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Non-monotonic spatial reasoning with answer set programming modulo theories
University of Warsaw, Warsaw, Poland; University of Münster, Münster, Germany; University of Bremen, Bremen, Germany.
University of Warsaw, Warsaw, Poland; University of Münster, Münster, Germany; University of Bremen, Bremen, Germany.
University of Warsaw, Warsaw, Poland; University of Münster, Münster, Germany; University of Bremen, Bremen, Germany. (AASS)ORCID iD: 0000-0002-6290-5492
2017 (English)In: Theory and Practice of Logic Programming, ISSN 1471-0684, E-ISSN 1475-3081, Vol. 17, no 2, p. 205-225Article in journal (Refereed) Published
Abstract [en]

The systematic modelling of dynamic spatial systems is a key requirement in a wide range of application areas such as commonsense cognitive robotics, computer-aided architecture design, and dynamic geographic information systems. We present Answer Set Programming Modulo Theories (ASPMT)(QS), a novel approach and fully implemented prototype for non-monotonic spatial reasoning - a crucial requirement within dynamic spatial systems based on ASPMT. ASPMT(QS) consists of a (qualitative) spatial representation module (QS) and a method for turning tight ASPMT instances into Satisfiability Modulo Theories (SMT) instances in order to compute stable models by means of SMT solvers. We formalise and implement concepts of default spatial reasoning and spatial frame axioms. Spatial reasoning is performed by encoding spatial relations as systems of polynomial constraints, and solving via SMT with the theory of real non-linear arithmetic. We empirically evaluate ASPMT(QS) in comparison with other contemporary spatial reasoning systems both within and outside the context of logic programming. ASPMT(QS) is currently the only existing system that is capable of reasoning about indirect spatial effects (i.e., addressing the ramification problem), and integrating geometric and QS information within a non-monotonic spatial reasoning context.

Place, publisher, year, edition, pages
Cambridge University Press, 2017. Vol. 17, no 2, p. 205-225
Keywords [en]
non-monotonic spatial reasoning; answer set programming modulo theories; declarative spatial reasoning; dynamic spatial systems; reasoning about space; actions; and change
National Category
Computer Sciences
Identifiers
URN: urn:nbn:se:oru:diva-63586DOI: 10.1017/S1471068416000193ISI: 000395794300003Scopus ID: 2-s2.0-84984693491OAI: oai:DiVA.org:oru-63586DiVA, id: diva2:1168930
Note

Funding Agency:

Polish National Science Centre  2011/02/A/HS1/0039

Available from: 2017-12-21 Created: 2017-12-21 Last updated: 2018-01-13Bibliographically approved

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Bhatt, Mehul

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