Optimization of Endwall Contours of a Turbine Blade Row Using an Adjoint Method

This paper presents the application of a viscous adjoint method in the optimization of a low-aspect-ratio turbine blade through spanwise restaggering and endwall contouring. A generalized wall-function method is implemented in a Navier-Stokes flow solver coupled with Menter’s SST k-ω turbulence model to simulate secondary flow with reduced requirements on grid density. Entropy production through the blade row combined with a flow turning constraint is used as the objective function in the optimization. With the viscous adjoint method, the complete gradient information needed for optimization can be obtained by solving the governing flow equations and their corresponding adjoint equations only once, regardless of the number of design parameters. The endwall profiles are contoured alone in the first design case, while it is combined with spanwise restaggering in the second design case. The results demonstrate that it is feasible to reduce flow loss through the blade redesign while maintaining the same mass-averaged flow turning by using the viscous adjoint optimization method. The performance of the redesigned blade is calculated and compared at off-design conditions.

[1]  Antony Jameson,et al.  Aerodynamic design via control theory , 1988, J. Sci. Comput..

[2]  Fernando Gisbert,et al.  Profiled End Wall Design Using an Adjoint Navier–Stokes Solver , 2008 .

[3]  Her Mann Tsai,et al.  Aerodynamic Design of Turbine Blades Using an Adjoint Equation Method , 2005 .

[4]  A. Perdichizzi,et al.  The Influence of Endwall Contouring on the Performance of a Turbine Nozzle Guide Vane , 1998 .

[5]  Kwang-Yong Kim,et al.  Multiple surrogate modeling for axial compressor blade shape optimization , 2008 .

[6]  A. Jameson,et al.  Multi-Element High-Lift Configuration Design Optimization Using Viscous Continuous Adjoint Method , 2004 .

[7]  Gabriele D'Ippolito,et al.  Stagger Angle and Pitch-Chord Ratio Effects on Secondary Flows Downstream of a Turbine Cascade at Several Off-Design Conditions , 2004 .

[8]  Mehrdad Zangeneh,et al.  On the Coupling of Inverse Design and Optimization Techniques for the Multiobjective, Multipoint Design of Turbomachinery Blades , 2009 .

[9]  Budugur Lakshminarayana,et al.  Simulation and Validation of Mach Number Effects on Secondary Flow in a Transonic Turbine Cascade Using a Multigrid, k–ε Solver , 1998 .

[10]  J. O. Hager,et al.  Design efficiency evaluation for transonic airfoil optimization - A case for Navier-Stokes design , 1993 .

[11]  Tobias Knopp,et al.  A grid and flow adaptive wall-function method for RANS turbulence modelling , 2006, J. Comput. Phys..

[12]  Steen A. Sjolander,et al.  The influence of leading-edge geometry on secondary losses in a turbine cascade at the design incidence , 2004 .

[13]  F. White Viscous Fluid Flow , 1974 .

[14]  A. Jameson Optimum aerodynamic design using CFD and control theory , 1995 .

[15]  Ivan McBean,et al.  Secondary Flow Reduction by Blade Redesign and Endwall Contouring Using an Adjoint Optimization Method , 2010 .

[16]  Antonio Giovanni Perdichizzi Mach Number Effects on Secondary Flow Development Downstream of a Turbine Cascade , 1990 .

[17]  D. Spalding A Single Formula for the “Law of the Wall” , 1961 .

[18]  John D. Denton,et al.  The 1993 IGTI Scholar Lecture: Loss Mechanisms in Turbomachines , 1993 .

[19]  Martina Hasenjäger,et al.  Effect of End Wall Contouring on Performance of Ultra-Low Aspect Ratio Transonic Turbine Inlet Guide Vanes , 2009 .

[20]  Xin Yuan,et al.  Advanced Aerodynamic Optimization System for Turbomachinery , 2008 .

[21]  Robert J. Miller,et al.  Optimization of Nonaxisymmetric Endwalls in Compressor S-Shaped Ducts , 2008 .

[22]  Hsiao-Yuan Wu,et al.  AIAA 2003 – 1068 Aerodynamic Design of Cascades by Using an Adjoint Equation Method , .

[23]  D. Wilcox Turbulence modeling for CFD , 1993 .

[24]  D. X. Wang,et al.  Adjoint Aerodynamic Design Optimization for Blades in Multistage Turbomachines—Part I: Methodology and Verification , 2010 .

[25]  Christopher L. Rumsey,et al.  Assessment of two-equation turbulence models for transonic flows , 1994 .

[26]  Luis Santos,et al.  Aerodynamic shape optimization using the adjoint method , 2007 .

[27]  Feng Liu,et al.  Optimum Aerodynamic Design of Cascades by Using an Adjoint Equation Method , 2003 .

[28]  Vincenzo Dossena,et al.  Incidence Angle and Pitch–Chord Effects on Secondary Flows Downstream of a Turbine Cascade , 1993 .

[29]  T. J. Coakley,et al.  Calculations of supersonic and hypersonic flows using compressible wall functions , 1993 .

[30]  Antony Jameson,et al.  Aerodynamic Shape Optimization Using the Adjoint Method , 2003 .

[31]  G. Iaccarino,et al.  Near-wall behavior of RANS turbulence models and implications for wall functions , 2005 .

[32]  J. Denton Loss Mechanisms in Turbomachines , 1993 .

[33]  J. H. Horlock,et al.  Secondary Flows: Theory, Experiment, and Application in Turbomachinery Aerodynamics , 1973 .

[34]  Kyriakos C. Giannakoglou,et al.  A Continuous Adjoint Method for the Minimization of Losses in Cascade Viscous Flows , 2006 .

[35]  Karen A. Thole,et al.  Effect of Inlet Conditions on Endwall Secondary Flows , 1999 .

[36]  Ping Li,et al.  Optimization of Blade Sweep in a Transonic Axial Compressor Rotor , 2005 .

[37]  D. X. Wang,et al.  Adjoint Aerodynamic Design Optimization for Blades in Multi-Stage Turbomachines: Part I—Methodology and Verification , 2008 .

[38]  T. Chen,et al.  Adjoint Aerodynamic Design Optimization for Blades in Multi-Stage Turbomachines: Part II—Validation and Application , 2008 .

[39]  Francesco Larocca Multiple Objective Optimization and Inverse Design of Axial Turbomachinery Blades , 2008 .

[40]  D. Wilcox,et al.  Turbulence Modeling: An Overview , 2001 .

[41]  Ivan McBean,et al.  THREE-DIMENSIONAL AERODYNAMIC DESIGN OPTIMIZATION OF A TURBINE BLADE BY USING AN ADJOINT METHOD , 2009 .

[42]  David Gregory-Smith,et al.  Nonaxisymmetric Turbine End Wall Design: Part II—Experimental Validation , 2000 .

[43]  L. Langston,et al.  Secondary Flows in Axial Turbines—A Review , 2001, Annals of the New York Academy of Sciences.