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This paper proposes a novel parameter selection strategy for kernel-based gradient descent (KGD) algorithms, integrating bias-variance analysis with the splitting method. We introduce the concept of empirical effective dimension to quantify…

机器学习 · 统计学 2026-03-05 Xiaotong Liu , Yunwen Lei , Xiangyu Chang , Shao-Bo Lin

We consider the a posteriori error analysis of approximations of parabolic problems based on arbitrarily high-order conforming Galerkin spatial discretizations and arbitrarily high-order discontinuous Galerkin temporal discretizations.…

数值分析 · 数学 2020-11-25 Alexandre Ern , Iain Smears , Martin Vohralík

This work proposes an adaptive framework to solve a robust structural shape optimization problem governed by linear elasticity models that account for uncertainties in the loading and material inputs. A posteriori error estimators are…

最优化与控制 · 数学 2026-02-06 Oğuz Han Altıntaş , Hamdullah Yücel

We present an iterative framework to improve the amortized approximations of posterior distributions in the context of Bayesian inverse problems, which is inspired by loop-unrolled gradient descent methods and is theoretically grounded in…

机器学习 · 计算机科学 2023-05-16 Rafael Orozco , Ali Siahkoohi , Mathias Louboutin , Felix J. Herrmann

Magnetohydrodynamics (MHD) is a continuum level model for conducting fluids subject to external magnetic fields, e.g. plasmas and liquid metals. The efficient and robust solution of the MHD system poses many challenges due to it's…

数值分析 · 数学 2020-12-18 J. H. Chaudhry , A. E. Rappaport , J. N. Shadid

We derive a posteriori error estimates in the $L_\infty((0,T];L_\infty(\Omega))$ norm for approximations of solutions to linear para bolic equations. Using the elliptic reconstruction technique introduced by Makridakis and Nochetto and heat…

数值分析 · 数学 2011-04-06 Alan Demlow , Omar Lakkis , Charalambos Makridakis

Mixed-dimensional elliptic equations exhibiting a hierarchical structure are commonly used to model problems with high aspect ratio inclusions, such as flow in fractured porous media. We derive general abstract estimates based on the theory…

We derive optimal order a posteriori error estimates in the $L^\infty(L^2)$ and $L^1(L^2)$-norms for the fully discrete approximations of time fractional parabolic differential equations. For the discretization in time, we use the $L1$…

数值分析 · 数学 2023-11-14 Jiliang Cao , Wansheng Wang , Aiguo Xiao

A general adaptive refinement strategy for solving linear elliptic partial differential equation with random data is proposed and analysed herein. The adaptive strategy extends the a posteriori error estimation framework introduced by…

数值分析 · 数学 2022-08-23 Alex Bespalov , David Silvester , Feng Xu

In this article, we develop a posteriori error analysis of a nonconforming finite element method for a linear quadratic elliptic distributed optimal control problem with two different set of constraints, namely (i) integral state constraint…

最优化与控制 · 数学 2021-08-09 Kamana Porwal , Pratibha Shakya

We consider the unilateral contact problem between an elastic body and a rigid foundation in a description that includes both Tresca and Coulomb friction conditions. For this problem, we present an a posteriori error analysis based on an…

数值分析 · 数学 2024-01-08 Ilaria Fontana , Daniele A. Di Pietro

We perform a posteriori error analysis in the supremum norm for the quadratic discontinuous Galerkin method for the elliptic obstacle problem. We define two discrete sets (motivated by Gaddam, Gudi and Kamana [1]), one set having integral…

数值分析 · 数学 2022-09-13 Rohit Khandelwal , Kamana Porwal , Ritesh Singla

This paper develops a general methodology for a posteriori error estimation in time-dependent multiphysics numerical simulations. The methodology builds upon the generalized-structure additive Runge--Kutta (GARK) approach to time…

数值分析 · 数学 2020-01-27 Mahesh Narayanamurthi , Ulrich Römer , Adrian Sandu

We derive a posteriori error estimates for the hybridizable discontinuous Galerkin (HDG) methods, including both the primal and mixed formulations, for the approximation of a linear second-order elliptic problem on conforming simplicial…

数值分析 · 数学 2017-06-20 Mark Ainsworth , Guosheng Fu

A posteriori error estimators for the symmetric mixed finite element methods for linear elasticity problems of Dirichlet and mixed boundary conditions are proposed. Stability and efficiency of the estimators are proved. Finally, we provide…

数值分析 · 数学 2017-05-12 Long Chen , Jun Hu , Xuehai Huang , Hongying Man

Elliptic reconstruction property, originally introduced by Makridakis and Nochetto for linear parabolic problems, is a well-known tool to derive optimal a posteriori error estimates. No such results are known for nonlinear and nonsmooth…

数值分析 · 数学 2024-05-29 Harbir Antil , Rohit Khandelwal

The Reduced Basis (RB) method is a well established method for the model order reduction of problems formulated as parametrized partial differential equations. One crucial requirement for the application of RB schemes is the availability of…

数值分析 · 数学 2016-11-25 Andreas Buhr , Christian Engwer , Mario Ohlberger , Stephan Rave

We present reduced basis approximations and rigorous a posteriori error bounds for the instationary Stokes equations. We shall discuss both a method based on the standard formulation as well as a method based on a penalty approach, which…

数值分析 · 数学 2012-11-06 Anna-Lena Gerner , Arnold Reusken , Karen Veroy

We develop all of the components needed to construct an adaptive finite element code that can be used to approximate fractional partial differential equations, on non-trivial domains in $d\geq 1$ dimensions. Our main approach consists of…

数值分析 · 数学 2018-02-14 Mark Ainsworth , Christian Glusa

The paper considers a class of parametric elliptic partial differential equations (PDEs), where the coefficients and the right-hand side function depend on infinitely many (uncertain) parameters. We introduce a two-level a posteriori…

数值分析 · 数学 2021-03-18 Alex Bespalov , Dirk Praetorius , Michele Ruggeri