Machine-learning potentials for nanoscale simulations of deformation and fracture: example of TiB${}_2$ ceramic

Shuyao Lin, Luis Casillas-Trujillo, Ferenc Tasnádi +4

Machine-learning interatomic potentials (MLIPs) offer a powerful avenue for simulations beyond length and timescales of ab initio methods. Their development for investigation of me…