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

Metamaterials are artificial materials designed to exhibit effective material parameters that
go beyond those found in nature. Composed of unit cells with rich designability that are …

Diffusion models have shown great promise for image generation, beating GANs in terms of
generation diversity, with comparable image quality. However, their application to 3D …

Nature-inspired material design is driven by superior properties found in natural architected
materials and enabled by recent developments in additive manufacturing and machine …

In this work, we introduce ShipHullGAN, a generic parametric modeller built using deep
convolutional generative adversarial networks (GANs) for the versatile representation and …

Engineering designs involving multiple materials suffer either difficult interface modeling or
finding physically meaningful transition domains with a clear or even optimal structural …

Lattice-based mechanical metamaterials are known to exhibit quite a unique mechanical
behavior owing to their rational internal architecture. This includes unusual properties such …

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

Triply periodic minimal surface (TPMS)-based shell lattices are increasingly recognized for
their exceptional geometric and mechanical attributes. Their open-cell configuration further …

The lattice structures obtained by combining repetitive light cellular forms provide superior
high strength to weight capabilities compared to monolithic solid bodies. These properties of …