Recurrence network analysis of experimental signals from bubbly oil-in-water flows

► We infer recurrence networks from experimental bubbly oil-in-water flow signals. ► We extract local topological statistic to characterize the dynamic flow behavior. ► Our method allows uncovering the chaotic dynamics underlying oil-in-water flows.