47 citations · 76 across the 8 of their papers we have counts for
Showing 2019Show all
2 papers · 1 filter
physics.flu-dyn2019★ 2 cited
Neural network-based modelling of unresolved stresses in a turbulent reacting flow with mean shear
Zacharias M. Nikolaou, Charalambos Chrysostomou, Yuki Minamoto +1
Data-driven methods for modelling purposes in fluid mechanics are a promising alternative given the continuous increase of both computational power and data-storage capabilities. H…
cond-mat.stat-mech2019★ 47 cited
The critical temperature of the 2D-Ising model through Deep Learning Autoencoders
Constantia Alexandrou, Andreas Athenodorou, Charalambos Chrysostomou +1
We investigate deep learning autoencoders for the unsupervised recognition of phase transitions in physical systems formulated on a lattice. We focus our investigation on the 2-dim…