Skip to main content
Log in

Aerodynamic inverse design optimization for turbine cascades based on control theory

  • Published:
Science China Technological Sciences Aims and scope Submit manuscript

Abstract

Based on control theory, adjoint system for the general problem of turbomachinery aerodynamic optimization was studied and developed in the present paper by using the variation technique in the grid node coordinates combined with Jacobian Matrics of flow fluxes. Then the adjoint system for aerodynamic design optimization of turbine cascade governed by compressible Navier-Stokes equations was derived in detail. With the purpose of saving computation resources, the mathematic method presented in this paper avoids the coordinate system transforming in the traditional derivation process of the adjoint system and makes the adjoint system much more sententious. Given the general expression of objective functions consisting of both boundary integral and field integral, the adjoint equations and their boundary conditions were derived, and the final expression of the objective function gradient including only boundary integrals was formulated to reduce the CPU cost, especially for the complex 3D configurations. The adjoint system was solved numerically by using the finite volume method with an explicit 5-step Runge-Kutta scheme and Riemann approximate solution of Roe’s scheme combined with multi-grid technique and local time step to accelerate the convergence procedure. Finally, based on the aerodynamic optimization theory in the present work, 2D and 3D inviscid and viscous inverse design programs of axial turbomachinery cascade for both pressure distribution and isentropic Mach number distribution on the blade wall were developed, and several design optimization cases were performed successfully to demonstrate the ability and economy of the present optimization system.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Song L M, Feng Z P, Li J. Shape optimization of turbine stage using adaptive range differential evolution and three-dimensional Navier-Stokes solver. ASME Paper, GT 2005-68280, 2005

  2. Pierret S, Van den Braembussche R A. Turbomachinery blade design using a Navier-Stock solver and artificial neural network. ASME J Turbomachinery, 1999, 121: 326–332

    Article  Google Scholar 

  3. Ahn C S, Kim K Y. Aerodynamic design optimization of a compressor rotor with Navier-Stocks analysis. Proc IMechE, Part A: J Power Energy, 2003, 217(2): 179–183

    Article  Google Scholar 

  4. Pironneau O. On optimum shapes in Stokes flow. J Fluid Mech, 1973, 59(2): 117–128

    Article  MathSciNet  MATH  Google Scholar 

  5. Jameson A. Aerodynamic design via control theory. J Sci Comput, 1988, 3: 233–260

    Article  MATH  Google Scholar 

  6. Jameson A, Pierce N A, Martinelli L. Optimum aerodynamic design using the Navier-Stokes equations. 35th AIAA Aerospace Sciences Meeting & Exhibit, Reno, 1997

  7. Reuther J, Jameson A, Farmer J, et al. Aerodynamic shape optimization of complex aircraft configurations via an adjoint formulation. AIAA Paper 96-0094, 1996

  8. Elliott J, Peraire J. 3D aerodynamic optimization on unstructured meshes with viscous effects. AIAA Paper 97-1849, 1997

  9. Qiao Z D, Qin X L, Yang X D. Wing design by solving adjoint equations. AIAA Paper, AIAA-2002-0263, 2002

  10. Tang Z L. The research on optimum aerodynamic design using CFD and control theory (in Chinese). Dorctoral Dissertation, Nanjing: Nanjing University of Aeronautics and Astronautics, 2000

    Google Scholar 

  11. Yang S, Wu H, Liu F. Aerodynamic design of cascades by using an adjoint equation method. AIAA Paper, AIAA-2003-1068, 2003

  12. Wu H, Yang S, Liu F. Comparison of three geometric representation of airfoils for aerodynamic optimization. AIAA Paper, AIAA-2003-4095, 2003

  13. Wu H, Liu F, Tsai H. Aerodynamic design of turbine blades using an adjoint equation method. AIAA Paper, AIAA-2005-1006, 2005

  14. Papadimitriou D I, Giannakoglou K C. Compressor blade optimization using a continuous adjoint formulation. ASME Paper, GT 2006-90466, 2006

  15. Papadimitriou D I, Giannakoglou K C. A continuous adjoint method with objective function derivatives based on boundary integrals for inviscid and viscous flows. Computers and Fluids, 2007, 36: 325–341

    Article  MATH  Google Scholar 

  16. Papadimitriou D I, Giannakoglou K C. Aerodynamic shape optimization using first and second order adjoint and direct approaches. Arch Comput Methods Eng, 2008, 15: 447–488

    Article  MathSciNet  MATH  Google Scholar 

  17. Wang D X, He L. Adjoint aerodynamic design optimization for blades in multi-stage turbomachines: Part I — methodology and verification. ASME Paper, GT 2008-50208, 2008

  18. Wang D X, He L. Concurrent aerodynamic-aeromechanic design optimization for turbomachinery blades using adjoint method. ASME Paper, GT 2009-59240, 2009

  19. Li Y C, Yang D L, Feng Z P. Inverse problem in aerodynamic shape design of turbomachinery blades. ASME Paper, GT 2006-91135, 2006

  20. Li Y C, Feng Z P. Aerodynamic design of turbine blades by using adjoint-based method and N-S equation. ASME Paper, GT 2007-27734, 2007

  21. Li Y C, Yang D L, Gao Z M, et al. Inverse problem in turbomachinery cascade. J Eng Thermophys, 2007, 28(1): 33–36

    Article  MathSciNet  Google Scholar 

  22. Li Y C, Feng Z P. Control theroy method for aerodynamic inverse problem of 3D vicous turbine blades. J Eng Thermophys, 2007, 28(4): 580–582

    Google Scholar 

  23. Li Y C, Feng Z P. Three-dimensional aerodynamic design of turbine blades using the adjoint method. ASME Paper, GT 2008-51225, 2008

  24. Li Y C, Feng Z P. Aerodynamic inverse design of cascade using control theory. J Eng Thermophys, 2008, 29(5): 755–758

    Google Scholar 

  25. Li H T, Song L M, Li Y C, et al. 2D aerodynamic optimization algorithm for turbine blades based on control theory and N-S equation. J Eng Thermophys, 2009, 30(12): 2021–2024

    Google Scholar 

  26. Li H T, Song L M, Feng Z P. Aerodynamic design optimization with constraints for turbomachinery based on control theory. J Eng Thermophys, 2010, 31(8): 1294–1298

    Google Scholar 

  27. Li H T, Song L M, Li Y C, et al. 2D viscous aerodynamic shape design optimization for turbine blades based on adjoint method. ASME Paper, GT 2009-59999, 2009; also ASME J Turbomachinery, 2011, 133 (3): 031014

  28. Blazek, J. Computational Fluid Dynamics: Principles and Applications. 1st ed. Kidlington, Oxford: Elsevier, 2001

    MATH  Google Scholar 

  29. Li Y C. Study on aerodynamic inverse design of axial cascades based on control theory (in Chinese). Dorctoral Dissertation, Xi’an: Xi’an Jiaotong University, 2008

    Google Scholar 

  30. Li H T, Song L M, Zhang P F, et al. Inverse problem for isentropic Mach-number on blade wall in aerodynamic shape design of turbomachinery cascades by using adjoing method. ASME Pager, GT 2011-45808, 2011

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to ZhenPing Feng.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Feng, Z., Li, H., Song, L. et al. Aerodynamic inverse design optimization for turbine cascades based on control theory. Sci. China Technol. Sci. 56, 308–323 (2013). https://doi.org/10.1007/s11431-012-5099-8

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11431-012-5099-8

Keywords

Navigation