Explainable machine learning for precise fatigue crack tip detection
D Melching, T Strohmann, G Requena, E Breitbarth - Scientific Reports, 2022 - nature.com
Data-driven models based on deep learning have led to tremendous breakthroughs in
classical computer vision tasks and have recently made their way into natural sciences …
classical computer vision tasks and have recently made their way into natural sciences …
Automatic detection of fatigue crack paths using digital image correlation and convolutional neural networks
T Strohmann, D Starostin‐Penner… - Fatigue & Fracture of …, 2021 - Wiley Online Library
The occurrence of fatigue cracks is an inherent part of the design of engineering structures
subjected to nonconstant loads. Thus, the accurate description of cracks in terms of location …
subjected to nonconstant loads. Thus, the accurate description of cracks in terms of location …
Investigation of crack propagation driving force based on crystal plasticity and cyclic J-integral
The fatigue indicator parameter (FIP) is evaluated with cyclic J-integral in single crystal and
polycrystal models as the crack driving force for microstructurally fatigue crack growth. A …
polycrystal models as the crack driving force for microstructurally fatigue crack growth. A …
Effect of single tensile overload on fatigue crack growth behavior based on plastically dissipated energy and critical distance theory
W He, C Wang, J Deng, D **e, Z Zhang - Engineering Fracture Mechanics, 2020 - Elsevier
The paper systematically investigates the fatigue crack growth (FCG) behavior of Q345 steel
under a single tensile overload during constant amplitude cyclic loadings by combining the …
under a single tensile overload during constant amplitude cyclic loadings by combining the …
A robot-assisted microscopy system for digital image correlation in fatigue crack growth testing
F Paysan, E Dietrich, E Breitbarth - Experimental Mechanics, 2023 - Springer
Background Digital image correlation (DIC) with microscopes has become an important
experimental tool in fracture mechanics to study local effects such as the plastic zone, crack …
experimental tool in fracture mechanics to study local effects such as the plastic zone, crack …
[HTML][HTML] The energy dissipation during fatigue crack growth in metallic materials
H Quan, RC Alderliesten - Engineering Fracture Mechanics, 2022 - Elsevier
An energy equation for fatigue crack growth was proposed. It equates the total external work
per cycle (dW/dN) to the sum of plastic dissipation (dU pl/dN), change in strain energy stored …
per cycle (dW/dN) to the sum of plastic dissipation (dU pl/dN), change in strain energy stored …
Infrared thermography-based evaluation of the elastic-plastic J-integral to correlate fatigue crack growth data of a stainless steel
G Meneghetti, M Ricotta, G Pitarresi - International Journal of Fatigue, 2019 - Elsevier
The elastic-plastic J-integral is adopted to correlate fatigue crack growth data of ductile
metals. An analytical link is known to exist between the J-integral and the strain energy …
metals. An analytical link is known to exist between the J-integral and the strain energy …
Next generation fatigue crack growth experiments of aerospace materials
T Strohmann, D Melching, F Paysan, E Dietrich… - Scientific Reports, 2024 - nature.com
Today's societal challenges require rapid response and smart materials solutions in almost
all technical areas. Driven by these needs, data-driven research has emerged as an enabler …
all technical areas. Driven by these needs, data-driven research has emerged as an enabler …
A novel parameter to evaluate fatigue crack closure: Crack opening ratio
QY Duan, JQ Li, YY Li, YJ Yin, HM **e, W He - International Journal of …, 2020 - Elsevier
A new parameter called crack opening ratio (COR) is proposed to evaluate the fatigue crack
closure. COR is expressed as a percentage that can be devoted to identifying the degree of …
closure. COR is expressed as a percentage that can be devoted to identifying the degree of …
The heat energy dissipated in the material structural volume to correlate the fatigue crack growth rate in stainless steel specimens
G Meneghetti, M Ricotta - International Journal of Fatigue, 2018 - Elsevier
The heat energy exchanged in a unit volume of material per cycle, Q¯, has been previously
proposed and adopted by the authors as a fatigue damage indicator, because it accounts for …
proposed and adopted by the authors as a fatigue damage indicator, because it accounts for …