Ruijin Cang

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

Ruijin Cang, Hechao Li, Yang Jiao et al. · Computational Materials Science · 2018 · 203 citations

Materials Science, Convolutional Neural Network, Image Analysis +12

Microstructure Representation and Reconstruction of Heterogeneous Materials Via Deep Belief Network for Computational Material Design

Ruijin Cang, Yaopengxiao Xu, Shaohua Chen et al. · Journal of Mechanical Design · 2017 · 191 citations

Geometric Learning, Convolutional Neural Network, Engineering +23

An Indirect Design Representation for Topology Optimization Using Variational Autoencoder and Style Transfer

Tinghao Guo, Danny J. Lohan, Ruijin Cang et al. · 2018 AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference · 2018 · 81 citations

Design Space Exploration, Design, Shape Optimization +5

One-shot generation of near-optimal topology through theory-driven machine learning

Ruijin Cang, Yi Ren · Computer-Aided Design · 2019 · 65 citations

Machine Learning, Topological Representation, Computational Geometry +3

Deep Network-Based Feature Extraction and Reconstruction of Complex Material Microstructures

Ruijin Cang, Max Yi Ren · 2016 · 34 citations

Geometric Learning, Convolutional Neural Network, Engineering +23