Investigation on the efficiency and accuracy of methods for calculating melting temperature by molecular dynamics simulation

•The convention void method has been improved.•Nonequilibrium thermodynamic integration method displays the highest accuracy for melting temperature.•The melting temperature of Ni-Zr compound system were investigated with five different methods.