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This paper analyzes the generalization error of two-layer neural networks for computing the ground state of the Schr\"odinger operator on a $d$-dimensional hypercube. We prove that the convergence rate of the generalization error is…

数值分析 · 数学 2021-05-05 Jianfeng Lu , Yulong Lu

We define and analyze (local) multilevel diagonal preconditioners for isogeometric boundary elements on locally refined meshes in two dimensions. Hypersingular and weakly-singular integral equations are considered. We prove that the…

数值分析 · 数学 2019-04-30 Thomas Führer , Gregor Gantner , Dirk Praetorius , Stefan Schimanko

In this paper, we apply the Schwarz Waveform Relaxation (SWR) method to the one dimensional Schr{\"o}dinger equation with a general linear or a nonlinear potential. We propose a new algorithm for the Schr{\"o}dinger equation with time…

数值分析 · 数学 2015-03-10 C Besse , F Xing

In this article, a two-level overlapping domain decomposition preconditioner is developed for solving linear algebraic systems obtained from simulating Darcy flow in high-contrast media. Our preconditioner starts at a mixed finite element…

数值分析 · 数学 2024-03-29 Changqing Ye , Shubin Fu , Eric T. Chung , Jizu Huang

We reconsider some estimates the paper "M. Griebel, P. Oswald, On additive Schwarz preconditioners for sparse grid discretizations. Numer. Math. 66 (1994), 449-463" concerning the hierarchical basis preconditioner for sparse grid…

数值分析 · 数学 2018-03-06 Peter Oswald

This paper concerns spectral properties of linear Schr\"odinger operators under oscillatory high-amplitude potentials on bounded domains. Depending on the degree of disorder, we prove the existence of spectral gaps amongst the lowermost…

数值分析 · 数学 2020-02-11 Robert Altmann , Patrick Henning , Daniel Peterseim

Barren plateaus present a major challenge in the training of variational quantum algorithms (VQAs), particularly for large-scale discretizations of nonlinear partial differential equations. In this work, we introduce a domain decomposition…

数值分析 · 数学 2026-03-26 Laila S. Busaleh , Jeonghyeuk Kwon , Orlane Zang , Muhammad Hassan , Yvon Maday

Given a homogeneous component of an exterior algebra, we characterize those subspaces in which every nonzero element is decomposable. In geometric terms, this corresponds to characterizing the projective linear subvarieties of the Grassmann…

代数几何 · 数学 2009-03-31 Sudhir R. Ghorpade , Arunkumar R. Patil , Harish K. Pillai

In this paper, we propose two novel Robin-type domain decomposition methods based on the two-grid techniques for the coupled Stokes-Darcy system. Our schemes firstly adopt the existing Robin-type domain decomposition algorithm to obtain the…

数值分析 · 数学 2021-08-11 Yizhong Sun , Feng Shi , Haibiao Zheng , Heng Li , Fan Wang

This article discusses the uncertainty quantification (UQ) for time-independent linear and nonlinear partial differential equation (PDE)-based systems with random model parameters carried out using sampling-free intrusive stochastic…

计算工程、金融与科学 · 计算机科学 2023-10-24 Sudhi Sharma , Pierre Jolivet , Victorita Dolean , Abhijit Sarkar

We propose a nonlinear additive Schwarz method for solving nonlinear optimization problems with bound constraints. Our method is used as a "right-preconditioner" for solving the first-order optimality system arising within the sequential…

最优化与控制 · 数学 2024-02-07 Hardik Kothari , Alena Kopaničáková , Rolf Krause

We investigate non-overlapping Schwarz preconditioners for the algebraic systems stemming from high-order discretizations of the coupled monodomain and Barreto-Cressman models, with applications to brain electrophysiology. The spatial…

数值分析 · 数学 2025-12-25 Caterina B. Leimer Saglio , Stefano Pagani , Paola F. Antonietti

This paper aims to present the first Frequentist framework on signal region detection in high-resolution and high-order image regression problems. Image data and scalar-on-image regression are intensively studied in recent years. However,…

计算机视觉与模式识别 · 计算机科学 2022-10-18 Sanyou Wu , Long Feng

This paper is concerned with the design, analysis and implementation of preconditioning concepts for spectral Discontinuous Galerkin discretizations of elliptic boundary value problems. While presently known techniques realize a growth of…

数值分析 · 数学 2014-05-14 Kolja Brix , Martin Campos Pinto , Claudio Canuto , Wolfgang Dahmen

We deal with the numerical solution of the time-dependent partial differential equations using the adaptive space-time discontinuous Galerkin (DG) method. The discretization leads to a nonlinear algebraic system at each time level, the size…

数值分析 · 数学 2026-01-29 Vit Dolejsi , Jakub Sistek

We present a novel uncertainty quantification approach for high-dimensional stochastic partial differential equations that reduces the computational cost of polynomial chaos methods by decomposing the computational domain into…

数值分析 · 数学 2017-09-11 Ramakrishna Tipireddy , Panos Stinis , Alexandre Tartakovsky

We prove general representation formulas for strongly continuous cosine and sine operator families in terms of scattering resonances of their generators. This generalizes known results related to decay, growth and oscillatory behavior of…

泛函分析 · 数学 2025-10-07 Yuri Latushkin , Alin Pogan

It is well-known that the convergence of Krylov subspace methods to solve linear system depends on the spectrum of the coefficient matrix, moreover, it is widely accepted that for both symmetric and unsymmetric systems Krylov subspace…

数值分析 · 数学 2013-04-09 Tao Zhao

A rigorous mathematical framework is provided for a substructuring-based domain-decomposition approach for nonlocal problems that feature interactions between points separated by a finite distance. Here, by substructuring it is meant that a…

Unfitted finite element methods, e.g., extended finite element techniques or the so-called finite cell method, have a great potential for large scale simulations, since they avoid the generation of body-fitted meshes and the use of graph…

数值分析 · 数学 2021-09-29 Santiago Badia , Francesc Verdugo