A new self-consistent empirical potential model based on the BMP [Bertani et al., Phys. Rev. Mat. 5 (2021) 045602] has been developed for simulation of multicomponent borate and borosilicate glasses. We exploited Bayesian optimization approach to create a set parameters B–O interaction, which depends glass composition, in particular R = ([A2O]+[AEO])/[B2O3] (A alkaline AE alkaline-earth ions) K...