Determining the defect locations and sizes in elastic plates by using the artificial neural network and boundary element method

Machine Learning Classifiers for Surface Crack Detection in Fracture Experiments

(2021) Adrien Müller et al.   INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES

Machine learning predicts fretting and fatigue key mechanical properties

(2021) Maysam B. Gorji et al.   INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES

SciANN: A Keras/TensorFlow wrapper for scientific computations and physics-informed deep learning using artificial neural networks

(2020) Ehsan Haghighat et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Damage localization in plate-like structures using time-varying feature and one-dimensional convolutional neural network

(2020) Shengyuan Zhang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Application of deep learning neural network to identify collision load conditions based on permanent plastic deformation of shell structures

(2019) Guorong Chen et al.   COMPUTATIONAL MECHANICS

Dynamic behaviors of tapered bi-directional functionally graded beams with various boundary conditions under action of a moving harmonic load

(2019) Yang Yang et al.   ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS

A new boundary element method for modeling wave propagation in functionally graded materials

(2019) Yang Yang et al.   EUROPEAN JOURNAL OF MECHANICS A-SOLIDS

A data-driven approach to nonlinear elasticity

(2018) Lu Trong Khiem Nguyen et al.   COMPUTERS & STRUCTURES

A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis

(2018) Liang Liang et al.   Journal of the Royal Society Interface

Deep convolutional neural networks for eigenvalue problems in mechanics

(2018) David Finol et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Smart finite elements: A novel machine learning application

(2018) German Capuano et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Solving ill-posed inverse problems using iterative deep neural networks

(2017) Jonas Adler et al.   INVERSE PROBLEMS

Data-driven computational mechanics

(2016) T. Kirchdoerfer et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Artificial neural network ensembles for fatigue damage detection in aircraft

(2016) Ziemowit Dworakowski et al.   JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES

Buckling load prediction of laminated composite stiffened panels subjected to in-plane shear using artificial neural networks

(2016) Upendra K. Mallela et al.   THIN-WALLED STRUCTURES

Application of Artificial Neural Networks and Probability Ellipse methods for damage detection using Lamb waves

(2015) A. De Fenza et al.   COMPOSITE STRUCTURES