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Data Driven Discovery of Topological Phononic Materials

Oct 1, 2022
Partial list of newly predicted topological materials using their X-ray absorption spectra.
Partial list of newly predicted topological materials using their X-ray absorption spectra.

This  DMREF  project  has  demonstrated  an alternative  avenue  for  the  prediction  of  new topological  materials  from  simple  spectroscopic features,   addressing   the   DMREF   value   of “significantly  accelerate  materials  discovery  and development”. In particular, the synergy of machine-learning  modeling  with  the  experimental  validation addresses   the   DMREF   concept   to   “work synergistically  in  a  closed  loop  fashion.”  The broadening  of  materials  candidates  further  supports the  DMREF  mission  to  foster  the  “translation  of materials research toward application”.

Authors

Mingda Li, Massachusetts Institute of Technology

Additional Materials

U.S. National Science Foundation and NSF DMREF, Materials for Our Future

This material is based upon work supported by the U.S. National Science Foundation Award No. 2015237. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the U.S. National Science Foundation. This site is maintained collaboratively by principal investigators with NSF DMREF awards, independent of the NSF.