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Summary: Appears in AAAI'02 workshop on Cognitive Robotics (CogRob'02). 1
Planning with Nondeterministic Actions and Sensing
Eyal Amir
Computer Science Division
University of California at Berkeley
eyal@cs.berkeley.edu
Abstract
Many planning problems involve nondeterministic actions
actions whose effects are not completely determined by the
state of the world before the action is executed. In this pa
per we consider the computational complexity of planning in
domains where such actions are available. We give a for
mal model of nondeterministic actions and sensing, together
with an action language for specifying planning domains.
Then, we examine the cases of complete observability, par
tial observability and no observability, assuming that sensing
is done automatically or needs to be done explicitly. We re
strict our attention to plans of tractable plansize or depth.
We show that planning with nondeterministic actions for
polynomially represented plans has computational complex
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