The concept of hyperspace can be used, among other things, to describe non-periodic structures and their degrees of freedom. A phasonic Monte Carlo (MC) simulation is used to study surface quasicrystals. Additionally, neural networks were trained to perform regression analysis of hyperangles and phasonic flips.