Nature Communications (Apr 2018)

Experimental search for high-temperature ferroelectric perovskites guided by two-step machine learning

  • Prasanna V. Balachandran,
  • Benjamin Kowalski,
  • Alp Sehirlioglu,
  • Turab Lookman

DOI
https://doi.org/10.1038/s41467-018-03821-9
Journal volume & issue
Vol. 9, no. 1
pp. 1 – 9

Abstract

Read online

Experimental search for high-temperature ferroelectric perovskites is challenging due to the vast chemical space and lack of predictive guidelines. Here the authors demonstrate a two-step machine learning approach to sequentially guide experiments in search of promising perovskites with high ferroelectric Curie temperature.