The temperature history T(t) of TPU during the DMA test, representing a data set of the input experimental data, was naturally chosen as the sole input parameter of the ANN for all three of the created models, while the corresponding experimental values of the storage modulus, loss modulus, as well as damping factor, were chosen as a target ANN data set for each model individually.