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Robust control of uncertain Markov Decision Processes with temporal logic specifications
2012
2012 IEEE 51st IEEE Conference on Decision and Control (CDC)
We present a method for designing robust controllers for dynamical systems with linear temporal logic specifications. We abstract the original system by a finite Markov Decision Process (MDP) that has transition probabilities in a specified uncertainty set. A robust control policy for the MDP is generated that maximizes the worst-case probability of satisfying the specification over all transition probabilities in the uncertainty set. To do this, we use a procedure from probabilistic model
doi:10.1109/cdc.2012.6426174
dblp:conf/cdc/WolffTM12
fatcat:es3s4sunazekzi7cm2hdt3f7h4