ACS Energy Letters, Journal Year: 2025, Volume and Issue: unknown, P. 2075 - 2083
Published: April 3, 2025
Language: Английский
ACS Energy Letters, Journal Year: 2025, Volume and Issue: unknown, P. 2075 - 2083
Published: April 3, 2025
Language: Английский
Chemical Physics Reviews, Journal Year: 2025, Volume and Issue: 6(1)
Published: March 1, 2025
Surfaces and interfaces play key roles in chemical material science. Understanding physical processes at complex surfaces is a challenging task. Machine learning provides powerful tool to help analyze accelerate simulations. This comprehensive review affords an overview of the applications machine study systems materials. We categorize into following broad categories: solid–solid interface, solid–liquid liquid–liquid surface solid, liquid, three-phase interfaces. High-throughput screening, combined first-principles calculations, force field accelerated molecular dynamics simulations are used rational design such as all-solid-state batteries, solar cells, heterogeneous catalysis. detailed information on for
Language: Английский
Citations
0ACS Energy Letters, Journal Year: 2025, Volume and Issue: unknown, P. 2075 - 2083
Published: April 3, 2025
Language: Английский
Citations
0