Search Results for author: Guanghan Pan

Found 1 papers, 1 papers with code

Symplectic Neural Networks in Taylor Series Form for Hamiltonian Systems

1 code implementation11 May 2020 Yunjin Tong, Shiying Xiong, Xingzhe He, Guanghan Pan, Bo Zhu

We propose an effective and lightweight learning algorithm, Symplectic Taylor Neural Networks (Taylor-nets), to conduct continuous, long-term predictions of a complex Hamiltonian dynamic system based on sparse, short-term observations.

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