Machine learning-based inverse design methods considering data characteristics and design space size in materials design and manufacturing: a review
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 …
science and technology, including the field of materials science. This toolkit of data driven …
Advancing smart dry adhesives with shape memory polymers
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 …
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
Controlling adhesion on demand is essential for many manufacturing and assembly
processes such as microtransfer printing. Among various strategies, pneumatics‐controlled …
processes such as microtransfer printing. Among various strategies, pneumatics‐controlled …
On shear adhesion of adhesive fibrils
Natural fibrillar adhesives, widely recognized for their strong and reversible adhesion, have
inspired the development of numerous synthetic adhesive systems applied in diverse fields …
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
Nature-inspired fibrillar adhesives have versatile applications, such as wall-climbing robots
and grippers, which require residue-free and repeatable adhesion. To meet the …
and grippers, which require residue-free and repeatable adhesion. To meet the …
Geometric optimization of pillars for enhanced adhesion
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 …
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
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 …
homogeneous elastic modulus is analyzed. The stress distributions are obtained along the …
Pneumatically tunable adherence of elastomeric soft hollow pillars with non-circular contacts
Dynamically tunable interfacial dry adhesion plays a significant role in numerous biological
functions and industrial applications. Among various strategies, pneumatics-activated …
functions and industrial applications. Among various strategies, pneumatics-activated …
A butt shear joint (BSJ) specimen for high throughput testing of adhesive bonds
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 …
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
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 …
and other engineered systems. The stresses in the joint are nonuniform, and high stresses …