One line of research uses graph invariants for generating hydrogen bond topologies and predicting physical properties of water clusters and ice.
The utility of graph invariants was shown in a study considering the (H2O)6 cage and (H2O)20 dodecahedron, which are associated with roughly the same oxygen atom arrangements as in the solid and liquid phases of water.
[19] Experimental study of any supramolecular structures in bulk water is difficult because of their short lifetime: the hydrogen bonds are continually breaking and reforming at timescales faster than 200 femtoseconds.
[21][22] The experimental detection and characterization of the clusters has been achieved by spectroscopy - far-infrared (FIR)[23] and vibration-rotation-tunneling (VRT)[24] - and by H-NMR[25][26] and neutron diffraction.
[27] The hexamer is found to have planar geometry in liquid helium, a chair conformation in organic solvents, and a cage structure in the gas phase.
[33] In another model, bulk water is built up from a mixture of hexamer and pentamer rings containing cavities capable of enclosing small solutes.