Robust Adaptive Markov Decision Processes in Multi-vehicle Applications

This paper presents a new robust and adaptive framework for Markov decision processes that accounts for errors in the transition probabilities. Robust policies are typically found off-line, but can be extremely conservative when implemented in the real system. Adaptive policies, on the other hand, a...

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Bibliographic Details
Main Authors: How, Jonathan P., Bertuccelli, Luca F., Bethke, Brett M.
Other Authors: Massachusetts Institute of Technology. Aerospace Controls Laboratory
Format: Article
Language:en_US
Published: Institute of Electrical and Electronics Engineers 2010
Online Access:http://hdl.handle.net/1721.1/58906
https://orcid.org/0000-0001-8576-1930

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