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Technische Universität München 
Wind Energy Institute 
Aero-Structural Design of Rotors Carlo L. Bottasso P. Bortolotti, A. Croce, F. Gualdoni, L. Sartori Technische Universität München & Politecnico di Milano Sandia Wind Turbine Blade Workshop August 26-28, 2014
Aero-Structural Design of Rotors 
Presentation Outline 
•Introduction and motivation: the need for an integrated aero- structural design approach 
•Aero-structural design algorithms 
•Free-form design: towards a genuine 3D optimization of rotor blades 
•Applications and results, including the design of Low Induction Rotors (LIRs) 
•Conclusions and outlook
Aero-Structural Design of Rotors 
Pitch-torque control laws: 
- Regulating the machine at different set points depending on wind conditions 
- Reacting to gusts 
- Reacting to wind turbulence 
- Keeping actuator duty-cycles within admissible limits 
- Handling transients: run-up, normal and emergency shut- down procedures 
- … 
- Annual Energy Production (AEP) 
- Noise 
- … 
- Loads: envelope computed from large number of Design Load Cases (DLCs, IEC-61400) 
- Fatigue (25 year life), Damage Equivalent Loads (DELs) 
- Maximum blade tip deflections 
- Placement of natural frequencies wrt rev harmonics 
- Stability: flutter, LCOs, low damping of certain modes, local buckling 
- Complex couplings among rotor/drive- train/tower/foundations (off-shore: hydro loads, floating & moored platforms) 
- Weight: massive size, composite materials (but shear quantity is an issue, fiberglass, wood, clever use of carbon fiber) 
- Manufacturing technology, constraints 
- Generator (RPM, weight, torque, drive-train, …) 
- Pitch and yaw actuators 
- Brakes 
- … 
GE wind turbine (from inhabitat.com) 
Wind Turbine Design
Aero-Structural Design of Rotors 
Motivation: the Need for Combined Aero-Structural Design 
Cost model (Fingersh at al., 2006): 푪풐푬 = 푭풊풙풆풅푪풉풂풏품풆푹풂풕풆∗푰풏풊풕풊풂풍푪풂풑풊풕풂풍푪풐풔풕풑 푨푬푷풑 + 푨풏풏풖풂풍푶풑풆풓풂풕풊풏품푬풙풑풆풏풔풆풔풑 where 풑 = design parameters Strong couplings between aerodynamic shape (AEP) and structural sizing (blade cost) Example: 
Spar cap thickness ⇧ 
Blade thickness ⇩ 
Reduce solidity to increase efficiency (AEP ⇧) Consequence: effect on weight ⇧
Aero-Structural Design of Rotors 
Increase solidity Consequence: effect on weight ⇧ 
Motivation: the Need for Combined Aero-Structural Design 
Cost model (Fingersh at al., 2006): 푪풐푬 = 푭풊풙풆풅푪풉풂풏품풆푹풂풕풆∗푰풏풊풕풊풂풍푪풂풑풊풕풂풍푪풐풔풕풑 푨푬푷풑 + 푨풏풏풖풂풍푶풑풆풓풂풕풊풏품푬풙풑풆풏풔풆풔풑 where 풑 = design parameters Strong couplings between aerodynamic shape (AEP) and structural sizing (blade cost) Example: 
Skin buckling critical load ⇩ 
Skin core thickness ⇧
Aero-Structural Design of Rotors 
Motivation: the Need for Combined 
Aero-Structural Design 
Example: INNWIND 10 MW HAWT (class 1A, D=178.3, H=119m) 
Baseline design by INNWIND consortium 
1. Perform purely aerodynamic optimization for max(AEP) 
2. Follow with structural optimization for minimum weight 
Dramatic reduction in solidity to improve AEP leads to large increase in weight 
Chord ▼ Spar cap ▼
Aero-Structural Design of Rotors 
Motivation: the Need for Combined Aero-Structural Design 
Standard blade design process: select collection of existing suitable airfoils Exploration is limited to pre-assumed airfoils Airfoil shape: strong influence on aero performance but also on structural sizing Issues with current approach: 
•Incomplete exploration of design space 
•Suboptimal solutions Free-form optimization (Bottasso et al. 2014, with ECN): 1) Genuine 3D optimization: 
•Airfoils are designed together with the rest of the blade 
•More complete exploration of the design space 2) Relieve the designer from a priori choices
Aero-Structural Design of Rotors 
Blade Design Environment 
Cost: AEP Aerodynamic parameters: chord, twist 
Cost: Blade weight (or cost model if available) Structural parameters: thickness of shell and spar caps, width and location of shear webs 
Cost: Physics-based CoE Parameters: Aerodynamic and structural 
Controls: model-based (self-adjusting to changing design)
Aero-Structural Design of Rotors 
Blade Design Environment Combined Aero-Structural Optimization Structural Optimization + Controls Aerodynamic Optimization 
•SQP optimization of chord and twist for max AEP 
•Constraints on max chord, tip speed, geometry 
•SQP optimization of rotor (and possibly tower) 
•Load freezing for reduced computational time and handling of solution space roughness 
•Multi-level coarse-fine iterations 
•Multiple algorithms (complexity/cost trade-offs) 
•Free-form design (genuine 3D optimization)
Aero-Structural Design of Rotors 
Blade Design Environment Combined Aero-Structural Optimization Structural Optimization + Controls Aerodynamic Optimization 
•SQP optimization of chord and twist for max AEP 
•Constraints on max chord, tip speed, geometry 
•SQP optimization of rotor (and possibly tower) 
•Load freezing for reduced computational time and handling of solution space roughness 
•Multi-level coarse-fine iterations 
•Multiple algorithms (complexity/cost trade-offs) 
•Free-form design (genuine 3D optimization)
Aero-Structural Design of Rotors 
Blade: - Geometrically exact beam model - Span-wise interpolation 
Blade: 
- ANBA 2D FEM sectional analysis 
- Compute 6x6 stiffness matrices 
Blade: definition of structural design parameters 
Blade constraints: 
-Maximum tip deflection 
-Natural frequencies 
-Max stresses/strains (ANBA) 
-Fatigue (ANBA) ▶ Update blade mass & cost 
Tower constraints: 
-Natural frequencies 
-Max stresses/strains 
-Fatigue ▶ Update tower mass & cost 
Tower: 
- Geom. exact beam model 
- Height-wise interpolation 
Tower: 
- Compute stiffness matrices 
Tower: definition of structural design parameters 
SQP optimizer min cost subject to constraints 
Update complete HAWT Cp- Lambda multibody model 
- DLCs simulation 
- Campbell diagram 
- AEP 
DLC post-processing: 
load envelope, DELs, Markov, max tip deflection 
Coarse-Level Structural Optimization
Aero-Structural Design of Rotors 
Multi-Level Structural Optimization
Aero-Structural Design of Rotors 
Structural Optimization 
Use gradient based SQP because of the many constraints that need to be enforced Issues: 
•Large cost of recomputing DLCs 
•Possible non-smoothness of the solution space Solution: temporary load freezing (Bottasso et al 2012 and 2014a) Structural design parameters: 풑푠; aerodynamic design parameters: 풑풂 Typically converges in 2-3 iterations (starting from reasonable guess) As long as it converges, freezing will not negatively affect the solution accuracy 
Structural Optimization min 풑푠 퐶푂퐸 subject to constraints 
DLCs update 
Aero-shape (풑풂) 
Design (풑풂)
Aero-Structural Design of Rotors 
The Importance of Multi-Level Blade Design 
Stress/strain/fatigue: 
-Fatigue constraint not satisfied at first iteration on 3D FEM model 
-Modify constraint based on 3D FEM analysis 
-Converged at 2nd iteration 
Fatigue damage constraint satisfied 
Buckling: 
-Buckling constraint not satisfied at first iteration 
-Update skin core thickness 
-Update trailing edge reinforcement strip 
-Converged at 2nd iteration 
Peak stress on initial model 
Increased trailing edge strip 
ITERATION 1 
ITERATION 0 
ITERATION 1 
ITERATION 0 
ITERATION 1 
ITERATION 0 
ITERATION 1 
ITERATION 0 
Normalized stress 
Fatigue damage index 
Thickness 
Trailing edge strip thickness 
Increased skin core thickness
Aero-Structural Design of Rotors 
Blade Design Environment Combined Aero-Structural Optimization Structural Optimization + Controls Aerodynamic Optimization 
•SQP optimization of chord and twist for max AEP 
•Constraints on max chord, tip speed, geometry 
•SQP optimization of rotor (and possibly tower) 
•Load freezing for reduced computational time and handling of solution space roughness 
•Multi-level coarse-fine iterations 
•Multiple algorithms (complexity/cost trade-offs) 
•Free-form design (genuine 3D optimization)
Aero-Structural Design of Rotors 
Aero-Structural Optimization 
Monolithic with Load Update (MLU) (Bottasso et al 2014b): 
Pre-Assumed Aerodynamic Shapes (PAAS) (Bottasso et al 2012): 
External Aerodynamic Internal Structure (EAIS) (Bottasso et al 2014b): 
Aero-Structural Optimization min 풑푎풑푠 퐶푂퐸 
subject to constraints 
DLCs update 
Structural Optimization min 풑푠 퐶푂퐸 
subject to constraints 
DLCs update 
Assumed 
aero-shapes (풑풂) 
Designs (풑풂) 
Optimization min 풑푎 퐶푂퐸 
Structural Optimization min 풑푠 퐶푂퐸 
subject to constraints 
DLCs update 
Aero-shape (풑풂) 
Design (풑풂) 
Optimization min 풑푎 퐶푂퐸
Aero-Structural Design of Rotors 
Aero-Structural Optimization 
Monolithic with Load Update (MLU) (Bottasso et al 2014b): Structural 풑푠 and aerodynamic 풑풂 design parameters are optimized simultaneously Conceptually, a straightforward generalization of the structural sizing problem Frozen loads must be approximatively updated during optimization (because of change of aerodynamic shape): 
-Ultimate loads: scaled by chord-radius changes 
-Fatigue loads: updated with reduced aeroelastic model Cons: load updating is a possible weakness/fragility 
Aero-Structural Optimization min 풑푎풑푠 퐶푂퐸 
subject to constraints 
DLCs update
Aero-Structural Design of Rotors 
Aero-Structural Optimization 
Pre-Assumed Aerodynamic Shapes (PAAS) (Bottasso et al 2012): Assumed aero shapes optimized by max(AEP) Family indexed in terms of suitable parameters: solidity, tapering, … Example: indexing by solidity 흈 ▶ Pros: trivial implementation, potentially fast Cons: limited by goodness of family of assumed shapes 
Structural Optimization min 풑푠 퐶푂퐸 subject to constraints 
DLCs update 
Assumed 
aero-shapes (풑풂) 
Designs (풑풂) 
Optimization min 풑푎 퐶푂퐸
Aero-Structural Design of Rotors 
Aero-Structural Optimization 
External Aerodynamic Internal Structure (EAIS) (Bottasso et al 2014b): External optimizer handles only chord design parameters Twist design parameters have modest effect on COE ⇨ handled by aero optimization for max(CP) Pros: general, robust, potential for global optimization (depending on external optimization algorithm) Cons: possibly high computational cost 
Structural Optimization min 풑푠 퐶푂퐸 subject to constraints 
DLCs update 
Aero-shape (풑풂) 
Design (풑풂) 
Optimization min 풑푎 퐶푂퐸
Aero-Structural Design of Rotors 
Aero-Structural Optimization 
Comparison of algorithms on the INNWIND 10 MW (class 1A, D=178.3, H=119m) 
MLU: limited set of DLCs to simplify updating 
PAAS: assumed shapes parameterized for solidity ▶ 
EAIS: external pattern search optimizer 
(matlab opt toolbox) 
Similar solutions in terms of COE, AEP and mass for EAIS, MLU, PAAS(3)
Aero-Structural Design of Rotors 
Aero-Structural Optimization 
Comparison of algorithms on the INNWIND 10 MW (class 1A, D=178.3, H=119m) 
Aerodynamic and structural solutions are also similar: 
Computational cost: PAAS=1, MLU=1.25, EAIS=3 
Chord ▼ 
Spar cap ▼ 
◀ Skin 
◀ Shear webs
Aero-Structural Design of Rotors 
Integrated approach for aero-structural optimization of 
Blades 
Case Study 
Results: Optimal blade 3D 
Three-dimensional view with detail of thick trailing edge and 
flatback airfoils. 
Free-Form 3D Aero-Structural 
Optimization (with ECN) 
Design airfoils together with blade: 
• Bezier airfoil parameterization 
• Airfoil aerodynamics by Xfoil + Viterna extrapolation 
Simplified implementation for proof of concept: 
• Min(COE) 
• Constraints: frequency, max stress (storm load), CL max (margin to stall), 
max thrust, geometry 
Automatic appearance 
of flatback airfoil!
Aero-Structural Design of Rotors 
Application to Low Induction Rotors 
Objective function: max(AEP) (as in Chaviaropoulos et al. 2014), or min(COE) Design variables: radius, chord, twist, airfoils (about 100 dofs) Constraints: thrust (not to exceed baseline), 1st flap frequency, CL max (margin to stall), ultimate stress (vstorm=50 m/s) LIR appears only for max(AEP), not min(COE) 
max(AEP) 
min(COE) 
min(COE) free-form 
CP 
0.434 (LIR) 
0.473 
0.483 
Radius 
+15.60 % 
+3.97 % 
+3.34 % 
Limiting constr. 
Frequency 
Stress 
Stress 
AEP 
+ 7.83 % 
+2.68 % 
+2.95 % 
Blade mass 
+16.17 % 
-25.10 % 
-27.60 % 
COE 
-1.14 % 
-2.40 % 
-2.91 % 
min(AEP) 
min(COE) 
min(COE) free-form 
CP 
0.466 (LIR) 
0.480 
0.480 
Radius 
+ 6.54 % 
+2.64 % 
+2.48 % 
Limiting constr. 
Frequency 
Stress 
Stress 
AEP 
+ 4.93 % 
+2.62 % 
+2.56 % 
Blade mass 
+6.60 % 
-12.40 % 
-15.13 % 
COE 
+0.22 % 
-1.89 % 
-2.20 % 
◀ INNWIND 10MW ▼ 2MW
Aero-Structural Design of Rotors 
Application to Low Induction Rotors 
INNWIND 10 MW Slight adjustment of airfoils: 
•Small increase in camber 
•Improved efficiency Diameter growth limited by spar stress allowable
Aero-Structural Design of Rotors 
Conclusions 
•Strong couplings between aero and structural design variables 
•Various algorithms differ in complexity/generality/robustness: EAIS is costlier, but probably the best candidate for wide applicability 
•Free-form design further enlarges the solution space Open issues/outlook: 
•COE: solutions are sensitive to cost model, need detailed reliable models that truly account for all significant effects 
•Free-from: need higher fidelity tools (CFD) for airfoil design (multi-level Xfoil-CFD?) 
•Freeing of additional parameters: prebend, precone, sweep, BTC, …
Aero-Structural Design of Rotors 
Acknowledgements 
Research funded in part from the European Union through the FP7 INNWIND project, through the Politecnico di Milano

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2014 Wind Turbine Blade Workshop- Bottasso

  • 1. Technische Universität München Wind Energy Institute Aero-Structural Design of Rotors Carlo L. Bottasso P. Bortolotti, A. Croce, F. Gualdoni, L. Sartori Technische Universität München & Politecnico di Milano Sandia Wind Turbine Blade Workshop August 26-28, 2014
  • 2. Aero-Structural Design of Rotors Presentation Outline •Introduction and motivation: the need for an integrated aero- structural design approach •Aero-structural design algorithms •Free-form design: towards a genuine 3D optimization of rotor blades •Applications and results, including the design of Low Induction Rotors (LIRs) •Conclusions and outlook
  • 3. Aero-Structural Design of Rotors Pitch-torque control laws: - Regulating the machine at different set points depending on wind conditions - Reacting to gusts - Reacting to wind turbulence - Keeping actuator duty-cycles within admissible limits - Handling transients: run-up, normal and emergency shut- down procedures - … - Annual Energy Production (AEP) - Noise - … - Loads: envelope computed from large number of Design Load Cases (DLCs, IEC-61400) - Fatigue (25 year life), Damage Equivalent Loads (DELs) - Maximum blade tip deflections - Placement of natural frequencies wrt rev harmonics - Stability: flutter, LCOs, low damping of certain modes, local buckling - Complex couplings among rotor/drive- train/tower/foundations (off-shore: hydro loads, floating & moored platforms) - Weight: massive size, composite materials (but shear quantity is an issue, fiberglass, wood, clever use of carbon fiber) - Manufacturing technology, constraints - Generator (RPM, weight, torque, drive-train, …) - Pitch and yaw actuators - Brakes - … GE wind turbine (from inhabitat.com) Wind Turbine Design
  • 4. Aero-Structural Design of Rotors Motivation: the Need for Combined Aero-Structural Design Cost model (Fingersh at al., 2006): 푪풐푬 = 푭풊풙풆풅푪풉풂풏품풆푹풂풕풆∗푰풏풊풕풊풂풍푪풂풑풊풕풂풍푪풐풔풕풑 푨푬푷풑 + 푨풏풏풖풂풍푶풑풆풓풂풕풊풏품푬풙풑풆풏풔풆풔풑 where 풑 = design parameters Strong couplings between aerodynamic shape (AEP) and structural sizing (blade cost) Example: Spar cap thickness ⇧ Blade thickness ⇩ Reduce solidity to increase efficiency (AEP ⇧) Consequence: effect on weight ⇧
  • 5. Aero-Structural Design of Rotors Increase solidity Consequence: effect on weight ⇧ Motivation: the Need for Combined Aero-Structural Design Cost model (Fingersh at al., 2006): 푪풐푬 = 푭풊풙풆풅푪풉풂풏품풆푹풂풕풆∗푰풏풊풕풊풂풍푪풂풑풊풕풂풍푪풐풔풕풑 푨푬푷풑 + 푨풏풏풖풂풍푶풑풆풓풂풕풊풏품푬풙풑풆풏풔풆풔풑 where 풑 = design parameters Strong couplings between aerodynamic shape (AEP) and structural sizing (blade cost) Example: Skin buckling critical load ⇩ Skin core thickness ⇧
  • 6. Aero-Structural Design of Rotors Motivation: the Need for Combined Aero-Structural Design Example: INNWIND 10 MW HAWT (class 1A, D=178.3, H=119m) Baseline design by INNWIND consortium 1. Perform purely aerodynamic optimization for max(AEP) 2. Follow with structural optimization for minimum weight Dramatic reduction in solidity to improve AEP leads to large increase in weight Chord ▼ Spar cap ▼
  • 7. Aero-Structural Design of Rotors Motivation: the Need for Combined Aero-Structural Design Standard blade design process: select collection of existing suitable airfoils Exploration is limited to pre-assumed airfoils Airfoil shape: strong influence on aero performance but also on structural sizing Issues with current approach: •Incomplete exploration of design space •Suboptimal solutions Free-form optimization (Bottasso et al. 2014, with ECN): 1) Genuine 3D optimization: •Airfoils are designed together with the rest of the blade •More complete exploration of the design space 2) Relieve the designer from a priori choices
  • 8. Aero-Structural Design of Rotors Blade Design Environment Cost: AEP Aerodynamic parameters: chord, twist Cost: Blade weight (or cost model if available) Structural parameters: thickness of shell and spar caps, width and location of shear webs Cost: Physics-based CoE Parameters: Aerodynamic and structural Controls: model-based (self-adjusting to changing design)
  • 9. Aero-Structural Design of Rotors Blade Design Environment Combined Aero-Structural Optimization Structural Optimization + Controls Aerodynamic Optimization •SQP optimization of chord and twist for max AEP •Constraints on max chord, tip speed, geometry •SQP optimization of rotor (and possibly tower) •Load freezing for reduced computational time and handling of solution space roughness •Multi-level coarse-fine iterations •Multiple algorithms (complexity/cost trade-offs) •Free-form design (genuine 3D optimization)
  • 10. Aero-Structural Design of Rotors Blade Design Environment Combined Aero-Structural Optimization Structural Optimization + Controls Aerodynamic Optimization •SQP optimization of chord and twist for max AEP •Constraints on max chord, tip speed, geometry •SQP optimization of rotor (and possibly tower) •Load freezing for reduced computational time and handling of solution space roughness •Multi-level coarse-fine iterations •Multiple algorithms (complexity/cost trade-offs) •Free-form design (genuine 3D optimization)
  • 11. Aero-Structural Design of Rotors Blade: - Geometrically exact beam model - Span-wise interpolation Blade: - ANBA 2D FEM sectional analysis - Compute 6x6 stiffness matrices Blade: definition of structural design parameters Blade constraints: -Maximum tip deflection -Natural frequencies -Max stresses/strains (ANBA) -Fatigue (ANBA) ▶ Update blade mass & cost Tower constraints: -Natural frequencies -Max stresses/strains -Fatigue ▶ Update tower mass & cost Tower: - Geom. exact beam model - Height-wise interpolation Tower: - Compute stiffness matrices Tower: definition of structural design parameters SQP optimizer min cost subject to constraints Update complete HAWT Cp- Lambda multibody model - DLCs simulation - Campbell diagram - AEP DLC post-processing: load envelope, DELs, Markov, max tip deflection Coarse-Level Structural Optimization
  • 12. Aero-Structural Design of Rotors Multi-Level Structural Optimization
  • 13. Aero-Structural Design of Rotors Structural Optimization Use gradient based SQP because of the many constraints that need to be enforced Issues: •Large cost of recomputing DLCs •Possible non-smoothness of the solution space Solution: temporary load freezing (Bottasso et al 2012 and 2014a) Structural design parameters: 풑푠; aerodynamic design parameters: 풑풂 Typically converges in 2-3 iterations (starting from reasonable guess) As long as it converges, freezing will not negatively affect the solution accuracy Structural Optimization min 풑푠 퐶푂퐸 subject to constraints DLCs update Aero-shape (풑풂) Design (풑풂)
  • 14. Aero-Structural Design of Rotors The Importance of Multi-Level Blade Design Stress/strain/fatigue: -Fatigue constraint not satisfied at first iteration on 3D FEM model -Modify constraint based on 3D FEM analysis -Converged at 2nd iteration Fatigue damage constraint satisfied Buckling: -Buckling constraint not satisfied at first iteration -Update skin core thickness -Update trailing edge reinforcement strip -Converged at 2nd iteration Peak stress on initial model Increased trailing edge strip ITERATION 1 ITERATION 0 ITERATION 1 ITERATION 0 ITERATION 1 ITERATION 0 ITERATION 1 ITERATION 0 Normalized stress Fatigue damage index Thickness Trailing edge strip thickness Increased skin core thickness
  • 15. Aero-Structural Design of Rotors Blade Design Environment Combined Aero-Structural Optimization Structural Optimization + Controls Aerodynamic Optimization •SQP optimization of chord and twist for max AEP •Constraints on max chord, tip speed, geometry •SQP optimization of rotor (and possibly tower) •Load freezing for reduced computational time and handling of solution space roughness •Multi-level coarse-fine iterations •Multiple algorithms (complexity/cost trade-offs) •Free-form design (genuine 3D optimization)
  • 16. Aero-Structural Design of Rotors Aero-Structural Optimization Monolithic with Load Update (MLU) (Bottasso et al 2014b): Pre-Assumed Aerodynamic Shapes (PAAS) (Bottasso et al 2012): External Aerodynamic Internal Structure (EAIS) (Bottasso et al 2014b): Aero-Structural Optimization min 풑푎풑푠 퐶푂퐸 subject to constraints DLCs update Structural Optimization min 풑푠 퐶푂퐸 subject to constraints DLCs update Assumed aero-shapes (풑풂) Designs (풑풂) Optimization min 풑푎 퐶푂퐸 Structural Optimization min 풑푠 퐶푂퐸 subject to constraints DLCs update Aero-shape (풑풂) Design (풑풂) Optimization min 풑푎 퐶푂퐸
  • 17. Aero-Structural Design of Rotors Aero-Structural Optimization Monolithic with Load Update (MLU) (Bottasso et al 2014b): Structural 풑푠 and aerodynamic 풑풂 design parameters are optimized simultaneously Conceptually, a straightforward generalization of the structural sizing problem Frozen loads must be approximatively updated during optimization (because of change of aerodynamic shape): -Ultimate loads: scaled by chord-radius changes -Fatigue loads: updated with reduced aeroelastic model Cons: load updating is a possible weakness/fragility Aero-Structural Optimization min 풑푎풑푠 퐶푂퐸 subject to constraints DLCs update
  • 18. Aero-Structural Design of Rotors Aero-Structural Optimization Pre-Assumed Aerodynamic Shapes (PAAS) (Bottasso et al 2012): Assumed aero shapes optimized by max(AEP) Family indexed in terms of suitable parameters: solidity, tapering, … Example: indexing by solidity 흈 ▶ Pros: trivial implementation, potentially fast Cons: limited by goodness of family of assumed shapes Structural Optimization min 풑푠 퐶푂퐸 subject to constraints DLCs update Assumed aero-shapes (풑풂) Designs (풑풂) Optimization min 풑푎 퐶푂퐸
  • 19. Aero-Structural Design of Rotors Aero-Structural Optimization External Aerodynamic Internal Structure (EAIS) (Bottasso et al 2014b): External optimizer handles only chord design parameters Twist design parameters have modest effect on COE ⇨ handled by aero optimization for max(CP) Pros: general, robust, potential for global optimization (depending on external optimization algorithm) Cons: possibly high computational cost Structural Optimization min 풑푠 퐶푂퐸 subject to constraints DLCs update Aero-shape (풑풂) Design (풑풂) Optimization min 풑푎 퐶푂퐸
  • 20. Aero-Structural Design of Rotors Aero-Structural Optimization Comparison of algorithms on the INNWIND 10 MW (class 1A, D=178.3, H=119m) MLU: limited set of DLCs to simplify updating PAAS: assumed shapes parameterized for solidity ▶ EAIS: external pattern search optimizer (matlab opt toolbox) Similar solutions in terms of COE, AEP and mass for EAIS, MLU, PAAS(3)
  • 21. Aero-Structural Design of Rotors Aero-Structural Optimization Comparison of algorithms on the INNWIND 10 MW (class 1A, D=178.3, H=119m) Aerodynamic and structural solutions are also similar: Computational cost: PAAS=1, MLU=1.25, EAIS=3 Chord ▼ Spar cap ▼ ◀ Skin ◀ Shear webs
  • 22. Aero-Structural Design of Rotors Integrated approach for aero-structural optimization of Blades Case Study Results: Optimal blade 3D Three-dimensional view with detail of thick trailing edge and flatback airfoils. Free-Form 3D Aero-Structural Optimization (with ECN) Design airfoils together with blade: • Bezier airfoil parameterization • Airfoil aerodynamics by Xfoil + Viterna extrapolation Simplified implementation for proof of concept: • Min(COE) • Constraints: frequency, max stress (storm load), CL max (margin to stall), max thrust, geometry Automatic appearance of flatback airfoil!
  • 23. Aero-Structural Design of Rotors Application to Low Induction Rotors Objective function: max(AEP) (as in Chaviaropoulos et al. 2014), or min(COE) Design variables: radius, chord, twist, airfoils (about 100 dofs) Constraints: thrust (not to exceed baseline), 1st flap frequency, CL max (margin to stall), ultimate stress (vstorm=50 m/s) LIR appears only for max(AEP), not min(COE) max(AEP) min(COE) min(COE) free-form CP 0.434 (LIR) 0.473 0.483 Radius +15.60 % +3.97 % +3.34 % Limiting constr. Frequency Stress Stress AEP + 7.83 % +2.68 % +2.95 % Blade mass +16.17 % -25.10 % -27.60 % COE -1.14 % -2.40 % -2.91 % min(AEP) min(COE) min(COE) free-form CP 0.466 (LIR) 0.480 0.480 Radius + 6.54 % +2.64 % +2.48 % Limiting constr. Frequency Stress Stress AEP + 4.93 % +2.62 % +2.56 % Blade mass +6.60 % -12.40 % -15.13 % COE +0.22 % -1.89 % -2.20 % ◀ INNWIND 10MW ▼ 2MW
  • 24. Aero-Structural Design of Rotors Application to Low Induction Rotors INNWIND 10 MW Slight adjustment of airfoils: •Small increase in camber •Improved efficiency Diameter growth limited by spar stress allowable
  • 25. Aero-Structural Design of Rotors Conclusions •Strong couplings between aero and structural design variables •Various algorithms differ in complexity/generality/robustness: EAIS is costlier, but probably the best candidate for wide applicability •Free-form design further enlarges the solution space Open issues/outlook: •COE: solutions are sensitive to cost model, need detailed reliable models that truly account for all significant effects •Free-from: need higher fidelity tools (CFD) for airfoil design (multi-level Xfoil-CFD?) •Freeing of additional parameters: prebend, precone, sweep, BTC, …
  • 26. Aero-Structural Design of Rotors Acknowledgements Research funded in part from the European Union through the FP7 INNWIND project, through the Politecnico di Milano