Microstructures.Net hosts the Open-source Phase-field Microstructure Database (OPMD).


The OPMD is calculated using a high-throughput phase-field solver. The data are partly provided on this website for small-scale access and exploring the information. We carried out a Markov Chain Monte Carlo-based inference of the CALPHAD model parameters. We then used advanced sampling schemes to propagate uncertainties across a high-dimensional simulation input space. Through high-throughput phase-field simulations we generate 200,000 time series of synthetic microstructures and use machine learning approaches to understand the effects of propagated uncertainties on the microstructure landscape of the material under study. 

If you are interested in using the data in your research, please contact us. The data will be available for download in the future.

 




Randomized Microstructure Image Grid

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