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The solution of large sparse linear systems is often the most time-consuming part of many science and engineering applications. Computational fluid dynamics, circuit simulation, power network analysis, and material science are just a few…

数值分析 · 计算机科学 2011-09-20 Murat Manguoglu

Laplacian matrices of graphs arise in large-scale computational applications such as semi-supervised machine learning; spectral clustering of images, genetic data and web pages; transportation network flows; electrical resistor circuits;…

数值分析 · 数学 2012-06-11 Oren E. Livne , Achi Brandt

We introduce an algorithm to solve linear inverse problems regularized with the total (gradient) variation in a gridless manner. Contrary to most existing methods, that produce an approximate solution which is piecewise constant on a fixed…

信号处理 · 电气工程与系统科学 2025-07-08 Yohann de Castro , Vincent Duval , Romain Petit

We study a homogenisation problem for problems of mixed type in the framework of evolutionary equations. The change of type is highly oscillatory. The numerical treatment is done by a discontinuous Galerkin method in time and a continuous…

偏微分方程分析 · 数学 2017-11-27 Sebastian Franz , Marcus Waurick

We propose an adaptive multigrid preconditioning technology for solving linear systems arising from Discontinuous Petrov-Galerkin (DPG) discretizations. Unlike standard multigrid techniques, this preconditioner involves only trace spaces…

数值分析 · 数学 2020-10-15 Socratis Petrides , Leszek Demkowicz

Different hybrid quantum-classical algorithms have recently been developed as a near-term way to solve linear systems of equations on quantum devices. However, the focus has so far been mostly on the methods, rather than the problems that…

计算工程、金融与科学 · 计算机科学 2024-12-09 Giorgio Tosti Balducci , Boyang Chen , Matthias Möller , Roeland De Breuker

In this work, we construct novel discretizations for the unsteady convection-diffusion equation. Our discretization relies on multiderivative time integrators together with a novel discretization that reduces the total number of unknowns…

数值分析 · 数学 2017-02-10 Jochen Schütz , David C. Seal , Alexander Jaust

We propose in this paper a Proper Generalized Decomposition (PGD) solver for reduced-order modeling of linear elastodynamic problems. It primarily focuses on enhancing the computational efficiency of a previously introduced PGD solver based…

计算工程、金融与科学 · 计算机科学 2024-05-15 Clément Vella , Pierre Gosselet , Serge Prudhomme

In this paper, we propose a space-time least-squares isogeometric method to solve parabolic evolution problems, well suited for high-degree smooth splines in the space-time domain. We focus on the linear solver and its computational…

数值分析 · 数学 2019-09-17 Monica Montardini , Matteo Negri , Giancarlo Sangalli , Mattia Tani

We study the performance of linear solvers for graph Laplacians based on the combinatorial cycle adjustment methodology proposed by [Kelner-Orecchia-Sidford-Zhu STOC-13]. The approach finds a dual flow solution to this linear system through…

数据结构与算法 · 计算机科学 2016-09-13 Kevin Deweese , John R. Gilbert , Gary Miller , Richard Peng , Hao Ran Xu , Shen Chen Xu

Automatic segmentation of an image to identify all meaningful parts is one of the most challenging as well as useful tasks in a number of application areas. This is widely studied. Selective segmentation, less studied, aims to use limited…

数值分析 · 数学 2019-07-08 Michael Roberts , Ke Chen , Klaus L. Irion

In this paper, we consider a family of Jacobi-type algorithms for simultaneous orthogonal diagonalization problem of symmetric tensors. For the Jacobi-based algorithm of [SIAM J. Matrix Anal. Appl., 2(34):651--672, 2013], we prove its…

数值分析 · 数学 2017-07-28 Jianze Li , Konstantin Usevich , Pierre Comon

In this paper we discuss the utilization of Variational Quantum Solver (VQE) and recently introduced Generalized Unitary Coupled Cluster (GUCC) formalism for the diagonalization of downfolded/effective Hamiltonians in active spaces. In…

量子物理 · 物理学 2020-11-05 Nicholas P. Bauman , Jaroslav Chládek , Libor Veis , Jiří Pittner , Karol Kowalski

We show that if the nearly-linear time solvers for Laplacian matrices and their generalizations can be extended to solve just slightly larger families of linear systems, then they can be used to quickly solve all systems of linear equations…

计算复杂性 · 计算机科学 2017-09-26 Rasmus Kyng , Peng Zhang

We present a geometric multigrid solver for the Compact Discontinuous Galerkin method through building a hierarchy of coarser meshes using a simple agglomeration method which handles arbitrary element shapes and dimensions. The method is…

数值分析 · 数学 2022-04-08 Yulong Pan , Per-Olof Persson

Many subsurface engineering applications involve tight-coupling between fluid flow, solid deformation, fracturing, and similar processes. To better understand the complex interplay of different governing equations, and therefore design…

Application of multigrid solvers in shifted linear systems is studied. We focus on accelerating the rational approximation needed for simulating single flavor operators. This is particularly useful, in the case of twisted mass fermions for…

高能物理 - 格点 · 物理学 2019-02-20 Constantia Alexandrou , Simone Bacchio , Jacob Finkenrath

Finding the solution to linear systems is at the heart of many applications in science and technology. Over the years a number of algorithms have been proposed to solve this problem on a digital quantum device, yet most of these are too…

量子物理 · 物理学 2026-03-10 Francesco Ghisoni , Francesco Scala , Daniele Bajoni , Dario Gerace

Isogeometric Analysis (IgA) is a framework for setting up spline-based discretizations of partial differential equations, which has been introduced around a decade ago and has gained much attention since then. If large spline degrees are…

数值分析 · 数学 2021-03-05 Christoph Hofer , Stefan Takacs

The Kaczmarz algorithm is popular for iteratively solving an overdetermined system of linear equations. The traditional Kaczmarz algorithm can approximate the solution in few sweeps through the equations but a randomized version of the…

数值分析 · 计算机科学 2014-02-04 Hemant Kumar Aggarwal , Angshul Majumdar