IN THIS STUDY, AN ARTIFICIAL NEURAL NETWORK WAS USED TO PREDICT THE REFRACTIVE index OF THE BINARY SOLUTIONS, INCLUDING ALCOHOL-ALKANE, ALKANE-ALKANE AND ALCOHOL-ALCOHOL. INPUTS OF THE NEURAL NETWORK ARE MOLECULAR MASS OF THE FIRST SUBSTANCE, SECOND SUBSTANCE MOLECULAR WEIGHT, TEMPERATURE, MOLE FRACTION OF THE FIRST SUBSTANCE, FUNCTIONAL GROUPS, AND THE OUTPUT OF NEURAL NETWORK IS REFRACTIVE index OF BINARY SOLUTIONS. ...