Integrated optimization method for transonic turbine based on direct free-form deformation and prescreening differential evolutionary optimizer

  • Mingsheng Chen
  • , Jiang Chen
  • , Hang Xiang*
  • , Yi Liu
  • , Yixuan Guo
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

With the increased load of turbine stages, shock waves and secondary flow influence the performance of turbines more and more significantly. Aiming at improving the aerodynamic efficiency of transonic turbines, an integrated aerodynamic optimization platform for turbines has been established. The aerodynamic shape of the flow path and blades is simultaneously parametrized by a directly manipulated free-form deformation (DFFD) method, and the optimization is conducted via a data-driven differential evolutionary algorithm. Furthermore, a prescreening strategy is introduced to enhance the convergence speed of the optimizer. The TTM-stage is selected as the research object. The result shows that the turbine isentropic efficiency at the design point increases from 90.45 % to 91.94 % after optimization. The main reasons for aerodynamic performance enhancement are the weakening of shock waves and the reduction of separation regions. As a comparison, another two optimization cases are carried out. One optimizes the blades individually with the same methods and configurations, and the other optimizes the blades and flow path simultaneously without the prescreening strategy. The optimized isentropic efficiency in the latter two cases is 91.31 % and 90.92 %, whichis 0.63 % and 1.02 % lower than the first optimization result, respectively. This shows the effectiveness of the proposed optimization method for turbine performance improvement.

Original languageEnglish
Article number130243
JournalEnergy
Volume291
DOIs
StatePublished - 15 Mar 2024

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy

Keywords

  • Aerodynamic optimization
  • Differential evolutionary algorithm
  • Directly manipulated free-form deformation
  • Prescreening strategy
  • Transonic turbine

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