Machine Learning and Reactive Force Field Molecular Dynamics Investigation of Electrolytes for Ultra-fast Charging Li-ion Batteries

2020 ◽  
Vol 97 (7) ◽  
pp. 45-55
Author(s):  
Nattanon Joraleechanchai ◽  
Salatan Duangdangchote ◽  
Montree Sawangphruk
Keyword(s):  
Machine Learning ◽  
Molecular Dynamics ◽  
Force Field ◽  
Li Ion Batteries ◽  
Reactive Force ◽  
Reactive Force Field ◽  
Fast Charging ◽  
Li Ion

Molecular simulation study on the flexibility in the interpenetrated metal–organic framework LMOF-201 using reactive force field

2020 ◽  
Vol 8 (32) ◽  
pp. 16385-16391
Author(s):  
Ankit Agrawal ◽  
Mayank Agrawal ◽  
Donguk Suh ◽  
Yunsheng Ma ◽  
Ryotaro Matsuda ◽  
...  
Keyword(s):  
Molecular Dynamics ◽  
Force Field ◽  
Structural Changes ◽  
Metal Organic Framework ◽  
Reactive Force ◽  
Grand Canonical Monte Carlo ◽  
Reactive Force Field ◽  
Metal Organic ◽  
Dynamics Simulations ◽  
Grand Canonical

The guest-induced structural changes in LMOF-201 were demonstrated by using reactive force field combined with Grand Canonical Monte Carlo and molecular dynamics simulations.

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