Phase field modeling and computer implementation: A review

X Zhuang, S Zhou, GD Huynh, P Areias… - Engineering Fracture …, 2022 - Elsevier
This paper presents an overview of the theories and computer implementation aspects of
phase field models (PFM) of fracture. The advantage of PFM over discontinuous approaches …

A review on phase field models for fracture and fatigue

P Li, W Li, B Li, S Yang, Y Shen, Q Wang… - Engineering Fracture …, 2023 - Elsevier
Phase field fracture models have demonstrated great capacities in simulating crack
nucleation, propagation, branching, and joining in brittle and ductile materials subjected to …

A physics-informed variational DeepONet for predicting crack path in quasi-brittle materials

S Goswami, M Yin, Y Yu, GE Karniadakis - Computer Methods in Applied …, 2022 - Elsevier
Failure trajectories, probable failure zones, and damage indices are some of the key
quantities of relevance in brittle fracture mechanics. High-fidelity numerical solvers that …

Transfer learning enhanced physics informed neural network for phase-field modeling of fracture

S Goswami, C Anitescu, S Chakraborty… - Theoretical and Applied …, 2020 - Elsevier
In this work, we present a new physics informed neural network (PINN) algorithm for solving
brittle fracture problems. While most of the PINN algorithms available in the literature …

Physics-informed deep neural operator networks

S Goswami, A Bora, Y Yu, GE Karniadakis - Machine Learning in …, 2023 - Springer
Standard neural networks can approximate general nonlinear operators, represented either
explicitly by a combination of mathematical operators, eg in an advection–diffusion reaction …

An adaptive phase-field model with variable-node elements for fracture of hyperelastic materials at large deformations

C **ng, T Yu, Y Sun, Y Wang - Engineering Fracture Mechanics, 2023 - Elsevier
In this work, an adaptive phase-field method is proposed for modeling fracture of
hyperelastic materials at large deformations. The adaptive mesh refinement is facilitated by …

Modeling microfracture evolution in heterogeneous composites: A coupled cohesive phase-field model

G Li, BB Yin, LW Zhang, KM Liew - Journal of the Mechanics and Physics of …, 2020 - Elsevier
Modeling micro-crack evolution in highly heterogeneous solids has been a major challenge
in brittle materials owing to their complex microstructures and the complicated interactions …

Adaptive higher-order phase-field modeling of anisotropic brittle fracture in 3D polycrystalline materials

N Nguyen-Thanh, W Li, J Huang, K Zhou - Computer Methods in Applied …, 2020 - Elsevier
Due to its ability to simulate complex microstructure evolution, the phase-field modeling has
been extensively developed to investigate brittle fracture in recent years. However, low …

Study of mixed-mode fracture in functionally graded material using an adaptive phase-field fracture model

AM Shajan, R Piska, S Natarajan - Composite Structures, 2024 - Elsevier
This work systematically investigates the mixed-mode fracture propagation in functionally
graded materials. The crack trajectory and load–displacement responses were effectively …

Adaptive fourth-order phase field analysis using deep energy minimization

S Goswami, C Anitescu, T Rabczuk - Theoretical and Applied Fracture …, 2020 - Elsevier
Phase field modeling of fracture is computationally expensive as it demands a very fine
mesh to resolve the damage region. Hence, the practical application of such models are …