文摘
Transonic axial flow fan has relatively high blade tip speed and produces higher pressure ratio than the subsonic. However, considerable losses are brought about by the shock waves close to blade tip and over part of span, leading to deteriorated overall efficiency and operating flow range. The present study is to mitigate shock wave and reduce losses through simultaneous variation of blade sectional profiles and their stacking line in blade design. Both sectional profiles and stacking line are varied simultaneously to provide more flexible blade shape tuning. To achieve a best blade shape and produce maximum performance gains, a global optimization method is incorporated in the blade shape design. It includes an improved CCEA (cooperative co-evolution algorithm) optimizer and one-stage Expected Improvement (EI) based adaptively updated Kriging surrogate model. The former has divided the high-dimension optimization problems into readily solved low-dimension ones, while the later has enabled the optimizer to jump out of from the local optima and search the solution towards the global optima. The optimization is conducted for Rotor67 at design condition with a single workstation, and considerable overall efficiency and pressure ratio gains are simultaneously obtained, while the flow range is also extended. This is supported by the significantly improved flow behavior in the optimized blade passages, where the chordwise shock wave is mitigated, leading to an increase in overall efficiency; the spanwise static pressure distribution is improved evidently and this improves the overall pressure ratio.