Deep learning for flow observables in high energy heavy-ion collisions

H. Hirvonen, K. J. Eskola, H. Niemi

We demonstrate how deep convolutional neural networks can be trained to predict 2+1 D hydrodynamic simulation results for flow coefficients, mean-transverse-momentum and charged pa…