Abstract The draft tube of a hydraulic turbine plays an important role for the efficiency and power characteristics overall system. shape affects its performance, resulting in increasing need data-driven optimisation design. In this paper, elbow-type is undertaken, combining Computational Fluid Dynamics multi-objective Bayesian methodology. chosen design objectives were to maximise pressure rec...