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Magnetohydrodynamics (MHD) describes the interaction between electrically conducting fluids and electromagnetic fields. We propose and analyze a symplectic, second-order algorithm for the evolutionary MHD system in Els\"asser variables. We…

数值分析 · 数学 2025-07-18 Zhen Yao , Catalin Trenchea , Wenlong Pei

High-order moving-mesh methods can effectively reduce numerical diffusion, but their formal accuracy typically relies on the regularity of the mesh velocity. This dependency creates a fundamental conflict in the numerical solution of…

数值分析 · 数学 2026-02-11 Chaoyi Cai , Qiqin Cheng , Di Wu , Jianxian Qiu

This paper continues to study the explicit two-stage fourth-order accurate time discretiza- tions [5, 7]. By introducing variable weights, we propose a class of more general explicit one-step two-stage time discretizations, which are…

数值分析 · 数学 2020-07-07 Yuhuan Yuan , Huazhong Tang

This paper presents a sequence of deferred correction (DC) schemes built recursively from the implicit midpoint scheme for the numerical solution of general first order ordinary differential equations (ODEs). It is proven that each scheme…

数值分析 · 数学 2021-04-06 Saint-Cyr E. R. Koyaguerebo-Ime , Yves Bourgault

This paper focuses on providing the high order algorithms for the space-time tempered fractional diffusion-wave equation. The designed schemes are unconditionally stable and have the global truncation error $\mathcal{O}(\tau^2+h^2)$, being…

数值分析 · 数学 2017-01-31 Minghua Chen , Weihua Deng

Over the last two decades, the field of geometric curve evolutions has attracted significant attention from scientific computing. One of the most popular numerical methods for solving geometric flows is the so-called BGN scheme, which was…

数值分析 · 数学 2024-06-21 Wei Jiang , Chunmei Su , Ganghui Zhang

We propose an efficient algorithm for finding first-order Nash equilibria in min-max problems of the form $\min_{x \in X}\max_{y\in Y} F(x,y)$, where the objective function is smooth in both variables and concave with respect to $y$; the…

最优化与控制 · 数学 2021-05-04 Dmitrii M. Ostrovskii , Andrew Lowy , Meisam Razaviyayn

Two-fluid plasma flow equations describe the flow of ions and electrons with different densities, velocities, and pressures. We consider the ideal plasma flow i.e. we ignore viscous, resistive, and collision effects. The resulting system of…

Second-order training methods have better convergence properties than gradient descent but are rarely used in practice for large-scale training due to their computational overhead. This can be viewed as a hardware limitation (imposed by…

机器学习 · 计算机科学 2024-05-24 Kaelan Donatella , Samuel Duffield , Maxwell Aifer , Denis Melanson , Gavin Crooks , Patrick J. Coles

A singularly perturbed linear system of second order partial differential equations of parabolic reaction-diffusion type with given initial and boundary conditions is considered. The leading term of each equation is multiplied by a small…

数值分析 · 数学 2010-08-17 V. Franklin , M. Paramasivam , S. Valarmathi , J. J. H. Miller

In this work, we approach the problem of finding the zeros of a continuous and monotone operator through a second-order dynamical system with a damping term of the form $1/t^{r}$, where $r\in [0, 1]$. The system features the time derivative…

最优化与控制 · 数学 2024-07-23 Radu Ioan Bot , David Alexander Hulett , Dang-Khoa Nguyen

Developing high-order numerical schemes for two-phase flow in porous media that preserve key physical properties remains a significant challenge in numerical analysis. In this article, we propose a general framework to construct fully…

数值分析 · 数学 2026-05-29 Xiaoli Li , Cheng Wang , Yujing Yan , Nan Zheng

We propose, analyze and test a fully discrete, efficient second-order algorithm for computing flow ensembles average of viscous, incompressible, and time-dependent magnetohydrodynamic (MHD) flows under uncertainties in initial conditions.…

数值分析 · 数学 2018-03-20 Muhammad Mohebujjaman

We develop a spacetime neural network method with second order optimization for solving quantum dynamics from the high dimensional Schr\"{o}dinger equation. In contrast to the standard iterative first order optimization and the…

无序系统与神经网络 · 物理学 2021-08-05 Jiangran Wang , Zhuo Chen , Di Luo , Zhizhen Zhao , Vera Mikyoung Hur , Bryan K. Clark

The time discrete scheme of characteristics type is especially effective for convection-dominated diffusion problems. The scheme has been used in various engineering areas with different approximations in spatial direction. The lowest-order…

数值分析 · 数学 2022-04-28 W. Sun

We consider the problem of convergence to a saddle point of a concave-convex function via gradient dynamics. Since first introduced by Arrow, Hurwicz and Uzawa in [1] such dynamics have been extensively used in diverse areas, there are,…

最优化与控制 · 数学 2019-08-06 Thomas Holding , Ioannis Lestas

A high-order quadrature algorithm is presented for computing integrals over curved surfaces and volumes whose geometry is implicitly defined by the level sets of (one or more) multivariate polynomials. The algorithm recasts the implicitly…

数值分析 · 数学 2021-11-24 Robert I. Saye

Real-world systems are often formulated as constrained optimization problems. Techniques to incorporate constraints into Neural Networks (NN), such as Neural Ordinary Differential Equations (Neural ODEs), have been used. However, these…

机器学习 · 计算机科学 2025-03-27 C. Coelho , M. Fernanda P. Costa , L. L. Ferrás

Second-order methods, which utilize gradients as well as Hessians to optimize a given function, are of major importance in mathematical optimization. In this work, we prove tight bounds on the oracle complexity of such methods for smooth…

最优化与控制 · 数学 2017-08-18 Yossi Arjevani , Ohad Shamir , Ron Shiff

Explicit stabilized methods are highly efficient time integrators for large and stiff systems of ordinary differential equations especially when applied to semi-discrete parabolic problems. However, when local spatial mesh refinement is…

数值分析 · 数学 2025-10-20 Mathieu Benninghoff , Gilles Vilmart
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