Constraining Gaussian Process Implicit Surfaces for Robot Manipulation via Dataset Refinement

Abhinav Kumar, Peter Mitrano, Dmitry Berenson

Model-based control faces fundamental challenges in partially-observable environments due to unmodeled obstacles. We propose an online learning and optimization method to identify…