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Incomplete factorizations have long been popular general-purpose algebraic preconditioners for solving large sparse linear systems of equations. Guaranteeing the factorization is breakdown free while computing a high quality preconditioner…

数值分析 · 数学 2025-02-04 Jennifer Scott , Miroslav Tůma

We explore a scaled spectral preconditioner for the efficient solution of sequences of symmetric and positive-definite linear systems. We design the scaled preconditioner not only as an approximation of the inverse of the linear system but…

数值分析 · 数学 2024-10-04 Youssef Diouane , Selime Gürol , Oussama Mouhtal , Dominique Orban

In this paper we study the conditioning of optimal control problems constrained by linear parabolic equations with Neumann boundary conditions. While we concentrate on a given end-time target function the results hold also when the target…

数值分析 · 数学 2025-03-24 Luise Blank

This work investigates the fundamental properties of the degenerate preconditioned resolvent under restricted monotonicity. We extend key notions of non-expansiveness and demiclosedness to the degenerate case. By deriving an explicit…

最优化与控制 · 数学 2025-12-15 Feng Xue , Hui Zhang

We propose a preconditioner that can accelerate the rate of convergence of the Multiple Shooting Shadowing (MSS) method. This recently proposed method can be used to compute derivatives of time-averaged objectives (also known as…

数值分析 · 数学 2019-10-02 Karim Shawki , George Papadakis

We consider an automatic construction of locally optimal preconditioners for positive definite linear systems. To achieve this goal, we introduce a differentiable loss function that does not explicitly include the estimation of minimal…

数值分析 · 数学 2022-05-14 Vladimir Fanaskov , Ivan Oseledets

Randomized methods are becoming increasingly popular in numerical linear algebra. However, few attempts have been made to use them in developing preconditioners. Our interest lies in solving large-scale sparse symmetric positive definite…

数值分析 · 数学 2021-11-16 Hussam Al Daas , Tyrone Rees , Jennifer Scott

This article considers the iterative solution of a finite element discretisation of the magma dynamics equations. In simplified form, the magma dynamics equations share some features of the Stokes equations. We therefore formulate, analyse…

数值分析 · 数学 2016-07-08 Sander Rhebergen , Garth N. Wells , Richard F. Katz , Andrew J. Wathen

A novel preconditioner of Neumann-Neumann type for the Stokes-Darcy problem is studied, where optimal weights of the local subproblems that define the preconditioner are obtained by minimizing the convergence rate of the method in the…

数值分析 · 数学 2023-04-26 Marco Discacciati , Jake Robinson

This paper investigates a well-posedness property of parametric constraint systems named here Robinson stability. Based on advanced tools of variational analysis and generalized differentiation, we derive first-order and second-order…

最优化与控制 · 数学 2016-12-02 Helmut Gfrerer , Boris Mordukhovich

The numerical solution of partial differential equations on high-dimensional domains gives rise to computationally challenging linear systems. When using standard discretization techniques, the size of the linear system grows exponentially…

数值分析 · 数学 2015-08-13 Daniel Kressner , Michael Steinlechner , Bart Vandereycken

This paper is devoted to the stability analysis of a classical three-field formulation of Biot's consolidation model where the unknown variables are the displacements, fluid flux (Darcy velocity), and pore pressure. Specific…

数值分析 · 数学 2018-06-21 Qingguo Hong , Johannes Kraus

We present an efficient preconditioner for the orbital minimization method when the Hamiltonian is discretized using planewaves (i.e., pseudospectral method). This novel preconditioner is based on an approximate Fermi operator projection by…

数值分析 · 数学 2016-11-29 Jianfeng Lu , Haizhao Yang

Employing the ideas of non-linear preconditioning and testing of the classical proximal point method, we formalise common arguments in convergence rate and convergence proofs of optimisation methods to the verification of a simple…

最优化与控制 · 数学 2020-10-06 Tuomo Valkonen

We consider the time-dependent Stokes-Darcy problem as a model case for the challenges involved in solving coupled systems. Keeping the model, its discretization, and the underlying numerics for the subproblems in the free-flow domain and…

In this paper, the convergence of the solutions for a discretized linear state-based static peridynamic system to the corresponding continuous solution is analytically proven. To obtain an implementable model, we further apply…

数值分析 · 数学 2026-03-04 Lukas Pflug , Michael Stingl , Max Zetzmann

The block structure of double saddle-point problems has prompted extensive research into efficient preconditioners. This paper introduces a novel class of three-by-three block preconditioners tailored for such systems from the…

数值分析 · 数学 2025-12-09 Achraf Badahmane

The paper considers grad-div stabilized equal-order finite elements (FE) methods for the linearized Navier-Stokes equations. A block triangular preconditioner for the resulting system of algebraic equations is proposed which is closely…

数值分析 · 数学 2024-11-12 Yunhui He , Maxim Olshanskii

Pre-conditioning is a well-known concept that can significantly improve the convergence of optimization algorithms. For noise-free problems, where good pre-conditioners are not known a priori, iterative linear algebra methods offer one way…

机器学习 · 计算机科学 2019-02-21 Filip de Roos , Philipp Hennig

Domain decomposition (DD) methods are widely used as preconditioner techniques. Their effectiveness relies on the choice of a locally constructed coarse space. Thus far, this construction was mostly achieved using non-assembled matrices…

数值分析 · 数学 2021-09-14 Hussam Al Daas , Pierre Jolivet