Retain the ordered position state , the same initial state and the goal test , with unit joint-action cost. Replace the deterministic search transition model by a set-valued outcome relation. LetThenHere for an attempted move leaving the board returns the current room. This explicit boundary convention keeps every outcome inside the state space; alternatively disable a horizontal command unless both possible destinations are legal. Mrs Robot’s commands can still be restricted to legal moves as before.
The result is a fully observable nondeterministic planning problem, assuming that actual positions are observed after every step. Both possible horizontal outcomes must be represented, even though they may coincide at a boundary or when . No outcome probabilities are supplied, so attaching equal probabilities would add an assumption. Its solution is a position-dependent plan or policy.
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