Lucas Rath

Using Physics Knowledge for Learning Rigid-body Forward Dynamics with Gaussian Process Force Priors

If a robot's dynamics are difficult to model solely through analytical mechanics, it is an attractive option to directly learn it from data. Yet, solely data-driven approaches require considerable amounts of data for training and do not extrapolate well to unseen regions of the system's state space.…