Title :
Combining multiple representations in a spatial reasoning system
Author :
Bennett, Brandon ; Cohn, Anthony G. ; Isli, Amar
Author_Institution :
Leeds Univ., UK
Abstract :
We examine a variety of representations for storing and reasoning about spatial information and distinguish between quantitative representations grounded in numerical coordinate systems and qualitative representations, based on a high-level conceptual vocabulary for the description of spatial situations. We suggest that qualitative languages, can add powerful functionality to spatial information systems, which have traditionally processed only quantitative data. Trade-offs between expressive power, computational tractability and `naturalness´ are considered for several qualitative formalisms. We explain how a significant class of topological relations can be described by a 1st-order language and how these can be encoded into 0-order intuitionistic logic to yield an effective reasoning algorithm. We discuss ways of combining qualitative and quantitative information within a coherent architecture and describe an implementation of a hybrid spatial information system, incorporating three types of spatial information: quantitative data-structures are employed in a database of polygonal regions; a qualitative relational language is used to express high-level queries; and intuitionistic propositional logic is used to compute the inferences needed to answer these queries
Keywords :
deductive databases; formal logic; knowledge representation; query processing; spatial data structures; spatial reasoning; visual databases; vocabulary; computational tractability; first-order language; high-level conceptual vocabulary; high-level queries; intuitionistic propositional logic; multiple representations; numerical coordinate systems; polygonal regions; qualitative languages; qualitative relational language; qualitative representations; quantitative data structures; quantitative representations; spatial information systems; spatial reasoning system; topological relations; Computer graphics; Equations; Geographic Information Systems; Geometry; Information systems; Logic; Relational databases; Software quality; Spatial databases; Vocabulary;
Conference_Titel :
Tools with Artificial Intelligence, 1997. Proceedings., Ninth IEEE International Conference on
Conference_Location :
Newport Beach, CA
Print_ISBN :
0-8186-8203-5
DOI :
10.1109/TAI.1997.632271