Yu Liu

Deep Reinforcement Learning with State Uncertainty Estimation for Continuous Control of Dynamic Complex Systems

Deep reinforcement learning has achieved remarkable success in continuous control tasks. Modeling and decision-making for dynamic complex systems remain particularly challenging due to nonlinear dynamics, stochastic disturbances, and uncertain observations, making uncertainty-awa...