6mo

3DSC - a dataset of superconductors including crystal structures

Data-driven methods, in particular machine learning, can help to speed up the discovery of new materials by finding hidden patterns in existing data and using them to identify promising candidate materials. In the case of superconductors, the use of data science tools is to date slowed down by a lack of accessible data. In this work, we present a new and publicly available superconductivity dataset (‘3DSC’), featuring the critical temperature Tc of superconducting materials additionally to tested non-superconductors.

data

3DSC - a dataset of superconductors including crystal structures

3DSC - a dataset of superconductors including crystal structures

Orb latent space Tc classifier evaluation

Orb latent space to Tc prediction

Critical temperature prediction models

Superconductor databases