Deep learning of thermodynamic laws from microscopic dynamics

Hiroto Kuroyanagi, Tatsuro Yuge

We numerically show that a deep neural network (DNN) can learn macroscopic thermodynamic laws purely from microscopic data. Using molecular dynamics simulations, we generate the da…