KIT | KIT-Bibliothek | Impressum | Datenschutz

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

Malica, Cristiano ; Novoselov, Kostya S.; Barnard, Amanda S.; Kalinin, Sergei V.; Spurgeon, Steven R.; Reuter, Karsten; Alducin, Maite; Deringer, Volker L.; Csányi, Gábor; Marzari, Nicola; Huang, Shirong; Cuniberti, Gianaurelio; Deng, Qiushi; Ordejón, Pablo; Cole, Ivan; Choudhary, Kamal; Hippalgaonkar, Kedar; Zhu, Ruiming; von Lilienfeld, O. Anatole; ... mehr

Abstract (englisch):

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.


Verlagsausgabe §
DOI: 10.5445/IR/1000188742
Veröffentlicht am 16.12.2025
Originalveröffentlichung
DOI: 10.1088/2515-7639/adc29d
Scopus
Zitationen: 8
Web of Science
Zitationen: 7
Dimensions
Zitationen: 12
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Nanotechnologie (INT)
Publikationstyp Zeitschriftenaufsatz
Publikationsdatum 01.04.2025
Sprache Englisch
Identifikator ISSN: 2515-7639
KITopen-ID: 1000188742
HGF-Programm 43.31.01 (POF IV, LK 01) Multifunctionality Molecular Design & Material Architecture
Erschienen in Journal of Physics: Materials
Verlag Institute of Physics Publishing Ltd (IOP Publishing Ltd)
Band 8
Heft 2
Seiten 021001
Schlagwörter artificial intelligence (AI), machine learning (ML), materials science
Nachgewiesen in Scopus
OpenAlex
Dimensions
Web of Science
KIT – Die Universität in der Helmholtz-Gemeinschaft
KITopen Landing Page