Mechanical metamaterials are meticulously designed structures with exceptional
mechanical properties determined by their microstructures and constituent materials …

The design of biomimetic porous scaffolds has been gaining attention in the biomedical
sector lately. Shells, marine sponges, shark teeth, cancellous bone, sea urchin spine, and …

The rise of machine learning has fueled the discovery of new materials and, especially,
metamaterials—truss lattices being their most prominent class. While their tailorable …

Predicting the stress–strain curve of lattice-based metamaterials is crucial for their design
and application. However, the complex nonlinear relationship between the mesoscopic …

This paper investigates the feasibility of data-driven methods in automating the engineering
design process, specifically studying inverse design of cellular mechanical metamaterials …

Advancements in machine learning have sparked significant interest in designing
mechanical metamaterials, ie, materials that derive their properties from their inherent …

Currently, the development in shell-based lattice, is increasingly focused on
multifunctionality, with growing interest in combining sound and energy absorption …

In this paper, an ultrathin layer of arrayed electromagnetic resonators is introduced on the
CFRP laminate to form a meta-CFRP composite. It is quite an exciting and promising design …

Mechanics-related tasks often present unique challenges in achieving accurate geometric
and physical representations, particularly for non-uniform structures. Graph neural networks …

Emerging machine-learned models have enabled efficient and accurate prediction of
compound formation energy, with the most prevalent models relying on graph structures for …