A deep learning–based method for the design of microstructural materials

Improving direct physical properties prediction of heterogeneous materials from imaging data via convolutional neural network and a morphology-aware generative model

(2018) Ruijin Cang et al.   COMPUTATIONAL MATERIALS SCIENCE

Machine Learning Driven Real Time Topology Optimization under Moving Morphable Component (MMC)-Based Framework

(2018) Xin Lei et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

A Transfer Learning Approach for Microstructure Reconstruction and Structure-property Predictions

(2018) Xiaolin Li et al.   Scientific Reports

Data-Driven Prediction of Mechanical Properties in Support of Rapid Certification of Additively Manufactured Alloys

(2018) Fuyao Yan et al.   CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES

Deep learning for determining a near-optimal topological design without any iteration

(2018) Yonggyun Yu et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Topology optimization design scheme for broadband non-resonant hyperbolic elastic metamaterials

(2018) Junjie Rong et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Length scale and manufacturability in density-based topology optimization

(2016) Boyan S. Lazarov et al.   ARCHIVE OF APPLIED MECHANICS

Feature-driven topology optimization method with signed distance function

(2016) Ying Zhou et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Topology optimization for heat conduction using generative design algorithms

(2016) Danny J. Lohan et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Structure–property linkages using a data science approach: Application to a non-metallic inclusion/steel composite system

(2015) Akash Gupta et al.   ACTA MATERIALIA

Topology optimization for effective energy propagation in rate-independent elastoplastic material systems

(2015) P.B. Nakshatrala et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Doing Topology Optimization Explicitly and Geometrically—A New Moving Morphable Components Based Framework

(2014) Xu Guo et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

Negative refraction of elastic waves at the deep-subwavelength scale in a single-phase metamaterial

(2014) R. Zhu et al.   Nature Communications

Acoustic metamaterial panels for sound attenuation in the 50–1000 Hz regime

(2010) Z. Yang et al.   APPLIED PHYSICS LETTERS

A practical generative design method

(2010) Sivam Krish   COMPUTER-AIDED DESIGN

An acoustic rectifier

(2010) B. Liang et al.   NATURE MATERIALS