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Sandia is a multiprogram laboratory operated by Sandia Corporation, a Lockheed Martin Company,
for the United States Department of Energy’s National Nuclear Security Administration
under contract DE-AC04-94AL85000.
Leading Edge Erosion
Measurement and Modeling
Campaigns
Dr. David C. Maniaci
Rotor Blade and Wind Plant Aerodynamics Lead
Wind Energy Technology Department
Sandia National Laboratories
dcmania@sandia.gov
(505) 844-4663
8/31/2016
SAND2016-8898 C
Overview and Motivation
• Historically, wind turbine capacity factors have been
overestimated by 15%.1
• This is attributed to annual wind intermittency, wind
farm topography, and design performance over
predictions.
Heavy blade erosion2
• One cause of performance loss is
leading-edge surface roughness.
• Over time, blades suffer from
erosive and additive roughness.
Contributors
 Sandia National Laboratories
• David Maniaci
• Josh Paquette
• Mark Rumsey
• Matt Barone
 Texas A&M
• Ed White
• Ben Wilcox
• Robert Ehrmann
 UC Davis
• Chris Langel
• Ray Chow
• Owen Hurley
Technical Approach
Erosion
Mechanisms
What causes it?
Aerodynamics
How is performance
affected?
Treatment
How to deal with it?
Standards
Technology
Improvement
Leading Edge Erosion Project
• Goal: Quantify Effects of Surface Contamination and
Erosion on Wind Turbine Performance
• Tasks:
 Field measurements of surface roughness and
erosion
 Wind tunnel testing of effect of surface
roughness and erosion on airfoil performance
 Development of computational roughness model
to account for effect on aerodynamic
performance of airfoils, blades, rotors
 Correlate wind tunnel and CFD results
Keegan, 2013, J. Physics
 Mechanisms of LEE
• Manufacturing or
transportation issues
• Dust and Sand
• Rain induced fatigue
• Ice
Types of Leading Edge Erosion
and Surface Roughness
• 2D Step, Paint Chip or Repair
• Contamination Roughness (Bugs)
• Light to Moderate Erosion, Random Pits
• Heavy Erosion
2D Step, Paint Chip or Repair
Contamination Roughness (Bugs)
Leading Edge Protection or Repair
Light to Moderate Erosion,
Random Pits
Heavy Erosion
Field Measurements
Creaform EXAscan
measuring the wind
turbine blade.
Laser scanner used to
capture roughness
>1mm.
Roughness Measurements
Image of alginate castings
curing on a wind turbine blade.
Casting and profilometer used to
capture roughness < 3mm.
NASA LEWICE code used to
simulate bug accretion.
SERI S814NACA 633-418
Representative tip airfoil
18% thickness to chord ratio
Designed for high Lift/Drag ratio
Representative mid-span airfoil
24% thickness to chord ratio
Designed for wind turbines
Designed for high Lift/Drag ratio
Including decreased roughness sensitivity
Airfoil Wind Tunnel Models
• Airfoils were tested using clean, trip-strip, and distributed roughness
configurations at Reynolds numbers of 1.6×106, 2.4×106, 3.2×106, and
4.0×106; Maximum Rec = 5.0 × 106 to α = 4°
• The NACA 633-418 was also tested with a forward facing step to simulate
paint chipping, and a simulated eroded leading edge
Wind Tunnel Testing
 Measurements from the field
used to parameterize
roughness
 LE erosion wind tunnel
models based on
parameterized roughness
elements
 Large database of airfoil
boundary layer
characteristics
Wind Tunnel
Configurations
NACA 633-418 Drag Polar
Rec = 3.2 x 106
ELE
NACA 633-418
Lift and drag data for NACA 633-418 airfoil for
various roughness conditions at Re = 3.2×106
SERI S814
Lift and drag data for SERI S814 airfoil for various
roughness conditions at Re = 3.2×106
Model Development
 Created CFD model of leading
edge erosion
 Tight interaction between
modelers and
experimentalists
 Detailed calibration and
validation of model
 Two equation Turbulence
Model w/ Transition Model
and Roughness Model
• Langtry-Menter paired with
“Roughness Amplification”
model increases system to
five equations
Roughness causes
earlier transition
1.6e6 Re.Num.
AEP Loss Prediction, NREL 5MW
 Performance Prediction Using Computational Roughness Model
 Analyzed NREL 5MW offshore turbine design
 Airfoils analyzed using OVERFLOW-2 in both “clean” and a
“rough” configuration corresponding to heavy soiling
 Roughness applied from 5% chord on lower to 5% chord on upper
surface
 Height of roughness set at k/c = 240 × 10-6
• k = 0.24 mm or 0.001 in. for a chord of 1 m
 Predicted AEP loss for NREL 5-MW due to leading edge roughness
 Power loss in Region II is ~ 5%
AEP Loss Prediction, NREL 5MW
AEP Loss, NREL 5MW
Conclusions
• Erosion and surface roughness from an operating
wind farm were measured and reproduced in two
wind tunnel test campaigns
• The effects of field roughness fall between clean
airfoil performance and the effects of transition tape
• Roughness can decrease AEP by ~2.5% at a
moderate average wind speed site, ~5% for a low
wind speed site
Future Work:
• Release two final reports on the experimental results
and model development, calibration, and validation
• Publicly releasing the experimental data through the
DOE Atmosphere to electron (A2e) Data Archive and
Portal
Thank You.
SAND2016-8898 C

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David Maniaci - Leading Edge Erosion Measurement and Modeling Campaigns

  • 1. Sandia is a multiprogram laboratory operated by Sandia Corporation, a Lockheed Martin Company, for the United States Department of Energy’s National Nuclear Security Administration under contract DE-AC04-94AL85000. Leading Edge Erosion Measurement and Modeling Campaigns Dr. David C. Maniaci Rotor Blade and Wind Plant Aerodynamics Lead Wind Energy Technology Department Sandia National Laboratories dcmania@sandia.gov (505) 844-4663 8/31/2016 SAND2016-8898 C
  • 2. Overview and Motivation • Historically, wind turbine capacity factors have been overestimated by 15%.1 • This is attributed to annual wind intermittency, wind farm topography, and design performance over predictions. Heavy blade erosion2 • One cause of performance loss is leading-edge surface roughness. • Over time, blades suffer from erosive and additive roughness.
  • 3. Contributors  Sandia National Laboratories • David Maniaci • Josh Paquette • Mark Rumsey • Matt Barone  Texas A&M • Ed White • Ben Wilcox • Robert Ehrmann  UC Davis • Chris Langel • Ray Chow • Owen Hurley
  • 4. Technical Approach Erosion Mechanisms What causes it? Aerodynamics How is performance affected? Treatment How to deal with it? Standards Technology Improvement
  • 5. Leading Edge Erosion Project • Goal: Quantify Effects of Surface Contamination and Erosion on Wind Turbine Performance • Tasks:  Field measurements of surface roughness and erosion  Wind tunnel testing of effect of surface roughness and erosion on airfoil performance  Development of computational roughness model to account for effect on aerodynamic performance of airfoils, blades, rotors  Correlate wind tunnel and CFD results
  • 6. Keegan, 2013, J. Physics  Mechanisms of LEE • Manufacturing or transportation issues • Dust and Sand • Rain induced fatigue • Ice Types of Leading Edge Erosion and Surface Roughness • 2D Step, Paint Chip or Repair • Contamination Roughness (Bugs) • Light to Moderate Erosion, Random Pits • Heavy Erosion
  • 7. 2D Step, Paint Chip or Repair
  • 10. Light to Moderate Erosion, Random Pits
  • 12. Field Measurements Creaform EXAscan measuring the wind turbine blade. Laser scanner used to capture roughness >1mm.
  • 13. Roughness Measurements Image of alginate castings curing on a wind turbine blade. Casting and profilometer used to capture roughness < 3mm. NASA LEWICE code used to simulate bug accretion.
  • 14. SERI S814NACA 633-418 Representative tip airfoil 18% thickness to chord ratio Designed for high Lift/Drag ratio Representative mid-span airfoil 24% thickness to chord ratio Designed for wind turbines Designed for high Lift/Drag ratio Including decreased roughness sensitivity Airfoil Wind Tunnel Models • Airfoils were tested using clean, trip-strip, and distributed roughness configurations at Reynolds numbers of 1.6×106, 2.4×106, 3.2×106, and 4.0×106; Maximum Rec = 5.0 × 106 to α = 4° • The NACA 633-418 was also tested with a forward facing step to simulate paint chipping, and a simulated eroded leading edge
  • 15. Wind Tunnel Testing  Measurements from the field used to parameterize roughness  LE erosion wind tunnel models based on parameterized roughness elements  Large database of airfoil boundary layer characteristics
  • 18. NACA 633-418 Drag Polar Rec = 3.2 x 106 ELE
  • 19. NACA 633-418 Lift and drag data for NACA 633-418 airfoil for various roughness conditions at Re = 3.2×106
  • 20. SERI S814 Lift and drag data for SERI S814 airfoil for various roughness conditions at Re = 3.2×106
  • 21. Model Development  Created CFD model of leading edge erosion  Tight interaction between modelers and experimentalists  Detailed calibration and validation of model  Two equation Turbulence Model w/ Transition Model and Roughness Model • Langtry-Menter paired with “Roughness Amplification” model increases system to five equations Roughness causes earlier transition 1.6e6 Re.Num.
  • 22. AEP Loss Prediction, NREL 5MW  Performance Prediction Using Computational Roughness Model  Analyzed NREL 5MW offshore turbine design  Airfoils analyzed using OVERFLOW-2 in both “clean” and a “rough” configuration corresponding to heavy soiling  Roughness applied from 5% chord on lower to 5% chord on upper surface  Height of roughness set at k/c = 240 × 10-6 • k = 0.24 mm or 0.001 in. for a chord of 1 m
  • 23.  Predicted AEP loss for NREL 5-MW due to leading edge roughness  Power loss in Region II is ~ 5% AEP Loss Prediction, NREL 5MW
  • 25. Conclusions • Erosion and surface roughness from an operating wind farm were measured and reproduced in two wind tunnel test campaigns • The effects of field roughness fall between clean airfoil performance and the effects of transition tape • Roughness can decrease AEP by ~2.5% at a moderate average wind speed site, ~5% for a low wind speed site Future Work: • Release two final reports on the experimental results and model development, calibration, and validation • Publicly releasing the experimental data through the DOE Atmosphere to electron (A2e) Data Archive and Portal