Inverting the structure–property map of truss metamaterials by deep learning

Design of optimized architected structures with exact size and connectivity via an enhanced multidomain topology optimization strategy

(2021) Chang Liu et al.   COMPUTATIONAL MECHANICS

Exploring the property space of periodic cellular structures based on crystal networks

(2021) Thomas S. Lumpe et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Isotropic octet-truss lattice structure design and anisotropy control strategies for implant application

(2021) Jiawei Feng et al.   MATERIALS & DESIGN

Optimal and continuous multilattice embedding

(2021) E. D. Sanders et al.   Science Advances

Data-driven topology optimization of spinodoid metamaterials with seamlessly tunable anisotropy

(2021) Li Zheng et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Knowledge extraction and transfer in data-driven fracture mechanics

(2021) Xing Liu et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Design of Deployable Mechanisms Based on Wren Parallel Mechanism Units

(2021) Jieyu Wang et al.   JOURNAL OF MECHANICAL DESIGN

Designing complex architectured materials with generative adversarial networks

(2020) Yunwei Mao et al.   Science Advances

Twist, tilt and stretch: From isometric Kelvin cells to anisotropic cellular materials

(2020) Huina Mao et al.   MATERIALS & DESIGN

Inverse-designed spinodoid metamaterials

(2020) Siddhant Kumar et al.   npj Computational Materials

Architectured Lattice Materials with Tunable Anisotropy: Design and Analysis of the Material Property Space with the Aid of Machine Learning

(2020) Roman Kulagin et al.   ADVANCED ENGINEERING MATERIALS

Generative adversarial networks

(2020) Ian Goodfellow et al.   COMMUNICATIONS OF THE ACM

Enhanced heat transfer in a pyramidal lattice sandwich panel by introducing pin-fins/protrusions/dimples

(2020) Yuan Ma et al.   INTERNATIONAL JOURNAL OF THERMAL SCIENCES

Tuning Mechanical Properties in Polycrystalline Solids Using a Deep Generative Framework

(2020) Yu-Chuan Hsu et al.   ADVANCED ENGINEERING MATERIALS

Deep generative modeling for mechanistic-based learning and design of metamaterial systems

(2020) Liwei Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Continuum representation of nonlinear three-dimensional periodic truss networks by on-the-fly homogenization

(2020) Raphaël N. Glaesener et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Simple optimal lattice structures for arbitrary loadings

(2019) Yiqiang Wang et al.   Extreme Mechanics Letters

Synthetic bone: Design by additive manufacturing

(2019) D. Barba et al.   Acta Biomaterialia

Ultrahigh Energy Absorption Multifunctional Spinodal Nanoarchitectures

(2019) Anna Guell Izard et al.   Small

Accelerating Auxetic Metamaterial Design with Deep Learning

(2019) Jackson K. Wilt et al.   ADVANCED ENGINEERING MATERIALS

An X-lattice cored rectangular honeycomb with enhanced convective heat transfer performance

(2019) Hongbin Yan et al.   APPLIED THERMAL ENGINEERING

An inverse method for characterisation of the static elastic Hooke’s tensors of solid frame of anisotropic open-cell materials

(2019) Huina Mao et al.   INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE

3D stochastic bicontinuous microstructures: Generation, topology and elasticity

(2018) Celal Soyarslan et al.   ACTA MATERIALIA

Design and mechanical properties of elastically isotropic trusses

(2018) Ryan M. Latture et al.   JOURNAL OF MATERIALS RESEARCH

Dynamic analysis, active and passive vibration control of double-layer hourglass lattice truss structures

(2018) Zhen-Kun Guo et al.   JOURNAL OF SANDWICH STRUCTURES & MATERIALS

3D Plate-Lattices: An Emerging Class of Low-Density Metamaterial Exhibiting Optimal Isotropic Stiffness

(2018) Thomas Tancogne-Dejean et al.   ADVANCED MATERIALS

Multiscale topology optimization using neural network surrogate models

(2018) Daniel A. White et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Topology optimization of hierarchical lattice structures with substructuring

(2018) Zijun Wu et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Computational material design for acoustic cloaking

(2017) Carlos Gustavo Méndez et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

On acoustic wave beaming in two-dimensional structural lattices

(2017) Alex J. Zelhofer et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

Metallic powder-bed based 3D printing of cellular scaffolds for orthopaedic implants: A state-of-the-art review on manufacturing, topological design, mechanical properties and biocompatibility

(2017) X.P. Tan et al.   Materials Science & Engineering C-Materials for Biological Applications

Periodic truss structures

(2016) Frank W. Zok et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Effective conductivities and elastic moduli of novel foams with triply periodic minimal surfaces

(2016) Diab W. Abueidda et al.   MECHANICS OF MATERIALS

Design of lattice structures with controlled anisotropy

(2016) Shanqing Xu et al.   MATERIALS & DESIGN

Microstructures to control elasticity in 3D printing

(2015) Christian Schumacher et al.   ACM TRANSACTIONS ON GRAPHICS

Elastic textures for additive fabrication

(2015) Julian Panetta et al.   ACM TRANSACTIONS ON GRAPHICS

Resilient 3D hierarchical architected metamaterials

(2015) Lucas R. Meza et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Active vibration control of lattice sandwich beams using the piezoelectric actuator/sensor pairs

(2014) Feng-Ming Li et al.   COMPOSITES PART B-ENGINEERING

3D Auxetic Microlattices with Independently Controllable Acoustic Band Gaps and Quasi-Static Elastic Moduli

(2013) Sebastian Krödel et al.   ADVANCED ENGINEERING MATERIALS

A novel approach to estimate trabecular bone anisotropy using a database approach

(2013) Javad Hazrati Marangalou et al.   JOURNAL OF BIOMECHANICS

Design of manufacturable 3D extremal elastic microstructure

(2013) Erik Andreassen et al.   MECHANICS OF MATERIALS

The effect of pore geometry on the in vitro biological behavior of human periosteum-derived cells seeded on selective laser-melted Ti6Al4V bone scaffolds

(2012) S. Van Bael et al.   Acta Biomaterialia

Topology optimization for braced frames: Combining continuum and beam/column elements

(2012) Lauren L. Stromberg et al.   ENGINEERING STRUCTURES

Influence of porosity on mechanical properties and in vivo response of Ti6Al4V implants

(2009) Amit Bandyopadhyay et al.   Acta Biomaterialia