Building Ouro, using AI to search for room-temp superconductors and rare-earth free permanent magnets.
Literature review of existing studies done on predicting with machine learning.
Literature review of databases with materials and . See literature review on ML models which utilize these datasets:
So far a really interesting paper. Published in 2018. Adding some informal notes and interesting findings here. Finding out how much literature is based on this study.
https://github.com/mir-group/nequip
The Dynamic Structure Factor (S(Q,ω)) is like a movie of how atoms move in a material. Instead of just knowing where atoms are, it tells us how they move together over time:
Superconductivity typically emerges from strong interactions between electrons and vibrations in the crystal lattice (phonons). These interactions can lead to electron pairing, enabling resistance-fre
https://www.nist.gov/chips/chips-rd-funding-opportunities