .

[23]  Diego Calvanese,et al.  The Description Logic Handbook: Theory, Implementation, and Applications , 2003, Description Logic Handbook.

[24]  Mark Klein,et al.  Towards High-Precision Service Retrieval , 2002, SEMWEB.

[25]  Alan F. Smeaton,et al.  Using WordNet in a Knowledge-Based Approach to Information Retrieval , 1995 .

[26]  Max J. Egenhofer,et al.  Toward the semantic geospatial web , 2002, GIS '02.

[27]  Eva Klien,et al.  An Architecture for Ontology-Based Discovery and Retrieval of Geographic Information , 2004, GI Jahrestagung.

[28]  Yaser A. Bishr,et al.  Overcoming the Semantic and Other Barriers to GIS Interoperability , 1998, Int. J. Geogr. Inf. Sci..

[29]  Steffen Staab,et al.  SEAL: a framework for developing SEmantic PortALs , 2001, K-CAP '01.

[30]  Sergio Tessaris,et al.  Semantics Driven Support for Query Formulation , 2004, Description Logics.

[31]  Ian Horrocks,et al.  A software framework for matchmaking based on semantic web technology , 2003, WWW '03.

[32]  Frank van Harmelen,et al.  Web Ontology Language: OWL , 2004, Handbook on Ontologies.

[33]  Werner Nutt,et al.  Basic Description Logics , 2003, Description Logic Handbook.

[34]  Michael Uschold,et al.  Knowledge level modelling: concepts and terminology , 1998, The Knowledge Engineering Review.

[35]  Diego Calvanese,et al.  Relationships with other Formalisms , 2003, Description Logic Handbook.

[36]  M. Raubal Formalizing Conceptual Spaces , 2004 .

[37]  Hayley Mizen,et al.  Tales of the River Bank, First Thoughts in the Development of a Topographic Ontology , 2004 .

[38]  Steven J. DeRose,et al.  XML Path Language (XPath) Version 1.0 , 1999 .

[39]  Joann J. Ordille,et al.  Querying Heterogeneous Information Sources Using Source Descriptions , 1996, VLDB.

[40]  Thomas Vögele,et al.  Enhancing Spatial Data Infrastructures with Semantic Web Technologies , 2004 .

[41]  Bertram Ludäscher,et al.  An Ontology-Driven Framework for Data Transformation in Scientific Workflows , 2004, DILS.

[42]  Frederico T. Fonseca,et al.  Semantic Granularity in Ontology-Driven Geographic Information Systems , 2002, Annals of Mathematics and Artificial Intelligence.

[43]  Anni-Yasmin Turhan,et al.  RACE User''s Guide and Reference Manual , 1999 .