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A new methodology for measuring the volumetric fraction and interfacial area in two‐phase flows is proposed in this study, based on neural networks processing the responses obtained from an acoustic interrogation signal. The geometrical distribution of the phases within the flow is mapped by the local acoustic propagation velocity, which is considered in the governing differential equation. This equation...