Machine learning-based fatigue life prediction of metal materials: Perspectives of physics-informed and data-driven hybrid methods
H Wang, B Li, J Gong, FZ Xuan - Engineering Fracture Mechanics, 2023 - Elsevier
Fatigue life prediction is critical for ensuring the safe service and the structural integrity of
mechanical structures. Although data-driven approaches have been proven effective in …
mechanical structures. Although data-driven approaches have been proven effective in …
Advances in machine learning techniques used in fatigue life prediction of welded structures
In the shipbuilding, construction, automotive, and aerospace industries, welding is still a
crucial manufacturing process because it can be utilized to create massive, intricate …
crucial manufacturing process because it can be utilized to create massive, intricate …
Effect of welding residual stresses on the fatigue life assessment of welded connections
Welding residual stresses impose significant influences on the fatigue behavior and
structural integrity of welded connections in various engineering applications …
structural integrity of welded connections in various engineering applications …
An adaptive learning approach to determine and update crack sizes from strain relaxation data for welded plate joints
This paper proposes the framework to determine and update the crack-front profile at the toe
of welded plate joints based on the strain relaxation data. This study determines the crack …
of welded plate joints based on the strain relaxation data. This study determines the crack …
Traction stress-based fatigue failure mode identification of load-carrying welded cruciform joints
This paper proposes an analytical solution of traction stress at the weld root of load-carrying
welded cruciform joints, incorporating the effects of weld geometry, especially the gap …
welded cruciform joints, incorporating the effects of weld geometry, especially the gap …
Harbor and coastal structures: A review of mechanical fatigue under random wave loading
M Jimenez-Martinez - Heliyon, 2021 - cell.com
Harbor and coastal structures are essential in maritime connections. Additionally, some
offshore structures near the coast are important for supplying energy as a material or …
offshore structures near the coast are important for supplying energy as a material or …
[HTML][HTML] Probabilistic fatigue analysis on a central holed thick steel plate of C1 Wedge Connection for wind turbine tower assembling
Hole patterns are common in engineering design for connections and/or assembly
purposes. Geometrical discontinuities can cause stress concentration in localized areas …
purposes. Geometrical discontinuities can cause stress concentration in localized areas …
A modified Manson-Halford model based on improved WOA for fatigue life prediction under multi-level loading
Y Yang, L Zou, X Cao, X Yang… - International Journal of …, 2024 - journals.sagepub.com
The Manson-Halford (MH) nonlinear cumulative damage model is widely applied for fatigue
life analysis problems under multi-level loading. In this model, the influence of loading …
life analysis problems under multi-level loading. In this model, the influence of loading …
Effect of Low Temperature on the Fatigue Crack Propagation Behavior of Underwater Manned Vehicle Rudder Materials in Arctic Environments
W Guo, L Yu, Z Wu, Y Zhang, C Cao, Y Zeng, L Yu… - ACS …, 2024 - ACS Publications
During polar navigation, adverse environmental conditions like cold temperatures, fatigue,
and corrosion can affect surface and underwater manned vehicles (UMVs). Understanding …
and corrosion can affect surface and underwater manned vehicles (UMVs). Understanding …
Proposal of a probabilistic model on rotating bending fatigue property of a bearing steel in a very high cycle regime
T Sakai, A Nakagawa, Y Nakamura, N Oguma - Applied Sciences, 2021 - mdpi.com
In SN diagrams for high strength steels, the duplex SN curves for surface-initiated failure and
interior inclusion-initiated failure were usually confirmed in the very high cycle regime. This …
interior inclusion-initiated failure were usually confirmed in the very high cycle regime. This …