FORMALISING THE LOGIC OF SPATIAL QUALIFICATION USING A QUALITATIVE REASONING APPROACH
Date
2014-04
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Abstract
Spatial qualification problem, an aspect of spatial reasoning, is concerned with the
impossibility of knowing an agent‟s presence at a specific location and time. An
agent‟s location determines its ability to carry out an action given its known spatial
antecedents. There are sparse works on the formalisation of this problem. Qualitative
reasoning approach is the most widely used approach for spatial reasoning due to its
ability to reason with incomplete knowledge or reduced data set. This approach has
been applied to spatial concepts, such as, shapes, sizes, distance and orientation but not
spatial qualification. Therefore, this work was aimed at formalising a logical theory for
reasoning about the spatial qualification of an agent to carry out an action based on
prior knowledge using qualitative reasoning approach.
The notions of persistence, discretisation and commutative distance coverage were
used as parameters in formalising the concept of spatial qualification. The axioms and
derivation rules for the theory were formally represented using quantified modal logic.
The formalised theory was compared with standardised systems of axioms: S4
(containing Kripke‟s minimal system K, axioms T and 4) and S5 (containing K,T,4
and axiom B). The characteristics of the domain of the formalised theory were
compared with Barcan‟s axioms, and its semantics were described using Kripke‟s
Possible World Semantics (PWS) with constant domain across worlds. A proof system
for reasoning with the formalised theory was developed using analytical tableau
method. The theory was applied to an agent‟s local distribution planning task with set
deadline. Cases with known departure time and routes were considered to determine
the possibility of an agent‟s presence at a location.
From the formalisation, a body of axioms named Spatial Qualification Model (SQM)
was obtained. The axioms showed the presence log and reachability of locations as
determinants for agent‟s spatial presence. The properties exhibited by the formalised
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model when examined in light of S4 and S5 systems of axioms were KP1, KP2
(equivalent to axiom K), TP and 4P (equivalent to axioms T and 4 respectively) in an
S4 system. The SQM therefore demonstrated the characteristics of an S4 system of
axioms but fell short of being an S5 system. Barcan‟s axiom held, confirming constant
domain across possible worlds in the formalised model. Explicating the axioms in the
SQM using PWS enabled the understanding of tableau proof rules. Through closed
tableaux, the SQM was demonstrably semi-decidable in the sense that the possibility
of an agent‟s presence at a certain location and time was only provable in the
affirmative, while its negation was not. Depending on the route, the application of
SQM to the product distribution planning domain resulted in agent‟s feasible
availability times, within or outside the set deadline to assess the agent‟s spatial
qualification in agreement with possible cases in the planning task.
The spatial qualification model specified the spatial presence log and reachability
axioms required for reasoning about an agent‟s spatial presence. The model
successfully assessed plans of product distribution task from one location to the other
for vans‟ availability.
Keywords: Spatial qualification model, Quantified modal logic, Tableau proof,
Possible world semantics.
Word count: 497
Description
Keywords
Spatial qualification model, Quantified modal logic, Tableau proof, Possible world semantics