Interface crack analysis in 2D bounded dissimilar materials using an enriched physics-informed neural networks
From MaRDI portal
Publication:6545967
DOI10.1016/J.ENGANABOUND.2024.03.030MaRDI QIDQ6545967
Wenzhen Qu, Shengdong Zhao, Yan Gu, Longtao Xie
Publication date: 29 May 2024
Published in: Engineering Analysis with Boundary Elements (Search for Journal in Brave)
fracture mechanicsbimaterial interface cracksdeep learningphysics-informed neural networkscomplex stress intensity factors
Cites Work
- An element-free Galerkin method for three-dimensional fracture mechanics
- Effects of interface wettability on microscale flow by molecular dynamics simulation
- An adaptive multiscale approach for identifying multiple flaws based on XFEM and a discrete artificial fish swarm algorithm
- Meshless simulation of anti-plane crack problems by the method of fundamental solutions using the crack Green's function
- Determining the defect locations and sizes in elastic plates by using the artificial neural network and boundary element method
- An efficient meshless method for bimaterial interface cracks in 2D thin-layered coating structures
- When and why PINNs fail to train: a neural tangent kernel perspective
- Dynamic XFEM-based detection of multiple flaws using an improved artificial bee colony algorithm
- Adaptive activation functions accelerate convergence in deep and physics-informed neural networks
- Heritage and early history of the boundary element method
- Physics-informed neural networks: a deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
- A nodal integration technique for meshfree radial point interpolation method (NI-RPIM)
- Analysis of dynamic crack propagation in two-dimensional elastic bodies by coupling the boundary element method and the bond-based peridynamics
- The extended/generalized finite element method: An overview of the method and its applications
- Understanding and Mitigating Gradient Flow Pathologies in Physics-Informed Neural Networks
- Localized Method of Fundamental Solutions for Three-Dimensional Elasticity Problems: Theory
- A hybrid numerical method for non-linear transient heat conduction problems with temperature-dependent thermal conductivity
- Electroelastic Analysis of Two-Dimensional Piezoelectric Structures by the Localized Method of Fundamental Solutions
- Physics-informed neural network frameworks for crack simulation based on minimized peridynamic potential energy
- Solving groundwater flow equation using physics-informed neural networks
- An enriched radial integration method for evaluating domain integrals in transient boundary element analysis
- Physical informed neural network for thermo-hydral analysis of fire-loaded concrete
This page was built for publication: Interface crack analysis in 2D bounded dissimilar materials using an enriched physics-informed neural networks
Report a bug (only for logged in users!)Click here to report a bug for this page (MaRDI item Q6545967)
