With the molecular structure describers,the enthalpy of formation for aromatic polynitro compounds are predicted by using an artificial neural network. The influence of neural network parameters and molecular structure describers(MSD) are studied. The correlation coefficient is excellent. The relative errors are almost not more than 10%.