Predicting reservoir performance reliably requires an accurate model of the reservoir. For reservoir simulation, identifying and predicting flow units depend strongly on the permeability distribution. For reservoirs having few permeability measurements, such as most reservoirs in the Appalachian basin, statistical and artificial-intelligence techniques could identify flow units on the basis of limited core-analysis data supplemented by minipermeameter measurements, geological interpretations, and well-log data.