Nonlocal multiaxial fatigue model based on artificial neural networks for predicting fretting fatigue life of dovetail joints

W Zhao, S Luo, X Liang, Z Pang, J Song, Z Cao… - International Journal of …, 2024 - Elsevier
Fretting fatigue of dovetail joints is of paramount importance for ensuring equipment safety,
where the swift and precise estimation of their fatigue life is crucial. In this study, we present …

Prediction of fretting fatigue lifetime of aluminium alloy treated with Friction Stir Processing using continuum damage mechanics

S Han, N Yang, Q Zhao, Y Zhou, L Wang… - Tribology …, 2024 - Elsevier
In the aviation industry, fretting fatigue represents a significantly hazardous form of fatigue
failure, thus warranting substantial research attention. A key area of focus lies in enhancing …

A deep neural network model for parameter identification in deep drawing metal forming process

Y Guo, C Wang, S Han, G Kosec, Y Zhou… - Journal of Manufacturing …, 2025 - Elsevier
With the growing demand for complex-shaped, lightweight, and high-strength metal
components in manufacturing, using thinner sheets has become a trend. However, this can …

Refined critical plane methodology for predicting fretting fatigue crack initiation based on shear strain dynamics

W Zhou, J Ye, K Mao, Z Liu, S Xia - IEEE Access, 2023 - ieeexplore.ieee.org
The present study posits that variations in maximum shear strain energy are the principal
determinants for the onset of fretting fatigue cracks. We propose a refined critical plane …

Hybrid ANN-physical model for predicting residual stress and microhardness of metallic materials after laser shock peening

W Zhao, Z Pang, C Wang, W He, X Liang, J Song… - Optics & Laser …, 2025 - Elsevier
Residual stress and microhardness formed through laser shock peening (LSP) are crucial
for enhancing the mechanical properties of metallic materials in industries like aerospace …

Critical Plane Methodology for Intelligent Prediction of Fretting Fatigue Lifetime Based on Shear Strain Dynamics

W Zhou, W Sun, H Xu, G Duan, Y Zhang, K Mao… - IEEE …, 2024 - ieeexplore.ieee.org
An approach based on refined critical plane methodology to fretting fatigue lifetime
prediction for structures was proposed. A new shear stress-strain interaction (SSI) critical …

Exploring Transformer Life Forecasting through an In-Depth Analysis Utilizing the Random Forest Algorithm in Research and Development

L Gan, H Wu, M Ismail - International Journal of Informatics and Information …, 2024 - ijiis.org
Accurately assessing the life and operating status of transformers has important guiding
significance for the formulation of maintenance strategies for power grid companies, and at …