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Filtering by: Author Sadaki Samitsu Rights Statement Sim Creative Commons BY Attribution 4.0 International

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
Controllable inverse design of auxetic metamaterials using deep learning

Description/Abstract:

As typical mechanical metamaterials with negative Poisson's ratios, auxetic metamaterials exhibit counterintuitive auxetic behaviors tha...

Keyword:

Additive manufacturing, Generative adversarial network, Metamaterial, Negative Poisson’s ratio, and Voronoi tessellation

Resource Type:

Article

Author:

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

Date Uploaded:

28/02/2023