Phase field modeling and computer implementation: A review
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 …
phase field models (PFM) of fracture. The advantage of PFM over discontinuous approaches …
A review on phase field models for fracture and fatigue
Phase field fracture models have demonstrated great capacities in simulating crack
nucleation, propagation, branching, and joining in brittle and ductile materials subjected to …
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
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 …
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
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 …
brittle fracture problems. While most of the PINN algorithms available in the literature …
Physics-informed deep neural operator networks
Standard neural networks can approximate general nonlinear operators, represented either
explicitly by a combination of mathematical operators, eg in an advection–diffusion reaction …
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
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 …
hyperelastic materials at large deformations. The adaptive mesh refinement is facilitated by …
Modeling microfracture evolution in heterogeneous composites: A coupled cohesive phase-field model
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 …
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
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 …
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
This work systematically investigates the mixed-mode fracture propagation in functionally
graded materials. The crack trajectory and load–displacement responses were effectively …
graded materials. The crack trajectory and load–displacement responses were effectively …
Adaptive fourth-order phase field analysis using deep energy minimization
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 …
mesh to resolve the damage region. Hence, the practical application of such models are …