Synthesized sandstone microstructures generated by GAN-CNN

Published: 4 November 2021| Version 1 | DOI: 10.17632/tp9nynzc34.1
Contributors:
Phong Nguyen, Nikolaos Vlassis, Bahador Bahmani, HS Udaykumar, WaiChing Sun, Stephen Baek

Description

This data set contains 10 different microstructures generated from a generative adversarial network tuned by reinforcement learning such that the resultant microstructures does not only look real but also exhibit consistent effective mechanical properties.

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Institutions

  • Columbia University
  • University of Iowa
  • University of Virginia

Categories

Microstructure Modeling

Licence