Author:Rens, G; Ferrein, A; Van der Poel, EDate:Jun 2009Traditionally, agent architectures based on the Belief-Desire-Intention (BDI) model make use of precompiled plans, or if they do generate plans, the plans do not involve stochastic actions nor probabilistic observations. Plans that do involve ...Read more
Author:Rens, G; Ferrein, ADate:Sep 2013We consider online partially observable Markov decision processes (POMDPs) which compute policies by local look-ahead from the current belief-state. One problem is that belief-nodes deeper in the decision-tree increase in the number of states ...Read more
Author:Rens, G; Ferrein, A; van der Poel, EDate:Nov 2008For sophisticated robots, it may be best to accept and reason with noisy sensor data, instead of assuming complete observation and then dealing with the effects of making the assumption. We shall model uncertainties with a formalism called ...Read more
Author:Rens, G; Meyer, T; Ferrein, A; Lakemeyer, GDate:Jul 2011The authors propose a novel modal logic for specifying agent domains where the agent’s actuators and sensors are noisy, causing uncertainty in action and perception. The logic draws both on POMDP theory and logics of action and change. The ...Read more