Deep learning in mechanical metamaterials: from prediction and generation to inverse design
Mechanical metamaterials are meticulously designed structures with exceptional
mechanical properties determined by their microstructures and constituent materials …
mechanical properties determined by their microstructures and constituent materials …
Flexible mechanical metamaterials
Mechanical metamaterials exhibit properties and functionalities that cannot be realized in
conventional materials. Originally, the field focused on achieving unusual (zero or negative) …
conventional materials. Originally, the field focused on achieving unusual (zero or negative) …
Inverse design of mechanical metamaterials with target nonlinear response via a neural accelerated evolution strategy
Materials with target nonlinear mechanical response can support the design of innovative
soft robots, wearable devices, footwear, and energy‐absorbing systems, yet it is challenging …
soft robots, wearable devices, footwear, and energy‐absorbing systems, yet it is challenging …
Auxetic metamaterials and structures: a review
Materials and structures with negative Poisson's ratio exhibit a counter-intuitive behaviour.
Under uniaxial compression (tension), these materials and structures contract (expand) …
Under uniaxial compression (tension), these materials and structures contract (expand) …
Mechanical metamaterials associated with stiffness, rigidity and compressibility: A brief review
Mechanical metamaterials are man-made structures with counterintuitive mechanical
properties that originate in the geometry of their unit cell instead of the properties of each …
properties that originate in the geometry of their unit cell instead of the properties of each …
Machine learning-enabled constrained multi-objective design of architected materials
Architected materials that consist of multiple subelements arranged in particular orders can
demonstrate a much broader range of properties than their constituent materials. However …
demonstrate a much broader range of properties than their constituent materials. However …
Controlling sound with acoustic metamaterials
Acoustic metamaterials can manipulate and control sound waves in ways that are not
possible in conventional materials. Metamaterials with zero, or even negative, refractive …
possible in conventional materials. Metamaterials with zero, or even negative, refractive …
Mechanical performance of additively manufactured meta-biomaterials
AA Zadpoor - Acta biomaterialia, 2019 - Elsevier
Abstract Additive manufacturing (AM)(= 3D printing) and rational design techniques have
enabled development of meta-biomaterials with unprecedented combinations of …
enabled development of meta-biomaterials with unprecedented combinations of …
Additive manufacturing of metallic components by selective electron beam melting—a review
C Körner - International Materials Reviews, 2016 - Taylor & Francis
Selective electron beam melting (SEBM) belongs to the additive manufacturing technologies
which are believed to revolutionise future industrial production. Starting from computer …
which are believed to revolutionise future industrial production. Starting from computer …
3D Printed Auxetic Structure‐Assisted Piezoelectric Energy Harvesting and Sensing
The fast development of wearable electronic systems requires a sustainable energy source
that can harvest energy from the ambient environment and does not require frequent …
that can harvest energy from the ambient environment and does not require frequent …