Pragmatic generative optimization of novel structural lattice metamaterials with machine learning

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

(2020) Chun‐Teh Chen et al.   Advanced Science

Soft optical metamaterials

(2020) Yixin Chen et al.   Nano Convergence

Multi-morphology lattices lead to improved plastic energy absorption

(2020) Ryan Alberdi et al.   MATERIALS & DESIGN

Coulombic friction in metamaterials to dissipate mechanical energy

(2020) Anthony P. Garland et al.   Extreme Mechanics Letters

Intelligent layout design of curvilinearly stiffened panels via deep learning-based method

(2020) Peng Hao et al.   MATERIALS & DESIGN

Voxel design of additively manufactured digital material with customized thermomechanical properties

(2020) Chao Yuan et al.   MATERIALS & DESIGN

Active learning in materials science with emphasis on adaptive sampling using uncertainties for targeted design

(2019) Turab Lookman et al.   npj Computational Materials

Evolution of damage and failure in an additively manufactured 316L SS structure: experimental reinvestigation of the third Sandia fracture challenge

(2019) S. L. B. Kramer et al.   INTERNATIONAL JOURNAL OF FRACTURE

New Twists of 3D Chiral Metamaterials

(2019) I. Fernandez-Corbaton et al.   ADVANCED MATERIALS

Multiphysical Digital Coding Metamaterials for Independent Control of Broadband Electromagnetic and Acoustic Waves with a Large Variety of Functions

(2019) Cheng Zhang et al.   ACS Applied Materials & Interfaces

Failure and energy absorption characteristics of four lattice structures under dynamic loading

(2019) Nan Jin et al.   MATERIALS & DESIGN

Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi-Supervised Learning Strategy

(2019) Wei Ma et al.   ADVANCED MATERIALS

Cushion performance of cylindrical negative stiffness structures: analysis and optimization

(2019) Bing Wang et al.   COMPOSITE STRUCTURES

The third Sandia fracture challenge: predictions of ductile fracture in additively manufactured metal

(2019) Sharlotte L. B. Kramer et al.   INTERNATIONAL JOURNAL OF FRACTURE

Active-learning and materials design: the example of high glass transition temperature polymers

(2019) Chiho Kim et al.   MRS Communications

Leveraging of MEMS Technologies for Optical Metamaterials Applications

(2019) Zhihao Ren et al.   Advanced Optical Materials

Prediction and optimization of mechanical properties of composites using convolutional neural networks

(2019) Diab W. Abueidda et al.   COMPOSITE STRUCTURES

Universal Function Approximation by Deep Neural Nets with Bounded Width and ReLU Activations

(2019) Boris Hanin   Mathematics

SLM lattice structures: Properties, performance, applications and challenges

(2019) Tobias Maconachie et al.   MATERIALS & DESIGN

Deep-Learning-Enabled On-Demand Design of Chiral Metamaterials

(2018) Wei Ma et al.   ACS Nano

Mechanical properties and deformation behavior of additively manufactured lattice structures of stainless steel

(2018) Patrick Köhnen et al.   MATERIALS & DESIGN

Mechanical properties and energy absorption capability of functionally graded F2BCC lattice fabricated by SLM

(2018) Dheyaa S.J. Al-Saedi et al.   MATERIALS & DESIGN

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

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

Three-dimensional mechanical metamaterials with a twist

(2017) Tobias Frenzel et al.   SCIENCE

Design for Additive Manufacturing: Trends, opportunities, considerations, and constraints

(2016) Mary Kathryn Thompson et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

A mechanical property evaluation of graded density Al-Si10-Mg lattice structures manufactured by selective laser melting

(2016) I. Maskery et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

The Sandia Fracture Challenge: blind round robin predictions of ductile tearing

(2014) B. L. Boyce et al.   INTERNATIONAL JOURNAL OF FRACTURE

Ultralight, ultrastiff mechanical metamaterials

(2014) X. Zheng et al.   SCIENCE