Shigeki Osaki

Reinforcement Learning Boat Autopilot: A Sample-efficient and Model Predictive Control based Approach

In this research we focus on developing a reinforcement learning system for a challenging task: autonomous control of a real-sized boat, with difficulties arising from large uncertainties in the challenging ocean environment and the extremely high cost of exploring and sampling with a real boat. To…