fig3

Machine learning descriptors for crystal materials: applications in Ni-rich layered cathode and lithium anode materials for high-energy-density lithium batteries

Figure 3. Atom-centered symmetry descriptors implemented in the DScribe library. (A) DScribe is a Python and C library for converting materials into descriptors for ML research, reprinted with permission[22], Copyright 2019, Elsevier; (B) SOAP descriptor, reprinted with permission[22], Copyright 2019, Elsevier; (C) ACSF descriptor, reprinted with permission[22], Copyright 2019, Elsevier; (D) MBTR descriptor; (E) Valle-Oganov descriptor, reprinted with permission[23], Copyright 2019, Elsevier and Copyright 2023, AIP Publishing. SOAP: Smooth overlap of atomic positions; ACSF: atom-centered symmetry functions; MBTR: many-body tensor representation.

Journal of Materials Informatics
ISSN 2770-372X (Online)
Follow Us

Portico

All published articles are preserved here permanently:

https://www.portico.org/publishers/oae/

Portico

All published articles are preserved here permanently:

https://www.portico.org/publishers/oae/