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Generating 3D voxelized architected materials using 3D conditional generative adversarial network

Description/Abstract:

This tutorial aims to give an introduction of how to use a deep generative model, 3D conditional generative adversarial network (3D-CGAN)...

Keyword:

Deep learning; Generative adversarial network; Inverse design; 3D shape; Microstructure; Mechanical metamaterial

Resource Type:

Software

Data origin:

informatics and data sciences

Author:

Xiaoyang Zheng and Ikumu Watanabe

Journal:

Science and Technology of Advanced Materials

Date Uploaded:

14/09/2023
Tutorial for conditional generative adversarial network

Description/Abstract:

This tutorial aims to give an introduction of how to use a deep generative model, conditional generative adversarial network (CGAN). The ...

Keyword:

Deep learning; Generative adversarial network; Inverse design; Microstructure; Mechanical metamaterial

Resource Type:

Software

Data origin:

informatics and data science

Author:

Xiaoyang Zheng, Ta-Te Chen, Xiaofeng Guo, Sadaki Samitsu, and Ikumu Watanabe

Journal:

Materials & Design

Date Uploaded:

21/03/2023