T. Hu

Predictive rollout–guided constrained reinforcement learning for low-conservatism robust vibration control under parametric uncertainty

Active vibration control of mechanical structures is unavoidably affected by bounded parametric uncertainty caused by varying payloads, aging, and modeling errors. Such uncertainty can degrade nominal vibration suppression and, more importantly, trigger violations of hard safety limits such as travel, deflection, and s...