HIGHLIGHTS • An approach coupling DA and DOE is proposed to mode! membrane,aerated bioreactors. • Effects of liquid flow rate, volume, gas pressure and surface tension are explored. • Process relationships to predict aeration performances are proposed. • Scaling-up of such bioreactor performances are discussed, guidelines are proposed.
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