The availability of an ever‐expanding portfolio of 2D materials with rich internal degrees of
freedom (spin, excitonic, valley, sublattice, and layer pseudospin) together with the unique …

Simple shear presents a local material structure–property relationship and plays an
important role in the development of material design, mechanical modeling, and …

Energy absorbing efficiency is a key determinant of a structure's ability to provide
mechanical protection and is defined by the amount of energy that can be absorbed prior to …

Abstract 3D/4D printing offers significant flexibility in manufacturing complex structures with
a diverse range of mechanical responses, while also posing critical needs in tackling …

The fatigue crack growth simulation and life prediction of structures are implemented in this
paper based on the physics-informed neural networks (PINNs). Firstly, the enhanced PINNs …

Conventional mechanical design paradigms rely on experts systematically refining concepts
through experience-guided modification and FEA to meet specific requirements. However …

The numerical simulation of sheet metal forming processes depends on the accuracy of the
constitutive model used to represent the mechanical behaviour of the materials. The …

Abstract Machine learning (ML) and Deep learning (DL) are increasingly pivotal in the
design of advanced metamaterials, seamlessly integrated with material or topology …

The importance of biomaterials lies in their fundamental roles in medical applications such
as tissue engineering, drug delivery, implantable devices, and radiological phantoms, with …

Quantifying biomechanical properties of the human vasculature could deepen our
understanding of cardiovascular diseases. Standard nonlinear regression in constitutive …