most citedLearning solution operators of PDEs defined on varying domains via MIONet

2 citations · 3 across the 6 of their papers we have counts for

collaborators

6 papers

cond-mat.stat-mech2024

Fractional Langevin equation far from equilibrium: Riemann-Liouville fractional Brownian motion, spurious nonergodicity and aging

Qing Wei, Wei Wang, Yifa Tang +2

We consider the fractional Langevin equation far from equilibrium (FLEFE) to describe stochastic dynamics which do not obey the fluctuation-dissipation theorem, unlike the conventi…

cs.LG20242 cited

Learning solution operators of PDEs defined on varying domains via MIONet

Shanshan Xiao, Pengzhan Jin, Yifa Tang

In this work, we propose a method to learn the solution operators of PDEs defined on varying domains via MIONet, and theoretically justify this method. We first extend the approxim…

physics.plasm-ph2024

Canonical Hamiltonian Guiding Center Dynamics and Its Intrinsic Magnetic Moment

Ruili Zhang, Jian Liu, Tong Liu +3

The concept of guiding center is potent in astrophysics, space plasmas, fusion researches, and arc plasmas to solve the multi-scale dynamics of magnetized plasmas. In this letter,…

math.DS20241 cited

Generalized Lagrangian Neural Networks

Shanshan Xiao, Jiawei Zhang, Yifa Tang

Incorporating neural networks for the solution of Ordinary Differential Equations (ODEs) represents a pivotal research direction within computational mathematics. Within neural net…

math.NA2023

Effective Numerical Simulations of Synchronous Generator System

Jiawei Zhang, Aiqing Zhu, Feng Ji +2

Synchronous generator system is a complicated dynamical system for energy transmission, which plays an important role in modern industrial production. In this article, we propose s…

math.NA2023

Implementation and (Inverse Modified) Error Analysis for implicitly-templated ODE-nets

Aiqing Zhu, Tom Bertalan, Beibei Zhu +2

We focus on learning unknown dynamics from data using ODE-nets templated on implicit numerical initial value problem solvers. First, we perform Inverse Modified error analysis of t…