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Real-Time Symbolic Dynamic Programming for Hybrid MDPs

Vianna, Luis Gustavo Rocha; De Barros, Leliane Nunes; Sanner, Scott

Description

Recent advances in Symbolic Dynamic Programming (SDP) combined with the extended algebraic decision diagram (XADD) have provided exact solutions for expressive subclasses of finite-horizon Hybrid Markov Decision Processes (HMDPs) with mixed continuous and discrete state and action parameters. Unfortunately, SDP suffers from two major drawbacks: (1) it solves for all states and can be intractable for many problems that inherently have large optimal XADD value function representations; and (2) it...[Show more]

CollectionsANU Research Publications
Date published: 2015
Type: Conference paper
URI: http://hdl.handle.net/1885/103808
Source: HVAC-Aware Occupancy Scheduling

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