Neural networks for fatigue crack propagation predictions in real-time under uncertainty

Machine Learning as a Support for the Diagnosis of Type 2 Diabetes

(2023) Antonio Agliata et al.   INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES

Structural fatigue life prediction considering model uncertainties through a novel digital twin-driven approach

(2022) Mengmeng Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Uncertainty quantification in fatigue crack-growth predictions

(2022) V. Giannella   INTERNATIONAL JOURNAL OF FRACTURE

Prediction of the crack growth propagation direction in non-proportional mixed-mode missions

(2022) Daniele Amato et al.   INTERNATIONAL JOURNAL OF FATIGUE

Using a deep convolutional network to predict the longitudinal dispersion coefficient

(2021) Behzad Ghiasi et al.   JOURNAL OF CONTAMINANT HYDROLOGY

Numerical investigation on the fracture failure of a railway axle

(2021) V. Giannella et al.   ENGINEERING FAILURE ANALYSIS

Damage Detection in Flat Panels by Guided Waves Based Artificial Neural Network Trained through Finite Element Method

(2021) Donato Perfetto et al.   Materials

Ultrasonic welding of magnesium alloys: a review

(2020) Felice Rubino et al.   MATERIALS AND MANUFACTURING PROCESSES

Probabilistic Analysis of Fatigue Behavior of Single Lap Riveted Joints

(2020) Enrico Armentani et al.   Applied Sciences-Basel

Statistical inference of the equivalent initial flaw size for assembled plate structures with the dual boundary element method

(2020) Llewellyn Morse et al.   ENGINEERING FRACTURE MECHANICS

Effects of pulling speed on structural performance of L-shaped pultruded profiles

(2020) Alexander Vedernikov et al.   COMPOSITE STRUCTURES

Data-driven algorithm for real-time fatigue life prediction of structures with stochastic parameters

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

Prediction of fatigue–crack growth with neural network-based increment learning scheme

(2020) Xinran Ma et al.   ENGINEERING FRACTURE MECHANICS

Stochastic approach to fatigue crack-growth simulation for a railway axle under input data variability

(2020) V. Giannella   INTERNATIONAL JOURNAL OF FATIGUE

Efficient critical distance approach to predict the fatigue lifetime of structural adhesive joints

(2019) V.C. Beber et al.   ENGINEERING FRACTURE MECHANICS

Machine learning-based image processing for on-line defect recognition in additive manufacturing

(2019) Alessandra Caggiano et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

An ATPSO-BP neural network modeling and its application in mechanical property prediction

(2019) Jian-ping Zhang et al.   COMPUTATIONAL MATERIALS SCIENCE

Combined static-cyclic multi-axial crack propagation in cruciform specimens

(2019) Venanzio Giannella et al.   INTERNATIONAL JOURNAL OF FATIGUE

Experimental and FEM numerical assessment of multiaxial fatigue failure criteria for a rolling Stock's seats structure

(2019) R. Sepe et al.   ENGINEERING FAILURE ANALYSIS

Fast evaluation of crack growth path using time series forecasting

(2019) Dieu T.T. Do et al.   ENGINEERING FRACTURE MECHANICS

Guided wave SHM system for damage detection in complex composite structure

(2019) A. De Luca et al.   THEORETICAL AND APPLIED FRACTURE MECHANICS

How to control the crack to propagate along the specified path feasibly?

(2018) Zhenxing Cheng et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Overview of fatigue life assessment of baffles in Wendelstein 7-X

(2018) Joris Fellinger et al.   FUSION ENGINEERING AND DESIGN

A mixed cover meshless method for elasticity and fracture problems

(2018) Yongchang Cai et al.   THEORETICAL AND APPLIED FRACTURE MECHANICS

Fatigue life prediction for Waspaloy under biaxial loading

(2018) J.V. Sahadi et al.   THEORETICAL AND APPLIED FRACTURE MECHANICS

A multi-fidelity modelling approach to the statistical inference of the equivalent initial flaw size distribution for multiple-site damage

(2018) Llewellyn Morse et al.   INTERNATIONAL JOURNAL OF FATIGUE

Independent cover meshless method for the simulation of multiple crack growth with arbitrary incremental steps and directions

(2017) Hehua Zhu et al.   ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS

Fatigue life assessment in lateral support element of a magnet for nuclear fusion experiment “Wendelstein 7-X”

(2017) V. Giannella et al.   ENGINEERING FRACTURE MECHANICS

Dual boundary element method and finite element method for mixed-mode crack propagation simulations in a cracked hollow shaft

(2017) R. Citarella et al.   FATIGUE & FRACTURE OF ENGINEERING MATERIALS & STRUCTURES

Probabilistic framework for multiaxial LCF assessment under material variability

(2017) S.P. Zhu et al.   INTERNATIONAL JOURNAL OF FATIGUE

Fatigue probability assessment including aleatory and epistemic uncertainty with application to gas turbine compressor blades

(2017) Daniel Sandberg et al.   INTERNATIONAL JOURNAL OF FATIGUE

Evaluation of Fatigue Crack Propagation of Gears Considering Uncertainties in Loading and Material Properties

(2017) Haileyesus Endeshaw et al.   Sustainability

Load interaction effects in propagation lifetime and inspections of railway axles

(2016) S. Beretta et al.   INTERNATIONAL JOURNAL OF FATIGUE

A log-normal format for failure probability under LCF: Concept, validation and definition of design curve

(2016) S. Beretta et al.   INTERNATIONAL JOURNAL OF FATIGUE

Multiple crack growth prediction in AA2024-T3 friction stir welded joints, including manufacturing effects

(2016) Pierpaolo Carlone et al.   INTERNATIONAL JOURNAL OF FATIGUE

Residual fatigue lifetime estimation of railway axles for various loading spectra

(2016) Pavel Pokorný et al.   THEORETICAL AND APPLIED FRACTURE MECHANICS

FEM-DBEM approach for crack propagation in a low pressure aeroengine turbine vane segment

(2016) Roberto Citarella et al.   THEORETICAL AND APPLIED FRACTURE MECHANICS

A Bayesian analysis of fatigue data

(2009) Maurizio Guida et al.   STRUCTURAL SAFETY