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20162026
most citedPhysics-Informed Neural Network Lyapunov Functions: PDE Characterization, Learning, and Verification

28 citations · 74 across the 24 of their papers we have counts for

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Showing 2023 · math.DSShow all

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math.DS2023★ 4 cited

Learning Regions of Attraction in Unknown Dynamical Systems via Zubov-Koopman Lifting: Regularities and Convergence

Yiming Meng, Ruikun Zhou, Jun Liu

The estimation for the region of attraction (ROA) of an asymptotically stable equilibrium point is crucial in the analysis of nonlinear systems. There has been a recent surge of in…