On-the-fly machine learning force field generation: Application to melting points

Ryosuke Jinnouchi, Ferenc Karsai, Georg Kresse

An efficient and robust on-the-fly machine learning force field method is developed and integrated into an electronic-structure code. This method realizes automatic generation of m…