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Artificial intelligence for advanced functional materials: exploring current and future directions

Malica, Cristiano
•
Novoselov, Kostya S
•
Barnard, Amanda S
altro
Roche, Stephan
2025
  • journal article

Periodico
JPHYS MATERIALS
Abstract
This perspective addresses the topic of harnessing the tools of artificial intelligence (AI) for boosting innovation in functional materials design and engineering as well as discovering new materials for targeted applications in energy storage, biomedicine, composites, nanoelectronics or quantum technologies. It gives a current view of experts in the field, insisting on challenges and opportunities provided by the development of large materials databases, novel schemes for implementing AI into materials production and characterization as well as progress in the quest of simulating physical and chemical properties of realistic atomic models reaching the trillion atoms scale and with near ab initio accuracy.
DOI
10.1088/2515-7639/adc29d
WOS
WOS:001473720000001
Archivio
https://hdl.handle.net/11368/3111934
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-105003766969
https://iopscience.iop.org/article/10.1088/2515-7639/adc29d
Diritti
open access
license:creative commons
license uri:http://creativecommons.org/licenses/by/4.0/
FVG url
https://arts.units.it/bitstream/11368/3111934/1/2025 - Malica et al_2025_J._Phys._Mater._10.1088_2515-7639_adc29d.pdf
Soggetti
  • artificial intelligen...

  • machine learning (ML)...

  • materials science

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