For validation of the developed NNP, oxide crystalline compounds were modeled with NNMD at 300 K and 1 atm. Crystalline compounds composed of Si, Al, B, Zr, Ca, Na, and O elements were chosen for the validation. All crystalline structures were taken from the Inorganic Crystal Structure Database. The unary oxide systems used for validation were α-quartz, ).