First-principles calculations are conducted on thousands of structures, each containing a small number of atoms, to create a neural network to predict interatomic forces (as shown in the top figure). This neural network enables large-scale and highly accurate MD simulations, making it possible to analyze behaviors such as melting of the fuel (as shown in the bottom figure).