A novel phase-field monolithic scheme for brittle crack propagation based on the limited-memory BFGS method with adaptive mesh refinement

IF 2.7 3区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY International Journal for Numerical Methods in Engineering Pub Date : 2024-07-29 DOI:10.1002/nme.7572
Tao Jin, Zhao Li, Kuiying Chen
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Abstract

The phase-field formulation for fracture propagation is widely adopted due to its capability of naturally treating complex crack geometries. The challenges of the phase-field crack simulation include the non-convexity of the underlying energy functional and the expensive computational cost associated with the fine mesh required to resolve the phase-field length-scale around the crack region. We present a novel phase-field monolithic scheme based on the limited-memory Broyden–Fletcher–Goldfarb–Shanno (BFGS) method, or the L-BFGS method, to address the convergence difficulties usually encountered by a Newton-based approach because of the non-convex energy functional. Comparing with the conventional BFGS method, the L-BFGS monolithic scheme avoids to store the fully dense Hessian approximation matrix. This feature is critical in the context of finite element simulations. To alleviate the expensive computational cost, we integrate the proposed L-BFGS monolithic scheme with an adaptive mesh refinement (AMR) technique. We provide the algorithmic details about the proposed L-BFGS monolithic scheme, especially about how to handle the hanging-node constraints generated during the AMR process as extra linear constraints. Several two-dimensional (2D) and three-dimensional (3D) numerical examples are provided to demonstrate the capabilities of the proposed monolithic scheme, including the accuracy, the robustness, and the computational efficiency regarding the memory consumption and the wall-clock time. Particularly, we emphasize the importance of the appropriately chosen convergence criteria for brute crack propagation. The proposed L-BFGS phase-field monolithic scheme combined with the AMR technique offers an accurate, robust, and efficient approach to model brittle crack propagation in both 2D and 3D problems.

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基于自适应网格细化的有限记忆 BFGS 方法的新型脆性裂纹传播相场整体方案
由于相场公式能够自然处理复杂的裂纹几何形状,因此被广泛采用。相场裂纹模拟面临的挑战包括基础能量函数的非凸性,以及解决裂纹区域周围相场长度尺度所需的精细网格带来的昂贵计算成本。我们提出了一种基于有限记忆 Broyden-Fletcher-Goldfarb-Shanno (BFGS) 方法(或称 L-BFGS 方法)的新型相场整体方案,以解决基于牛顿的方法因能量函数的非凸性而通常遇到的收敛困难。与传统的 BFGS 方法相比,L-BFGS 整体方案避免了存储全密集的 Hessian 近似矩阵。这一特点在有限元模拟中至关重要。为了减轻昂贵的计算成本,我们将提出的 L-BFGS 整体方案与自适应网格细化(AMR)技术相结合。我们提供了有关 L-BFGS 整体方案的算法细节,特别是如何将 AMR 过程中产生的悬挂节点约束作为额外的线性约束来处理。我们提供了几个二维(2D)和三维(3D)数值示例,以展示所提出的单片方案的能力,包括精度、鲁棒性以及内存消耗和壁钟时间方面的计算效率。我们特别强调了适当选择收敛标准对于蛮裂传播的重要性。所提出的 L-BFGS 相场整体方案与 AMR 技术相结合,为二维和三维问题中的脆性裂纹传播建模提供了一种精确、稳健和高效的方法。
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来源期刊
CiteScore
5.70
自引率
6.90%
发文量
276
审稿时长
5.3 months
期刊介绍: The International Journal for Numerical Methods in Engineering publishes original papers describing significant, novel developments in numerical methods that are applicable to engineering problems. The Journal is known for welcoming contributions in a wide range of areas in computational engineering, including computational issues in model reduction, uncertainty quantification, verification and validation, inverse analysis and stochastic methods, optimisation, element technology, solution techniques and parallel computing, damage and fracture, mechanics at micro and nano-scales, low-speed fluid dynamics, fluid-structure interaction, electromagnetics, coupled diffusion phenomena, and error estimation and mesh generation. It is emphasized that this is by no means an exhaustive list, and particularly papers on multi-scale, multi-physics or multi-disciplinary problems, and on new, emerging topics are welcome.
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