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Physics-based simulation underpins engineering analysis but remains difficult to deploy in practice due to complex setup, parameterization, and interpretation. While Large Language Model-based agentic systems have shown promise in…

计算工程、金融与科学 · 计算机科学 2026-05-12 Danrong Zhang , Ruijia Wang , Chenying Liu , Yumeng Zhao

We study the effect of adaptive mesh refinement on a parallel domain decomposition solver of a linear system of algebraic equations. These concepts need to be combined within a parallel adaptive finite element software. A prototype…

数值分析 · 数学 2020-01-08 Pavel Kůs , Jakub Šístek

The combination of machine learning and physical laws has shown immense potential for solving scientific problems driven by partial differential equations (PDEs) with the promise of fast inference, zero-shot generalisation, and the ability…

机器学习 · 计算机科学 2024-09-11 Nacime Bouziani , David A. Ham , Ado Farsi

As the resolution of digital images increase significantly, the processing of images becomes more challenging in terms of accuracy and efficiency. In this paper, we consider image segmentation by solving a partial differentiation equation…

计算机视觉与模式识别 · 计算机科学 2020-07-20 Karrar Abbas , Xianping Li

Structured adaptive mesh refinement (AMR), commonly implemented via quadtrees and octrees, underpins a wide range of applications including databases, computer graphics, physics simulations, and machine learning. However, octrees enforce…

数据结构与算法 · 计算机科学 2026-03-02 Theresa Pollinger , Masado Ishii , Jens Domke

High-fidelity simulation has become essential to the design and control of soft robots, where large geometric deformations and complex contact interactions challenge conventional modeling tools. Recent advances in the field demand…

机器人学 · 计算机科学 2025-12-23 Radha Lahoti , Ryan Chaiyakul , M. Khalid Jawed

One of the major issues in the computational mechanics is to take into account the geometrical complexity. To overcome this difficulty and to avoid the expensive mesh generation, geometrically unfitted methods, i.e. the numerical methods…

Partial differential equations can be solved on general polygonal and polyhedral meshes, through Polytopal Element Methods (PEMs). Unfortunately, the relation between geometry and analysis is still unknown and subject to ongoing research in…

计算几何 · 计算机科学 2022-11-23 Daniela Cabiddu , Giuseppe Patanè , Michela Spagnuolo

This study presents constructions of the space-time Conservation Element and Solution Element (CESE) methods to accommodate adaptive unstructured quadrilateral meshes. Subsequently, a novel algorithm is devised to effectively manage the…

流体动力学 · 物理学 2025-03-10 Lisong Shi , Chaoxiong Zhang , Chih-Yung Wen

Block-structured adaptive mesh refinement (AMR) provides the basis for the temporal and spatial discretization strategy for a number of ECP applications in the areas of accelerator design, additive manufacturing, astrophysics, combustion,…

数学软件 · 计算机科学 2025-03-21 Weiqun Zhang , Andrew Myers , Kevin Gott , Ann Almgren , John Bell

Differentiable physics simulation provides an avenue to tackle previously intractable challenges through gradient-based optimization, thereby greatly improving the efficiency of solving robotics-related problems. To apply differentiable…

机器人学 · 计算机科学 2025-04-08 Min Liu , Gang Yang , Siyuan Luo , Lin Shao

Computationally weak systems and demanding graphical applications are still mostly dependent on linear blendshapes for facial animations. The accompanying artifacts such as self-intersections, loss of volume, or missing soft tissue…

图形学 · 计算机科学 2023-01-23 Nicolas Wagner , Ulrich Schwanecke , Mario Botsch

The goal of 3D mesh watermarking is to embed the message in 3D meshes that can withstand various attacks imperceptibly and reconstruct the message accurately from watermarked meshes. The watermarking algorithm is supposed to withstand…

密码学与安全 · 计算机科学 2023-12-19 Xingyu Zhu , Guanhui Ye , Xiapu Luo , Xuetao Wei

Highly accurate simulation of plasma transport is needed for the successful design and operation of magnetically confined fusion reactors. Unfortunately, the extreme anisotropy present in magnetized plasmas results in thin boundary layers…

数值分析 · 数学 2023-06-30 Christopher J. Vogl , Ilon Joseph , Milan Holec

A simple and efficient interface-fitted mesh generation algorithm is developed in this paper. This algorithm can produce a local anisotropic fitting mixed mesh which consists of both triangles and quadrilaterals near the interface. A new…

数值分析 · 数学 2020-05-13 Jun Hu , Hua Wang

Partial differential equations (PDEs) are central to describing and modelling complex physical systems that arise in many disciplines across science and engineering. However, in many realistic applications PDE modelling provides an…

机器学习 · 计算机科学 2023-04-04 Nacime Bouziani , David A. Ham

Mesh adaptation for finite element approximation is a procedure used in numerous applications. The use of thin and long anisotropic triangles improves the efficiency of the procedure. When piecewise linear finite elements are used, the…

数值分析 · 数学 2011-01-05 Jean-Marie Mirebeau

A numerical framework is developed to solve various types of PDEs on complicated domains, including steady and time-dependent, non-linear and non-local PDEs, with different boundary conditions that can also include non-linear and non-local…

We present a method for the efficient processing of contact and collision in volumetric elastic models simulated using the Projective Dynamics paradigm. Our approach enables interactive simulation of tetrahedral meshes with more than half a…

图形学 · 计算机科学 2020-08-05 Qisi Wang , Yutian Tao , Eric Brandt , Court Cutting , Eftychios Sifakis

In this work, we present an adaptive unfitted finite element scheme that combines the aggregated finite element method with parallel adaptive mesh refinement. We introduce a novel scalable distributed-memory implementation of the resulting…

数值分析 · 数学 2021-09-30 Santiago Badia , Alberto F. Martín , Eric Neiva , Francesc Verdugo