Robot systems have been used extensively during the last decades to provide automation solutions in a number of areas. Most of the currently deployed automation systems are limited in that the tasks they can solve are required to be repetitive and predicable. Therefore the robotics and artificial intelligence research communities have made significant research efforts to produce more intelligent machines. Although significant progress has been made towards achieving robots that can interact in a human environment there are currently no system that comes close to achieving the reasoning...