Foundations of Reinforcement Learning.- Abstraction and Knowledge Transfer in Reinforcement Learning.- Qualitative State Space Abstraction.- Generalization and Transfer Learning with Qualitative Spatial Abstraction.- RLPR - An Aspectualizable State Space Representation.- Empirical Evaluation.- Summary and Outlook.