Ting-Zhen Yan

Robust Learning for Structural Vibration Mitigation under Excitation Uncertainty

Learning-based structural vibration mitigation must remain reliable under excitation uncertainty whose severity, spectral content, and temporal structure can deviate from nominal training conditions. Standard single-agent reinforcement learning (RL) typically optimizes expected return under a fixed disturbance model, w...