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We propose a surrogate model for two-scale computational homogenization of elastostatics at finite strains. The macroscopic constitutive law is made numerically available via an explicit formulation of the associated macro-energy density.…

计算工程、金融与科学 · 计算机科学 2024-09-23 Vien Minh Nguyen-Thanh , Lu Trong Khiem Nguyen , Timon Rabczuk , Xiaoying Zhuang

A new machine learning scheme, termed versatile reservoir computing, is proposed for sustaining the dynamics of heterogeneous complex networks. We show that a single, small-scale reservoir computer trained on time series from a subset of…

混沌动力学 · 物理学 2025-05-22 Yao Du , Huawei Fan , Xingang Wang

This paper concerns the rigorous periodic homogenization for a weakly coupled electroelastic system of a nonlinear electrostatic equation with an elastic equation enriched with electrostriction. Such coupling is employed to describe…

偏微分方程分析 · 数学 2023-08-01 Thuyen Dang , Yuliya Gorb , Silvia Jimenez Bolanos

Amorphous elastomers exhibit significant rate-stiffening and unique viscous flow characteristics across a wide range of strain rates, often undergoing glass transition above a strain rate threshold. We have developed a…

软凝聚态物质 · 物理学 2026-05-26 Bibekananda Datta , Sushan Nakarmi , Nitin P. Daphalapurkar

Floquet-Bloch wave asymptotics is used to homogenize the in-plane mechanical response of a periodic grillage of elastic Rayleigh rods, possessing a distributed mass density, together with rotational inertia. The grid is subject to…

经典物理 · 物理学 2021-03-22 G. Bordiga , L. Cabras , A. Piccolroaz , D. Bigoni

The virtual element method (VEM) allows discretization of the problem domain with polygons in 2D. The polygons can have an arbitrary number of sides and can be concave or convex. These features, among others, are attractive for meshing…

数值分析 · 数学 2023-10-06 L. L. Yaw

Plasticity with softening and fracture mechanics lead to ill-posed mathematical problems due to the loss of monotonicity. Multiple co-existing solutions are possible when softening elements are coupled together, and solutions cannot be…

最优化与控制 · 数学 2025-09-08 Ivan Gudoshnikov

We extend our analysis on the Oldroyd-B model in Barrett and Boyaval [1] to consider the finite element approximation of the FENE-P system of equations, which models a dilute polymeric fluid, in a bounded domain $D $\subset$ R d , d = 2 or…

数值分析 · 数学 2017-04-05 John Barrett , Sébastien Boyaval

We compare the macroscopic and the local plastic behavior of a model amorphous solid based on two radically different numerical descriptions. On the one hand, we simulate glass samples by atomistic simulations. On the other, we implement a…

材料科学 · 物理学 2021-05-05 David Fernández Castellanos , Stéphane Roux , Sylvain Patinet

The virtual element method (VEM) is a stabilized Galerkin method that is robust and accurate on general polygonal meshes. This feature makes it an appealing candidate for simulations involving meshes with embedded interfaces and evolving…

数值分析 · 数学 2025-10-03 Ramsharan Rangarajan , N. Sukumar

Continual learning systems are increasingly deployed in environments where retraining or reset is infeasible, yet many approaches emphasize task performance rather than the evolution of internal representations over time. In this work, we…

机器学习 · 计算机科学 2026-02-24 Vishnu Subramanian

We present a higher order stabilization-free virtual element method applied to plane elasticity problems. We utilize a serendipity approach to reduce the total number of degrees of freedom from the corresponding high-order approximations.…

数值分析 · 数学 2022-12-21 Alvin Chen , N. Sukumar

The symmetrical restricted Gibbs ensemble (RGE) is a version of the Gibbs ensemble in which particles are exchanged between two boxes of fixed equal volumes. It has recently come to prominence because -- when combined with specialized…

统计力学 · 物理学 2015-05-14 Douglas J. Ashton , Nigel B. Wilding , Peter Sollich

We study the discrete-to-continuum limit of ferromagnetic spin systems when the lattice spacing tends to zero. We assume that the atoms are part of a (maybe) non-periodic lattice close to a flat set in a lower dimensional space, typically a…

偏微分方程分析 · 数学 2018-03-16 Andrea Braides , Marco Cicalese , Matthias Ruf

We consider a dynamical elasto-plasticity system with Kelvin--Voigt viscosity and linear kinematic hardening of Melan--Prager type. The model is formulated in a variational framework in which a constraint set for the stress evolves in time…

偏微分方程分析 · 数学 2026-03-02 Yoshiho Akagawa , Kazunori Matsui

We establish stable finite element (FE) approximations of convection-diffusion initial boundary value problems using the automatic variationally stable finite element (AVS-FE) method. The transient convection-diffusion problem leads to…

数值分析 · 数学 2024-01-08 Eirik Valseth , Pouria Behnoudfar , Clint Dawson , Albert Romkes

The performance of many network learning applications crucially hinges on the success of network embedding algorithms, which aim to encode rich network information into low-dimensional vertex-based vector representations. This paper…

The structural properties of mechanical metamaterials are typically studied with two-scale methods based on computational homogenization. Because such materials have a complex microstructure, enriched schemes such as second-order…

计算工程、金融与科学 · 计算机科学 2024-10-14 T. Guo , V. G. Kouznetsova , M. G. D. Geers , K. Veroy , O. Rokoš

We present the non-conforming Virtual Element Method (VEM) for the numerical approximation of velocity and pressure in the steady Stokes problem. The pressure is approximated using discontinuous piecewise polynomials, while each component…

数值分析 · 数学 2016-09-07 Andrea Cangiani , Vitaliy Gyrya , Gianmarco Manzini

Homogenization of the equations of motion for a three dimensional periodic elastic system is considered. Expressions are obtained for the fully dynamic effective material parameters governing the spatially averaged fields by using the plane…

数学物理 · 物理学 2012-04-26 A. N. Norris , A. L. Shuvalov , A. A. Kutsenko