131 citations · 397 across the 37 of their papers we have counts for
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eess.SY2020★ 4 cited
Transient Stability Assessment of Networked Microgrids Using Neural Lyapunov Methods
Tong Huang, Sicun Gao, Le Xie
This paper proposes a novel transient stability assessment tool for networked microgrids based on neural Lyapunov methods. Assessing transient stability is formulated as a problem…
cs.LG2020★ 3 cited
Provably Efficient Model-based Policy Adaptation
Yuda Song, Aditi Mavalankar, Wen Sun +1
The high sample complexity of reinforcement learning challenges its use in practice. A promising approach is to quickly adapt pre-trained policies to new environments. Existing met…
cs.LG2020★ 131 cited
Neural Lyapunov Control
Ya-Chien Chang, Nima Roohi, Sicun Gao
We propose new methods for learning control policies and neural network Lyapunov functions for nonlinear control problems, with provable guarantee of stability. The framework consi…