Dataset for Foundation Model for Composite Materials and Microstructural Analysis
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下载链接：
https://zenodo.org/record/14062122
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资源简介：
This repository contains datasets generated for the publication "Foundation Model for Composite Materials and Microstructural Analysis".
The datasets are provided to facilitate replication of results, further research, and development in the field of composite materials and machine learning.
Contents:
downstream_circular_inclusion.zip
Description: This dataset consists of microstructure images and associated properties for circular inclusion composites used in the downstream tasks of the study.
Structure:
train/: Contains training data directories and files.
valid/: Contains training data directories and files.
descriptors.csv: A CSV file with descriptors and homogenized stiffness components for validation data.
downstream_short_fiber.zip
Description: This dataset consists of microstructure images and associated properties for short-fiber composites used in the downstream tasks of the study.
Structure:
train/: Contains training data directories and files.
valid/: Contains training data directories and files.
descriptors.csv: A CSV file with descriptors and homogenized stiffness components for validation data.
inclusion_train_100k.zip
Description: This dataset contains 100,000 microstructure images of short-fiber composites used for self-supervised pre-training of the Masked Material Autoencoder (MMAE).
Structure:
mesh0dir/, mesh1dir/, ... mesh99999dir/: : Folders containing microstructure images used for pre-training.
descriptors.csv: A CSV file with descriptors related to the microstructures.
创建时间：
2024-11-10
