Learning Excavation of Rigid Objects with Offline Reinforcement Learning

Understand

Autonomous excavation is a challenging task.

• The unknown contact dynamics between the excavator bucket and the terrain could easily result in large contact forces and jamming problems during excavation.
• Traditional model-based methods struggle to handle such problems due to complex dynamic modeling.
• In this paper, we formulate the excavation skills with three novel manipulation primitives.