Machine learning aided phase field method for fracture mechanics

DNN2: A hyper-parameter reinforcement learning game for self-design of neural network based elasto-plastic constitutive descriptions

(2021) Alexander Fuchs et al.   COMPUTERS & STRUCTURES

A review on phase-field modeling of hydraulic fracturing

(2021) Yousef Heider   ENGINEERING FRACTURE MECHANICS

Feed-Forward Neural Networks for Failure Mechanics Problems

(2021) Fadi Aldakheel et al.   Applied Sciences-Basel

Model-data-driven constitutive responses: Application to a multiscale computational framework

(2021) Jan Niklas Fuhg et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

Polyphase uncertainty analysis through virtual modelling technique

(2021) Qihan Wang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Dynamic phenomena and crack propagation in dissimilar elastic lattices

(2020) A. Piccolroaz et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

Prediction of load-displacement curve in a complex structure using artificial neural networks: A study on a long bone

(2020) Hadi Rahmanpanah et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

Phase field approach for void dynamics with interface stresses at the nanoscale

(2020) Mahdi Javanbakht et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

Safety assessment for functionally graded structures with material nonlinearity

(2020) Yuan Feng et al.   STRUCTURAL SAFETY

Stochastic nonlocal damage analysis by a machine learning approach

(2020) Yuan Feng et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A novel machine-learning based on the global search techniques using vectorized data for damage detection in structures

(2020) H. Tran-Ngoc et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

Phase field modelling of crack propagation in functionally graded materials

(2019) Hirshikesh et al.   COMPOSITES PART B-ENGINEERING

On crack density, crack porosity, and the possibility to interrelate them

(2019) M. Kachanov et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

Machine learning aided stochastic elastoplastic analysis

(2019) Yuan Feng et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A diffusive dynamic brittle fracture model for heterogeneous solids and porous materials with implementation using a user-element subroutine

(2018) Udit Pillai et al.   COMPUTATIONAL MATERIALS SCIENCE

Support vector machine with Dirichlet feature mapping

(2018) Ali Nedaie et al.   NEURAL NETWORKS

Mixed kernel function support vector regression for global sensitivity analysis

(2017) Kai Cheng et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A comparative molecular dynamics-phase-field modeling approach to brittle fracture

(2016) Sandeep P. Patil et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Pressure and fluid-driven fracture propagation in porous media using an adaptive finite element phase field model

(2016) Sanghyun Lee et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Probabilistic fatigue integrity assessment in multiple crack growth analysis associated with equivalent initial flaw and material variability

(2016) Jung-Hoon Kim et al.   ENGINEERING FRACTURE MECHANICS

Probabilistic fatigue damage prognosis using surrogate models trained via three-dimensional finite element analysis

(2016) Patrick E Leser et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Stochastic finite element analysis of composite structures based on material microstructure

(2015) George Stefanou et al.   COMPOSITE STRUCTURES

On degradation functions in phase field fracture models

(2015) Charlotte Kuhn et al.   COMPUTATIONAL MATERIALS SCIENCE

Probabilistic life assessment on fatigue crack growth in mixed-mode by coupling of Kriging model and finite element analysis

(2015) Wentao He et al.   ENGINEERING FRACTURE MECHANICS

Extended finite element method in computational fracture mechanics: a retrospective examination

(2015) N. Sukumar et al.   INTERNATIONAL JOURNAL OF FRACTURE

A review on phase-field models of brittle fracture and a new fast hybrid formulation

(2014) Marreddy Ambati et al.   COMPUTATIONAL MECHANICS

A higher-order phase-field model for brittle fracture: Formulation and analysis within the isogeometric analysis framework

(2014) Michael J. Borden et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A phase field model of dynamic fracture: Robust field updates for the analysis of complex crack patterns

(2012) M. Hofacker et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Extended finite element method with edge-based strain smoothing (ESm-XFEM) for linear elastic crack growth

(2011) L. Chen et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Accelerating Markov Chain Monte Carlo Simulation by Differential Evolution with Self-Adaptive Randomized Subspace Sampling

(2011) J. A. Vrugt et al.   INTERNATIONAL JOURNAL OF NONLINEAR SCIENCES AND NUMERICAL SIMULATION

A phase field model for rate-independent crack propagation: Robust algorithmic implementation based on operator splits

(2010) Christian Miehe et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Simultaneous classification and feature selection via convex quadratic programming with application to HIV-associated neurocognitive disorder assessment

(2010) Michelle Dunbar et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Thermodynamically consistent phase-field models of fracture: Variational principles and multi-field FE implementations

(2010) C. Miehe et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Regularized formulation of the variational brittle fracture with unilateral contact: Numerical experiments

(2009) Hanen Amor et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

The stochastic finite element method: Past, present and future

(2008) George Stefanou   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING