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NREL is a national laboratory of the U.S. Department of Energy, Office of Energy Efficiency and Renewable Energy, operated by the Alliance for Sustainable Energy, LLC. Wind Plant Cost of Energy: Past and Future Maureen Hand, Ph.D. 2 nd NREL Wind Energy System Engineering Workshop Broomfield, CO January 2930, 2013 NREL/PR6A2057841

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Page 1: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

NREL is a national laboratory of the U.S. Department of Energy, Office of Energy Efficiency and Renewable Energy, operated by the Alliance for Sustainable Energy, LLC.

Wind Plant Cost of Energy:  Past and Future

Maureen Hand, Ph.D.

2nd NREL Wind Energy System Engineering Workshop

Broomfield, CO

January 2930, 2013

NREL/PR‐6A20‐57841

Page 2: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

2

Overview

• Historical trend for wind plant levelized cost of energy (LCOE) including influence of turbine pricing fluctuation and introduction of low wind speed turbine technology

• Projections for future wind plant LCOE based on learning curve, expert elicitation, and engineering‐based modeling.

Page 3: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

3

Wind Plant LCOE Declined by More Than 2/3 Between the Early 1980s and 2000s

$0

$50

$100

$150

$200

$250

$300

1980 1985 1990 1995 2000 2005 2010

Levelized

 Cost o

f Ene

rgy 

(2010 USD

/MWh) 

US (LBNL/NREL Internal Analysis)

Denmark (DEA 1999)

Coastal European Sites (Lemming et al. 2009)

Source:  Lantz et al. 2012

Escalation in wind power capital costs since 2003 resulted from: • Rising commodity and raw material prices• Increased labor costs • Improved manufacturer profitability• Turbine upscaling.

Page 4: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

4

Lower Turbine Prices Since 2009 Along With Improved Wind Turbine Performance May Yield a Return to Historically Low LCOE Levels in 20122013

$50

$70

$90

$110

$130

$150

$170

5.5 6 6.5 7 7.5 8 8.5

Levelized

 Cost o

f Ene

rgy in th

e United States 

(2010 USD

/MWh)

50 Meter Wind Speed (m/s)air density = 1.225 kg/m3

Class 2 Class 3     Class 4       Class 5       Class 6

Estimated LCOE: 2002‐03

Estimated LCOE:2009‐10

Estimated LCOE: 2012‐13

Source:  Lantz et al. 2012

• Estimated wind plant LCOE based on observed market variation in capital investment and modeled wind plant performance

• Incentives or policies that reduce price of wind energy in wholesale power markets (e.g., production tax credit) excluded.

Page 5: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

5

New Technology Options Reduce Variability in LCOE Across a Range of Wind Resource Sites

Source:  Lantz et al. 2012

$44/MWh

$25/MWh

8 m/s

7 m/s

6 m/s

$0

$20

$40

$60

$80

$100

$120

2002‐03 Current, 2012‐13

Standard Technology Technology Choice

Levelized

 Cost o

f Ene

rgy ($/M

Wh)

No Incentives

• Low wind speed technology designed for International Electrotechnical Commission Class III sites provides  Technology Choice in 20122013 for annual average sea level equivalent wind speeds at 50 meters.

Page 6: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

6

Most Projections for Wind Plant LCOE Anticipate Future Reductions With Opportunities for Greater Reductions in Offshore Wind Plant LCOE

Land‐Based Wind LCOE Offshore Wind LCOE

Source: Tegen et al. 2012

• Projections included here were published and derived from a variety of methods including learning curves, expert elicitation, and engineering‐based models.

Page 7: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

7

Demonstrating Future Cost Reduction of Wind Energy is Important for Understanding Future Electric Sector Evolution

• Renewable Electricity (RE) Futures showed that the incremental cost of high RE scenarios is comparable to published cost estimates of other clean energy scenarios 

• Improvement in the cost and performance of renewable technologies is the most impactful lever for reducing this incremental cost.

Page 8: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

8

Learning Curves Capture Industry‐Level Advances but Do Not Provide Insight Into the Role of Technology Research and Development Specifically

Source:  IPCC 2011

• Describe cost reduction potential as a function of cumulative experience related to cumulative installed capacity

• Do not attempt to identify specific factors that yield cost reductions• Represent learning by research and development (R&D), learning by experience, learning 

by deployment, learning by doing, and so on.

Page 9: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

9

Expert Elicitation Can Represent Deep Knowledge and Experience but Is Difficult to Translate Into LCOE

• Survey industry experts for a range of possible technology outcomes to achieve future cost reductions

• Develop probability distributions associated with various technical outcomes to represent the likelihood of successful innovations

• Difficult to capture interactions between component innovations that impact system LCOE.

Turbine Capital Cost

O&M Costs

Levelized Replacement Cost

Balance of Station Cost

Site-Specific Design/Reduced Design Margin TIOs

Advanced (Enlarged) Rotor TIOs

Reduced Energy Losses and Increased Availability TIOs

Advanced Tower TIOs

Manufacturing TIOs

New Drive Train Concept TIOs

Advanced Power Electronics TIOs

Learning Curve Effects

+10 +20 +30-30 -20 -10 +40% Change

+10 +20 +30-30 -20 -10 +40% Change

TIOs’ Potential for Improvement (% change from reference turbine)

Annual Energy Production

Source: Cohen et al. 2008

Page 10: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

10

GoverningSoftware 

(OpenMDAO)

Analysis Software (i.e., OpenMDAO, DAKOTA)

User Inputs:Analysis Type and Structure, Fixed Parameter Input Conditions, 

Design Variables, Constraints

Turbine Structure and Cost Assembly

Rotor Structure

Drivetrain Structure

Tower & Substructure

Balance of Plant 

Component

BOP Model

O&M Component

O&M Model

Wind Plant COE 

Inputs

Cost and Sizing ToolWind Plant Analysis ToolOutputs

Energy Production Assembly

Rotor Aerodynamics

Drivetrain Efficiency

Site AEP Model

Finance ComponentFinance Model

Component MassesComponent Costs 

Turbine Capital Costs

AEP BOP Costs

O&M Costs

Engineering‐Based Modeling and Analysis Can Capture Interactions Between Components to Quantify the Impact of Specific Technology Innovations on LCOE at the System Level

Source:  NREL

Page 11: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

11

Conclusions

• Wind energy LCOE has decreased since the 1980s and is likely to continue this downward trend

• Projections for future cost of wind energy with greater precision in magnitude and likelihood will influence electric‐sector evolution scenarios

• Engineering‐based models provide the opportunity to quantify the impact of innovative concepts on wind plant system LCOE. 

Page 12: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

12

References

• Cohen, J.; Schweizer, T.; Laxson, A.; Butterfield, S.; Schreck, S.; Fingersh, L.; Veers, P.; Ashwill, T. (2008). Technology Improvement Opportunities for Low Wind Speed Turbines and Implications for Cost of Energy Reduction: July 9, 2005July 8, 2006. 37 pp.; NREL Report No. TP‐500‐41036. 

• Hand, M.M.; Baldwin, S.; DeMeo, E.; Reilly, J.M.; Mai, T.; Arent, D.; Porro, G.; Meshek, M.; Sandor, D. (2012). Renewable Electricity Futures Study (Entire Report). National Renewable Energy Laboratory. Eds. 4 vols. NREL/TP‐6A20‐52409. Golden, CO: National Renewable Energy Laboratory. 

• IPCC. (2011). Summary for Policymakers. IPCC Special Report on Renewable Energy Sources and Climate Change Mitigation [O. Edenhofer, R.; Pichs‐Madruga, Y.; Sokona, K.; Seyboth, P.; Matschoss, S.; Kadner, T.; Zwickel, P.; Eickemeier, G. Hansen; S. Schlomer; C. von Stechow (eds)], Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA.

• Lantz, E.; Wiser, R.; Hand, M. (2012). IEA Wind Task 26: The Past and Future Cost of Wind Energy, Work Package 2. 137 pp.; NREL Report No. TP‐6A20‐53510. 

• Tegen, S.; Hand, M.; Maples, B.; Lantz, E.; Schwabe, P.; Smith, A. (2012). 2010 Cost of Wind Energy Review. 111 pp.; NREL Report No. TP‐5000‐52920. 

Page 13: Wind Plant Cost of Energy: Past and FutureNREL/PR-6A20-57841; January 2013; wind plant; cost of energy; learning curve; NREL Created Date: 3/13/2013 2:35:48 PM

Thank you. For more information…

M. Maureen Hand303‐384‐[email protected]