The multi-layer feed- forward back-propagation artificial neural network has been confirmed to be a very effective artificial  intelligence tool for the modeling of dynamic mechanical properties and for prediction of viscoelastic  behavior of the tested thermoplastic polyurethane within the whole temperature range of its service  life.