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up ( s 1 )
up ( s 3 )
s
+
relay
trap-open
at-trap ( t )
?
s
+
up ( s 2 )
alive ( t )
?
+
light
b)
?
j
up ( s 1 )
up ( s 2 )
detect
Y
a)
c)
Figure 2.13. Graphs representing the structural dependencies between fluents re-
garding a) Example 2.6.3, b) Example 2.10.1 (where t abbreviates turkey ), and
c) state constraint up ( s 1 ) up ( s 2 ) (inducing a cycle), respectively.
Problem. Introduced in the context of Situation Calculus [74], it concerns
the at rst glance trivial but in fact highly problematic challenge to specify,
in logic, that non-aected fluents keep their truth-values during the perfor-
mance of actions. To see where the diculties lie, observe rst that na¨ vely
describing the eects of actions such as toggle ( x ) by means of classical
material implication does not work. E.g., the specication
Do ( toggle ( x )) ( : up ( x ) up ( x ))
(2.52)
is inconsistent with, say, : up ( s 1 ) ^Do ( toggle ( s 1 )), i.e., the seemingly natu-
ral logical formalization of a situation where switch s 1 is down and is about
to being toggled. This is why Situation Calculus introduces an additional so-
called situation argument to each action and fluent, restricting its scope to a
particular one out of many possible situations. The eect description (2.52)
thus becomes
: up ( x; s ) up ( x; Do ( toggle ( x ) ;s ))
where s denotes some abstract situation and Do ( toggle ( x ) ;s ) the succes-
sor situation resulting from performing toggle ( x )in s . This representation
technique, however, raises the problem of how to conclude that some other flu-
ent which holds in s ,say
(
s 2 ), still holds in situation Do (
(
s 1 ) ;s ).
up
toggle
 
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