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相关论文: An AI Approach for Learning the Spectrum of the La…

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Recent work in on-line Statistical Process Control (SPC) of manufactured 3-dimensional (3-D) objects has been proposed based on the estimation of the spectrum of the Laplace-Beltrami (LB) operator, a differential operator that encodes the…

应用统计 · 统计学 2021-01-08 Xueqi Zhao , Enrique del Castillo

The Laplace-Beltrami operator has established itself in the field of non-rigid shape analysis due to its many useful properties such as being invariant under isometric transformation, having a countable eigensystem forming an orthornormal…

计算机视觉与模式识别 · 计算机科学 2025-08-25 Oguzhan Yigit , Richard C. Wilson

We derive error estimates for the piecewise linear finite element approximation of the Laplace--Beltrami operator on a bounded, orientable, $C^3$, surface without boundary on general shape regular meshes. As an application, we consider a…

数值分析 · 数学 2017-05-15 Johnny Guzman , Alexandre Madureira , Marcus Sarkis , Shawn Walker

Del Castillo and Zhao (2020, 2021, 2022, 2024) have recently proposed a new methodology for the Statistical Process Control (SPC) of discrete parts whose 3-dimensional (3D) geometrical data are acquired with non-contact sensors. The…

应用统计 · 统计学 2025-10-20 Yulin An , Xueqi Zhao , Enrique del Castillo

In this work, we propose an Operator Learning (OpL) method for solving boundary value inverse problems in partial differential equations (PDEs), focusing on recovering diffusion coefficients from boundary data. Inspired by the classical…

数值分析 · 数学 2024-11-11 Yangyang Zheng , Huayi Wei , Shuhao Cao , Ruchi Guo

Complex mechanic systems simulation is important in many real-world applications. The de-facto numeric solver using Finite Element Method (FEM) suffers from computationally intensive overhead. Though with many progress on the reduction of…

机器学习 · 计算机科学 2024-09-04 Jiasheng Shi , Fu Lin , Weixiong Rao

The finite element method (FEM) is among the most commonly used numerical methods for solving engineering problems. Due to its computational cost, various ideas have been introduced to reduce computation times, such as domain decomposition,…

计算工程、金融与科学 · 计算机科学 2019-11-07 Andrea Mendizabal , Pablo Márquez-Neila , Stéphane Cotin

We present and analyze a Virtual Element Method (VEM) of arbitrary polynomial order $k\in\mathbb{N}$ for the Laplace-Beltrami equation on a surface in $\mathbb{R}^3$. The method combines the Surface Finite Element Method (SFEM) [Dziuk,…

数值分析 · 数学 2020-01-20 Massimo Frittelli , Ivonne Sgura

We prove new a posteriori error estimates for surface finite element methods (SFEM). Surface FEM approximate solutions to PDE posed on surfaces. Prototypical examples are elliptic PDE involving the Laplace-Beltrami operator. Typically the…

数值分析 · 数学 2019-02-18 Andrea Bonito , Alan Demlow

Evaluating the similarity of non-rigid shapes with significant partiality is a fundamental task in numerous computer vision applications. Here, we propose a novel axiomatic method to match similar regions across shapes. Matching similar…

计算机视觉与模式识别 · 计算机科学 2022-07-08 David Bensaïd , Amit Bracha , Ron Kimmel

We develop a discontinuous cut finite element method (CutFEM) for the Laplace-Beltrami operator on a hypersurface embedded in $\mathbb{R}^d$. The method is constructed by using a discontinuous piecewise linear finite element space defined…

数值分析 · 数学 2015-07-22 Erik Burman , Peter Hansbo , Mats G. Larson , Andre Massing

In this paper, we propose a new trace finite element method for the {Laplace-Beltrami} eigenvalue problem. The method is proposed directly on a smooth manifold which is implicitly given by a level-set function and require high order…

数值分析 · 数学 2022-01-17 Song Lu , Xianmin Xu

Elliptic partial differential equations on surfaces play an essential role in geometry, relativity theory, phase transitions, materials science, image processing, and other applications. They are typically governed by the Laplace-Beltrami…

数值分析 · 数学 2018-01-03 Andrea Bonito , Alan Demlow , Justin Owen

Partial differential equations posed on surfaces arise in a number of applications. In this survey we describe three popular finite element methods for approximating solutions to the Laplace-Beltrami problem posed on an $n$-dimensional…

数值分析 · 数学 2024-09-23 Andrea Bonito , Alan Demlow , Ricardo H. Nochetto

We examine the dual graph representation of simplicial manifolds in Causal Dynamical Triangulations (CDT) as a mean to build observables, and propose a new representation based on the Finite Element Methods (FEM). In particular, with the…

高能物理 - 格点 · 物理学 2023-10-27 Fabio Caceffo , Giuseppe Clemente

This paper revisits spectral graph convolutional neural networks (graph-CNNs) given in Defferrard (2016) and develops the Laplace-Beltrami CNN (LB-CNN) by replacing the graph Laplacian with the LB operator. We then define spectral filters…

机器学习 · 计算机科学 2020-10-27 Shih-Gu Huang , Moo K. Chung , Anqi Qiu , Alzheimer's Disease Neuroimaging Initiative

We develop a finite element method for the Laplace--Beltrami operator on a surface described by a set of patchwise parametrizations. The patches provide a partition of the surface and each patch is the image by a diffeomorphism of a…

数值分析 · 数学 2017-08-02 Tobias Jonsson , Mats G. Larson , Karl Larsson

Many imaging problems can be formulated as mapping problems. A general mapping problem aims to obtain an optimal mapping that minimizes an energy functional subject to the given constraints. Existing methods to solve the mapping problems…

计算机视觉与模式识别 · 计算机科学 2022-08-16 Qiguang Chen , Zhiwen Li , Lok Ming Lui

In this work is considered a spectral problem, involving a second order term on the domain boundary: the Laplace-Beltrami operator. A variational formulation is presented, leading to a finite element discretization. For the Laplace-Beltrami…

数值分析 · 数学 2024-04-23 Fabien Caubet , Joyce Ghantous , Charles Pierre

We develop a finite element method for the Laplace-Beltrami operator on a surface with boundary and nonhomogeneous Dirichlet boundary conditions. The method is based on a triangulation of the surface and the boundary conditions are enforced…

数值分析 · 数学 2019-02-05 E. Burman , P. Hansbo , M. G. Larson , K. Larsson , A. Massing
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