This paper proposes a Physics-guided Mixture Density Network (PgMDN) model for
uncertainty quantification of regression-type analysis. It integrates a Mixture Density Network …

Multiaxial fatigue failure is the most common problem in engineering structures. It is worth
noting that short crack growth accounts for most of the fatigue life. Hence, it is necessary to …

Additively manufactured Titanium alloys, specifically Ti-6Al-4V (Ti64) produced through
laser based powder bed fusion (PBF-LB), hold great promise for applications in the medical …

The actual service axles are often subjected to mixed-mode loading, and predicting the
mixed-mode I-II crack propagation behaviour using the mode I effective stress intensity factor …

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 …

Some technique and results of the strain-life fatigue analysis use test data digital processing
of the wide-spray field sprayer's booms have been described in the paper under discussion …

The relationships between the properties of materials and their microstructures have been a
central topic in materials science. The microstructure-property mapping and numerical …

This paper proposes a Physics-guided Mixture Density Network (PgMDN) model for
uncertainty quantification of regression-type analysis. It integrates a Mixture Density Network …