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Circulant preconditioners are commonly used to accelerate the rate of convergence of iterative methods when solving linear systems of equations with a Toeplitz matrix. Block extensions that can be applied when the system has a block…

数值分析 · 数学 2016-09-06 L. Dykes , S. Noschese , L. Reichel

Phase-field fracture models lead to variational problems that can be written as a coupled variational equality and inequality system. Numerically, such problems can be treated with Galerkin finite elements and primal-dual active set…

数值分析 · 数学 2020-05-04 Daniel Jodlbauer , Ulrich Langer , Thomas Wick

We propose and study an iterative substructuring method for an h-p Nitsche-type discretization, following the original approach introduced in [Bramble, Pasciack, Schatz (Math Comp. 1986)] for conforming methods. We prove quasi-optimality…

数值分析 · 数学 2013-01-16 P. F. Antonietti , B. Ayuso de Dios , S. Bertoluzza , M. Penacchio

The multilevel Schwarz preconditioner is one of the most popular parallel preconditioners for enhancing convergence and improving parallel efficiency. However, its parallel implementation on arbitrary unstructured triangular/tetrahedral…

数值分析 · 数学 2024-12-13 Chengdi Ma

In this work, we present a novel class of parallelizable high-order time integration schemes for the approximate solution of additive ODEs. The methods achieve high order through a combination of a suitable quadrature formula involving…

数值分析 · 数学 2021-01-21 Jochen Schütz , David C. Seal , Jonas Zeifang

A Sinc-collocation method has been proposed by Stenger, and he also gave theoretical analysis of the method in the case of a `scalar' equation. This paper extends the theoretical results to the case of a `system' of equations. Furthermore,…

数值分析 · 数学 2022-03-04 Tomoaki Okayama

We develop a robust matrix-free, communication avoiding parallel, high-degree polynomial preconditioner for the Conjugate Gradient method for large and sparse symmetric positive definite linear systems. We discuss the selection of a scaling…

数值分析 · 数学 2022-08-03 L. Bergamaschi , M. Ferronato , G. Isotton , C. Janna , A. Martinez

First-order energy dissipative schemes in time are available in literature for the Poisson-Nernst-Planck (PNP) equations, but second-order ones are still in lack. This work proposes novel second-order discretization in time and finite…

数值分析 · 数学 2023-09-08 Jie Ding , Shenggao Zhou

In this work, in the context of Linear and Quadratic Programming, we interpret Primal Dual Regularized Interior Point Methods (PDR-IPMs) in the framework of the Proximal Point Method. The resulting Proximal Stabilized IPM (PS-IPM) is…

最优化与控制 · 数学 2022-05-05 Stefano Cipolla , Jacek Gondzio

We study the solution of large symmetric positive-definite linear systems in a matrix-free setting with a limited iteration budget. We focus on the preconditioned conjugate gradient (PCG) method with spectral preconditioning. Spectral…

数值分析 · 数学 2026-04-01 Youssef Diouane , Selime Gürol , Oussama Mouhtal , Dominique Orban

This paper deals with balanced domain decomposition by constraints (BDDC) method for solving large-scale linear systems of algebraic equations arising from the space-time finite element discretization of parabolic initial-boundary value…

数值分析 · 数学 2018-10-30 Ulrich Langer , Huidong Yang

Diagonal preconditioners are computationally feasible approximate to second-order optimizers, which have shown significant promise in accelerating training of deep learning models. Two predominant approaches are based on Adam and…

机器学习 · 计算机科学 2025-10-16 Bingbin Liu , Rachit Bansal , Depen Morwani , Nikhil Vyas , David Alvarez-Melis , Sham M. Kakade

The Poisson pressure solve resulting from the spectral element discretization of the incompressible Navier-Stokes equation requires fast, robust, and scalable preconditioning. In the current work, a parallel scaling study of…

数值分析 · 数学 2021-12-14 Malachi Phillips , Stefan Kerkemeier , Paul Fischer

We propose a two-level iterative scheme for solving general sparse linear systems. The proposed scheme consists of a sparse preconditioner that increases the skew-symmetric part and makes the main diagonal of the coefficient matrix as close…

数值分析 · 数学 2020-09-16 Murat Manguoglu , Volker Mehrmann

We study the performance of a new block preconditioner for a class of $3\times3$ block saddle point problems which arise from finite element methods for solving time-dependent Maxwell equations and some other practical problems. We also…

数值分析 · 数学 2021-09-24 Maryam Abdolmaleki , Saeed Karimi , Davod Khojasteh Salkuyeh

High order methods have shown great potential to overcome performance issues of simulations of partial differential equations (PDEs) on modern hardware, still many users stick to low-order, matrix-based simulations, in particular in porous…

数值分析 · 数学 2026-01-06 Christian Engwer , Alexander Schell , Nils-Arne Dreier

We describe how the low-rank structure in an SDP can be exploited to reduce the per-iteration cost of a convex primal-dual interior-point method down to $O(n^{3})$ time and $O(n^{2})$ memory, even at very high accuracies. A traditional…

最优化与控制 · 数学 2024-12-04 Hong-Ming Chiu , Richard Y. Zhang

We present a block lower triangular (BLT) preconditioner to accelerate the convergence of nthe Krylov subspace iterative methods, such as generalized minimal residual (GMRES), for solving a broad class of complex symmetric system of linear…

数值分析 · 数学 2016-11-14 Davod Khojasteh Salkuyeh , Tahereh Salimi Siahkalaei

In this paper we present an overview of recent progress on the development and analysis of domain decomposition preconditioners for discretised Helmholtz problems, where the preconditioner is constructed from the corresponding problem with…

数值分析 · 数学 2016-06-24 I. G. Graham , E. A. Spence , E. Vainikko

We consider large linear systems arising from the isogeometric discretization of the Poisson problem on a single-patch domain. The numerical solution of such systems is considered a challenging task, particularly when the degree of the…

数值分析 · 数学 2016-07-22 Giancarlo Sangalli , Mattia Tani