Dataset for the paper 'Predicting mechanical properties of polycrystalline nanopillars by interpretable machine learning'
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下载链接:
https://zenodo.org/record/13825252
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资源简介:
This dataset contains the data produced for the above paper. The dataset consists of:
- input nanopillars before deformation (molecular_dynamics/nanopillars)
- stress-strain curves acquired by deforming the nanopillars (molecular_dynamics/stress_strain_curves)
- weights of the CNNs trained to predict mechanical properties of the nanopillars (machine_learning/train_CNN)
- Grad-CAM fields of the predictions (machine_learning/train_CNN)
Codes used for creating and analyzing the dataset are available at https://github.com/tekoivisto/nanopillar-ML
创建时间:
2024-09-22



