Minjong Kim

Disturbance-Adaptive Differentiable MPC for Underwater Structure Inspection Using Underwater Robot

Close-proximity inspection of underwater cylindrical structures is challenging due to nonlinear vehicle dynamics, flow disturbances, and payload uncertainty. Fixed-weight MPC provides structured constraint handling but lacks adaptivity, while model-free RL is adaptive but often unstable and unsafe u…