Model Predictive Control

Goal-Conditioned Learning MPC

Explored a goal-conditioned, data-driven MPC pipeline that learns transition costs between feasible states from closed-loop trajectories via imitation learning.

Autonomous Rover for Solar Panel Fields (Terabase)

Co-implemented a ROS-based perception stack and connected it to an MPC planner and low-level controller to enable evasive maneuvers on a physical rover deployed in solar panel …