activity
20192022
most citedDeep Hamiltonian networks based on symplectic integrators

18 citations · 18 across the 3 of their papers we have counts for

collaborators

6 papers

math.NA2022

A modified EM method and its fast implementation for multi-term Riemann-Liouville stochastic fractional differential equations

Jingna Zhang, Jianfei Huang, Yifa Tang +1

In this paper, a modified Euler-Maruyama (EM) method is constructed for a kind of multi-term Riemann-Liouville stochastic fractional differential equations and the strong convergen…

astro-ph.IM2022

Symplectic Integrators in Corotating Coordinates

Xiongbiao Tu, Qiao Wang, Yifa Tang

The dynamic equation of mass point in rotating coordinates is governed by Coriolis and centrifugal force, besides a corotating potential relative to frame. Such a system is no long…

math.NA202018 cited

Deep Hamiltonian networks based on symplectic integrators

Aiqing Zhu, Pengzhan Jin, Yifa Tang

HNets is a class of neural networks on grounds of physical prior for learning Hamiltonian systems. This paper explains the influences of different integrators as hyper-parameters o…

cs.LG2020

SympNets: Intrinsic structure-preserving symplectic networks for identifying Hamiltonian systems

Pengzhan Jin, Zhen Zhang, Aiqing Zhu +2

We propose new symplectic networks (SympNets) for identifying Hamiltonian systems from data based on a composition of linear, activation and gradient modules. In particular, we def…

math.SG2019

Unit triangular factorization of the matrix symplectic group

Pengzhan Jin, Yifa Tang, Aiqing Zhu

In this work, we prove that any symplectic matrix can be factored into no more than 9 unit triangular symplectic matrices. This structure-preserving factorization of the symplectic…

math.NA2019

Spectrally accurate space-time solution of Manakov systems

Luigi Barletti, Luigi Brugnano, Yifa Tang +1

In this paper, we study the numerical solution of Manakov systems by using a spectrally accurate Fourier decomposition in space, coupled with a spectrally accurate time integration…