P-V-T properties of polymer melts based on equation of state and neural network

► TM EOS is extended to prediction of density of polymer melts with minimum input. ► A new corresponding state correlation for second virial coefficient is proposed. ► AAN models possess higher ability to predict the specific volume with lower error. ► We have compared TM EOS with ISM EOS and modified TM EOS is superior to ISM EOS.