Deep learning-assisted elastic isotropy identification for architected materials

Generative Deep Neural Networks for Inverse Materials Design Using Backpropagation and Active Learning

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Designing complex architectured materials with generative adversarial networks

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Automated identification and characterization of two-dimensional materials via machine learning-based processing of optical microscope images

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Energy-Ratio-Based Measure of Elastic Anisotropy

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Machine learning prediction of elastic properties and glass-forming ability of bulk metallic glasses

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Stiff isotropic lattices beyond the Maxwell criterion

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Decoupled effects of bone mass, microarchitecture and tissue property on the mechanical deterioration of osteoporotic bones

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A machine-learning approach to predicting and understanding the properties of amorphous metallic alloys

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A multiscale XFEM approach to investigate the fracture behavior of bio-inspired composite materials

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Deep learning approaches for mining structure-property linkages in high contrast composites from simulation datasets

(2018) Zijiang Yang et al.   COMPUTATIONAL MATERIALS SCIENCE

Three-Dimensional High-Entropy Alloy–Polymer Composite Nanolattices That Overcome the Strength–Recoverability Trade-off

(2018) Xuan Zhang et al.   NANO LETTERS

Bioinspired hierarchical composite design using machine learning: simulation, additive manufacturing, and experiment

(2018) Grace X. Gu et al.   Materials Horizons

Establishing structure-property localization linkages for elastic deformation of three-dimensional high contrast composites using deep learning approaches

(2018) Zijiang Yang et al.   ACTA MATERIALIA

Biomimetic architected materials with improved dynamic performance

(2018) Zian Jia et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Data-driven reduced order models for effective yield strength and partitioning of strain in multiphase materials

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Elastic constants of polycrystals with generally anisotropic crystals

(2016) Christopher M. Kube et al.   JOURNAL OF APPLIED PHYSICS

Anomalous elastic buckling of layered crystalline materials in the absence of structure slenderness

(2016) Manrui Ren et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Elastic anisotropy of crystals

(2016) Christopher M. Kube   AIP Advances

Ultralight, ultrastiff mechanical metamaterials

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Mechanical properties of lattice materials via asymptotic homogenization and comparison with alternative homogenization methods

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Architectured materials: Expanding materials space

(2012) Y. Brechet et al.   SCRIPTA MATERIALIA

Universal Elastic Anisotropy Index

(2008) Shivakumar I. Ranganathan et al.   PHYSICAL REVIEW LETTERS