The three most commonly
used centrality measures in network theory
have been adapted to consider ion conduction time rather than the
number of steps. Flow-IN centrality highlights sites with the largest
flow of ions from the nearest neighbor sites. Return-flow centrality
highlights sites with a fast rate of first returns for the conducting
ion. Flow-through centrality highlights which sites support significant
flow of conducting ions and appears more robust to removal of the
most central vertices. Exploring these centrality measures with the
sample system of proton conduction in yttrium doped barium zirconate
shows flow-through centrality to provide a robust picture with high
contrast between sites involved in the most probable long-range periodic
conduction paths and kinetic Monte Carlo trajectories versus sites
rarely visited. The flow-through centrality, including all paths further
highlights that when the most central proton site is filled, the remaining
highest flow-through centrality sites are nearby, corroborating earlier
studies suggesting proton pair motion. Finally, while both return-flow
and flow-through centrality measure images deteriorate with noise,
image restoration is possible when a detailed balance is used to calculate
the smaller rate constant in a forward/backward pair.