Machine learning-based inverse design methods considering data characteristics and design space size in materials design and manufacturing: a review

J Lee, D Park, M Lee, H Lee, K Park, I Lee, S Ryu - Materials Horizons, 2023 - pubs.rsc.org
In the last few decades, the influence of machine learning has permeated many areas of
science and technology, including the field of materials science. This toolkit of data driven …

Advancing smart dry adhesives with shape memory polymers

C Linghu, T Mu, W Zhao, Y Liu, KJ Hsia… - … Journal of Smart and …, 2024 - Taylor & Francis
Smart dry adhesives, a rapidly growing class of intelligent materials and structures, are
engineered to provide strong, robust adhesion when needed while also allowing for …

Tunable dry adhesion of soft hollow pillars through sidewall buckling under low pressure

G Wan, Y Tang, KT Turner, T Zhang… - Advanced Functional …, 2023 - Wiley Online Library
Controlling adhesion on demand is essential for many manufacturing and assembly
processes such as microtransfer printing. Among various strategies, pneumatics‐controlled …

On shear adhesion of adhesive fibrils

C Linghu, Z Du, Y Sun, W Chen, KJ Hsia - Extreme Mechanics Letters, 2023 - Elsevier
Natural fibrillar adhesives, widely recognized for their strong and reversible adhesion, have
inspired the development of numerous synthetic adhesive systems applied in diverse fields …

Designing directional adhesive pillars using deep learning-based optimization, 3D printing, and testing

Y Kim, J Yeo, K Park, A Destrée, Z Qin, S Ryu - Mechanics of Materials, 2023 - Elsevier
Nature-inspired fibrillar adhesives have versatile applications, such as wall-climbing robots
and grippers, which require residue-free and repeatable adhesion. To meet the …

Geometric optimization of pillars for enhanced adhesion

SS Pande, KT Turner - Extreme Mechanics Letters, 2023 - Elsevier
Interfaces with enhanced dry adhesion have applications in various fields, including robotic
gras** and microtransfer printing. Arrays of pillars or fibers with mushroom-like geometries …

[HTML][HTML] Adhesion of a cylindrical punch with elastic properties that vary radially

A Kossa, R Hensel, RM McMeeking - Mechanics Research …, 2023 - Elsevier
The adhesion of a rigid substrate and an adhered straight cylindrical punch with a non-
homogeneous elastic modulus is analyzed. The stress distributions are obtained along the …

Pneumatically tunable adherence of elastomeric soft hollow pillars with non-circular contacts

G Wan, W Shan - International Journal of Solids and Structures, 2024 - Elsevier
Dynamically tunable interfacial dry adhesion plays a significant role in numerous biological
functions and industrial applications. Among various strategies, pneumatics-activated …

A butt shear joint (BSJ) specimen for high throughput testing of adhesive bonds

C Kang, JJM Machado, Y Sekiguchi, M Ji… - The Journal of …, 2023 - Taylor & Francis
Machine learning is extensively used in material research and development, including
adhesion technology. However, it requires a large dataset to train the models for optimizing …

Mechanics-Based Optimization of Shear Lap Joints for Enhanced Force Capacity

SS Pande, S Fulco, KT Turner - ACS Applied Engineering …, 2024 - ACS Publications
Bonded single lap joints are used to join structural components in automotive, aerospace,
and other engineered systems. The stresses in the joint are nonuniform, and high stresses …