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eess.SY2026
Safe Reinforcement Learning Beyond Baseline Control: A Hierarchical Framework for Space Triangle Tethered Formation System
Xinyi Tao, Panfeng Huang, Fan Zhang
Triangular tethered formation system (TTFS) provide a promising platform for deep space exploration and distributed sensing due to its intrinsic spatial-orientation stability and c…
eess.SY2025
Differentiable Physics-Informed Adaptive Koopman Control for Stable Flight under Unknown Disturbances
Ao Jin, Qiujin Liang, Tao Zhang +2
Uncertainties and disturbances in robotic systems, such as aerodynamic forces, are fundamentally outcomes of physical interactions with the environment, manifesting as learnable sp…
eess.SY2025
Enhanced Robust Tracking Control: An Online Learning Approach
Ao Jin, Weijian Zhao, Yifeng Ma +2
This work focuses the tracking control problem for nonlinear systems subjected to unknown external disturbances. Inspired by contraction theory, a neural network-dirven CCM synthes…