Where is the Terraced House? On the Use of Ontologies for Recognition of Urban Concepts in Cartographic Databases

In GIS datasets, it is rare that building objects are richly attributed. Yet having semantic information (such as tenement, terraced, semi-detached) has real practical application (in visualisation and in analysis). It is often the case that we can infer semantic information simply by visual inspection – based on metric and topological properties for example. This paper explores the application of pattern recognition techniques as a way of automatically extracting information from vector databases and attaching this information to the attributes of a building. Our methodology builds upon the idea of an ontology-driven pattern recognition approach. These ideas are explored through the automatic detection of terraced houses (based on Ordnance Survey MasterMap® vector data). The results appear to demonstrate the feasibility of the approach. In conclusion we discuss the benefits and difficulties encountered, suggest ways to deal with these challenges, and propose short and long term directions for future research.

[1]  Annabelle Boffet Méthode de création d'informations multi-niveaux : pour la généralisation cartographique de l'urbain , 2001 .

[2]  Monika Sester,et al.  ANALYSIS OF SETTLEMENT STRUCTURES BY GRAPH-BASED CLUSTERING , 2000 .

[3]  Karl-Heinrich Anders,et al.  Characterising Space via Pattern Recognition Techniques: Identifying Patterns in Road Networks , 2007 .

[5]  Max J. Egenhofer,et al.  Ontology-driven map generalization , 2005, J. Vis. Lang. Comput..

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

[7]  J. Murray The Oxford English Dictionary , 1913 .

[8]  Roy Ladner,et al.  Fuzzy Set Approaches to Spatial Data Mining of Association Rules , 2003, Trans. GIS.

[9]  Volker Haarslev,et al.  Combining Spatial and Terminological Reasoning , 1994, KI.

[10]  Wolfgang Förstner,et al.  Semantic Modeling for the Acquisition of Topographic Information from Images and Maps: Smati 97 , 1997 .

[11]  Anne Ruas,et al.  Modelling the Overall Process of Generalisation , 2013 .

[12]  Pragya Agarwal,et al.  Ontological considerations in GIScience , 2005, Int. J. Geogr. Inf. Sci..

[13]  D. E Richardson,et al.  Advances in spatial data handling : 10th International Symposium on Spatial Data Handling , 2002 .

[14]  Stefan Steiniger,et al.  Enabling pattern-aware automated map generalization , 2007 .

[15]  Monika Sester,et al.  Knowledge acquisition for the automatic interpretation of spatial data , 2000, Int. J. Geogr. Inf. Sci..

[16]  Daniel B. Müller,et al.  Stock dynamics for forecasting material flows—Case study for housing in The Netherlands , 2006 .

[17]  M. Conzen Alnwick, Northumberland : a study in town-plan analysis , 1960 .

[18]  William Mackaness,et al.  Automated Cartography in a Bush of Ghosts , 2006 .

[19]  N. Guarino,et al.  Formal Ontology in Information Systems : Proceedings of the First International Conference(FOIS'98), June 6-8, Trento, Italy , 1998 .

[20]  Nicola Guarino,et al.  Formal Ontology and Information Systems , 1998 .

[21]  Thomas R. Gruber,et al.  A translation approach to portable ontology specifications , 1993, Knowl. Acquis..

[22]  François Golay,et al.  Preliminary insights on continuity and evolution of concepts for the development of an urban morphological process ontology , 2007, Ontologies for Urban Development.

[23]  Robert Weibel,et al.  A review and conceptual framework of automated map generalization , 1988, Int. J. Geogr. Inf. Sci..

[24]  S. Barr,et al.  Distinguishing urban land-use categories in fine spatial resolution land-cover data using a graph-based, structural pattern recognition system , 1997 .

[25]  Ivor Samuels,et al.  Conzen, M.R.G. 1960: Alnwick, Northumberland: a study in town-plan analysis. Institute of British Geographers Publication 27. London: George Philip , 2009 .

[26]  Paulo E. Santos,et al.  Supervaluation Semantics for an Inland Water Feature Ontology , 2005, IJCAI.

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

[28]  Anne Ruas,et al.  Evaluation in the Map Generalisation Process , 2007 .

[29]  Jacques Teller,et al.  Ontologies for Urban Development , 2007, Studies in Computational Intelligence.

[30]  Geoffrey Dutton,et al.  Ontological modelling of geographical relationships for map generalization , 2006 .

[31]  Daniel Müller,et al.  Dynamic material flow analysis for Norway's dwelling stock , 2007 .

[32]  A. Ruas,et al.  Detecting Building Alignments for Generalisation Purposes , 2002 .

[33]  Robert Weibel,et al.  An Approach for the Classification of Urban Building Structures Based on Discriminant Analysis Techniques , 2008, Trans. GIS.