The role of different genetic operators in the optimization of magnetic models

► Free energy minimization of Ising model in the one of CVM approximations is shown. ► The analysis of efficiency vs. different genetic operators is presented. ► We find that a choice of objective function is crucial. ► The importance of selection scheme or the mutation rate is lower. ► The role of exploitation with the LO algorithms depends strongly on the temperature.