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Buonassisi (MIT) 2011 R&D Investment & Innovation in PV Lecture 20 MIT Fundamentals of Photovoltaics 2.626/2.627 – 12/6/2011 Prof. Tonio Buonassisi 1
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Page 1: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Buonassisi (MIT) 2011

R&D Investment & Innovation in PV

Lecture 20 MIT Fundamentals of Photovoltaics

2.626/2.627 – 12/6/2011 Prof. Tonio Buonassisi

1

Page 2: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

High-Efficiency Concepts

2 Buonassisi (MIT) 2011

Page 3: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Very High-Efficiency Solar Cells

Advantages: - Very high efficiencies

Challenges: - High cost (often used in concentrators, where PV device is small % of total

system cost) - Manufacturability: Slow, expensive epitaxial growth methods

Photos © source unknown. All rights reserved. This content is excluded from our Creative

Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

3 Buonassisi (MIT) 2011

Page 4: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Tandem (Heterostructure) Cells

http://www.spectrolab.com/DataSheets/TNJCell/utj3.pdf

© Spectrolab, Inc. All rights reserved. This content is excluded from our Creative

Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

- Stack of lattice-matched materials with decreasing bandgaps.- Spectrolab Cells: GaInP2/GaAs/Ge. Effmax=32%, Effave=28%. 375 kW in orbit!- Theoretical efficiency limit for infinite tandem cell: 86.8%- Heteroepitaxial growth slow and expensive!

4 Buonassisi (MIT) 2011

Page 5: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Materials Availability

Most experts agree: not enough Ge to produce TW of PV.

Development of new low-bandgap materials.

Source: A. Feltrin, A. Freundlich, “Material Considerations for Terawatt Level Deployment of Photovoltaics.”Renewable Energy 33 (2008): 180-185. Courtesy of Alex Freundlich. Used with permission.

Buonassisi (MIT) 2011

5

Page 6: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Global Investment Trends in Solar

& Other Renewables

6 Buonassisi (MIT) 2011

Page 7: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Source: “Who’s Winning the Clean Energy Race? G-20 Clean Energy Factbook.” Pew Charitable Trusts, 2010. (PDF)

© The Pew Charitable Trusts. All rights reserved. This content is excluded from our Creative

Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

7 Buonassisi (MIT) 2011

Page 8: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

China ($bi)

United States ($bi)

Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House Select Committee on Energy Independence and Global Warming, September 22, 2010. Testimony slides (PDF).

© Bloomberg New Energy Finance. All rights reserved. This content is excluded from ourCreative Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

8 Buonassisi (MIT) 2011

Page 9: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

E.U. ($bi)

Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House Select Committee on Energy Independence and Global Warming, September 22, 2010. Testimony slides (PDF).

© Bloomberg New Energy Finance. All rights reserved. This content is excluded from ourCreative Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

9 Buonassisi (MIT) 2011

Page 10: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

RE Investment, by Type and Sector

Source: “Who’s Winning the Clean Energy Race? G-20 Clean Energy Factbook.” Pew Charitable Trusts, 2010. (PDF)

© The Pew Charitable Trusts. All rights reserved. This content is excluded from our Creative

Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

Asset finance: Installation, capacity expansion… Public markets: Stock offerings, IPOs…

10 Buonassisi (MIT) 2011

Page 11: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House Select Committee on Energy Independence and Global Warming, September 22, 2010. Testimony slides (PDF).

© Bloomberg New Energy Finance. All rights reserved. This content is excluded from ourCreative Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

11 Buonassisi (MIT) 2011

Page 12: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Renewable Energy Technology Pipeline

Source: “Who’s Winning the Clean Energy Race? G-20 Clean Energy Factbook.” Pew Charitable Trusts, 2010. (PDF)

© The Pew Charitable Trusts. All rights reserved. This content is excluded from our Creative

Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.12 Buonassisi (MIT) 2011

Page 13: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

2009 Government Investment in Clean Energy

Source: “Who’s Winning the Clean Energy Race? G-20 Clean Energy Factbook.” Pew Charitable Trusts, 2010. (PDF) © The Pew Charitable Trusts. All rights reserved. This content is excluded from our Creative

Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

13 Buonassisi (MIT) 2011

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14

Source: DOE, Clean Energy Futures (2000)

Buonassisi (MIT) 2011

Page 15: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Source: DOE, Clean Energy Futures (2000)

15 Buonassisi (MIT) 2011

Page 16: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

http://www.nsf.gov/statistics/infbrief/nsf10327/

16 Buonassisi (MIT) 2011

Page 17: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Funding-Patent Correlation for Energy

R. Margolis and D. Kammen (1999). “Underinvestment: The energy technology and R&D policy challenge”, Science, 285, 690 - 692.

© AAAS. All rights reserved. This content is excluded from our Creative Commonslicense. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

17 Buonassisi (MIT) 2011

Page 18: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Funding-Patent Correlation for PV

D. Kammen and G. Nemet, “Reversing the Incredible Shrinking Energy R&D Budget.”

Issues in Sci & Techn., Fall 2005, p. 84

© University of Texas at Dallas. All rights reserved. This content is excluded from our CreativeCommons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

18 Buonassisi (MIT) 2011

Page 19: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Funding-Patent Correlation for Energy

D. Kammen and G. Nemet, “Reversing the Incredible Shrinking

Energy R&D Budget.” Issues in Sci & Techn., Fall 2005, p. 84

© University of Texas at Dallas. All rights reserved. This content is excluded from our CreativeCommons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/. 19 Buonassisi (MIT) 2011

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Global Trends in Venture Investing

20 Buonassisi (MIT) 2011

Page 21: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

RE Investment, by Type and Sector

Source: “Who’s Winning the Clean Energy Race? G-20 Clean Energy Factbook.” Pew Charitable Trusts, 2010. (PDF)

Asset finance: Installation, capacity expansion… Public markets: Stock offerings, IPOs…

© The Pew Charitable Trusts. All rights reserved. This content is excluded from our Creative

Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

21 Buonassisi (MIT) 2011

Page 22: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

VC Investment, by Sector

22

Source: “Who’s Winning the Clean Energy Race? G-20 Clean Energy Factbook.” Pew Charitable Trusts, 2010. (PDF) © The Pew Charitable Trusts. All rights reserved. This content is excluded from our Creative

Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/. Buonassisi (MIT) 2011

Page 23: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Solar Energy: Recent Boom

Eric Wesoff & Michael Kanellos The Venture Power Report

Courtesy of Greentech Media. Used with permission.

http://www.greentechmedia.com/articles/read/the-master-list-of-early-stage-solar-startups-the-sequel/

23 Buonassisi (MIT) 2011

Page 24: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Solar Start-Ups • >200 solar start-ups worldwide. • Few failed start-ups to date: Wakonda, Solasta, SV Solar, Senergen, Optisolar, Solyndra,

SpectraWatt, Evergreen Solar. • More failed start-ups coming (main cause: failure to raise capital for manufacturing, failure

to reduce costs faster than state-subsidized production elsewhere, failure to secure investor confidence).

• Eric Wesoff (Greentech Media) keeps tabs on each, publishes list. •http://www.greentechmedia.com/articles/read/the-master-list-of-early-stage-solar-startups-the-

sequel/ •http://www.greentechmedia.com/articles/read/Solar-Start-Up-Bloodbath-2010/

Source: Eric Wesoff, Greentech Media

24 Buonassisi (MIT) 2011

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RE Companies & Start-Ups in the New England Area

© New England Clean Energy Council and Google. All rights reserved. This content is excluded from ourCreative Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

http://www.cleanenergycouncil.org/clustermap 25 Buonassisi (MIT) 2011

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U.S. Trends in RE Manufacturing

26 Buonassisi (MIT) 2011

Page 27: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Solar Manufacturing in the United States

Figure removed due to copyright restrictions.See lecture 20 video for details about where various PV technologies are manufactured.

http://www.gtmresearch.com/report/pv-manufacturing-in-the-united-states-market-outlook-incentives-and-supply

27 Buonassisi (MIT) 2011

Page 28: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Solar Manufacturing Support in the United States

State Support

Figure removed due to copyright restrictions.See lecture 20 video for details of state-by-state grants, loans, and tax incentives.

http://www.gtmresearch.com/report/pv-manufacturing-in-the-united-states-market-outlook-incentives-and-supply

28 Buonassisi (MIT) 2011

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Solar Manufacturing Support in the United States

Federal Support: Advanced Energy Manufacturing Tax Credit

30% of qualified investment, not to exceed US$2.3bi.

29 Buonassisi (MIT) 2011

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Global Trends in RE Installation

30 Buonassisi (MIT) 2011

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Market Incentives via RE Policy

Germany U.S. China

Source: “Who’s Winning the Clean Energy Race? G-20 Clean Energy Factbook.” Pew Charitable Trusts, 2010. (PDF)

© The Pew Charitable Trusts. All rights reserved. This content is excluded from our Creative

Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

31 Buonassisi (MIT) 2011

Page 32: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

RE Investment, by Type and Sector

Source: “Who’s Winning the Clean Energy Race? G-20 Clean Energy Factbook.” Pew Charitable Trusts, 2010. (PDF) © The Pew Charitable Trusts. All rights reserved. This content is excluded from our Creative

Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

Asset finance: Installation, capacity expansion… Public markets: Stock offerings, IPOs…

32 Buonassisi (MIT) 2011

Page 33: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House Select Committee on Energy Independence and Global Warming, September 22, 2010. Testimony slides (PDF).

© Bloomberg New Energy Finance. All rights reserved. This content is excluded from ourCreative Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

33 Buonassisi (MIT) 2011

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Global Trends in R&D

34 Buonassisi (MIT) 2011

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© Goldman Sachs. All rights reserved. This content is excluded from our CreativeCommons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

From Gilman, D. “The new geography of global innovation.” Goldman Sachs Global Markets Institute, Sept. 20, 2010. (PDF)

Buonassisi (MIT) 2011 35

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China’s stated 2020 target: 2.5% of GDP

© Goldman Sachs. All rights reserved. This content is excluded from our CreativeCommons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

From Gilman, D. “The new geography of global innovation.” Goldman Sachs Global Markets Institute, Sept. 20, 2010. (PDF)

36 Buonassisi (MIT) 2011

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© Goldman Sachs. All rights reserved. This content is excluded from our CreativeCommons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

From Gilman, D. “The new geography of global innovation.” Goldman Sachs Global Markets Institute, Sept. 20, 2010. (PDF) Buonassisi (MIT) 2011 37

Page 38: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

© Goldman Sachs. All rights reserved. This content is excluded from our CreativeCommons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

From Gilman, D. “The new geography of global innovation.” Goldman Sachs Global Markets Institute, Sept. 20, 2010. (PDF)

38 Buonassisi (MIT) 2011

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© Goldman Sachs. All rights reserved. This content is excluded from our CreativeCommons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

From Gilman, D. “The new geography of global innovation.” Goldman Sachs Global Markets Institute, Sept. 20, 2010. (PDF)

Buonassisi (MIT) 2011 39

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Technology Evaluation

40 Buonassisi (MIT) 2011

Page 41: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

Task: Evaluate a New PV Tech

• Why?

– You’re a job applicant – You’re an inventor – You’re an investor

• How?

– Analyze physics

– Analyze cost, scale potential & manufacturing

– Analyze markets

41 Buonassisi (MIT) 2011

Page 42: Innovation in PV R&D - MIT OpenCourseWare...Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House

total absorptionexcitation drift/diffusion separation collection

2.626/2.627: Fundamentals Every photovoltaic device must obey:

Conversion Efficiency Output Energy

Input Energy

For most solar cells, this breaks down into: Inputs Outputs

Charge Excitation

Charge Drift/Diff

usion

Charge Separation

Light Absorption

Charge Collection

Solar Spectrum

42 Buonassisi (MIT) 2011

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total absorptionexcitation drift/diffusion separation collection

Liebig’s Law of the Minimum

S. Glunz, Advances in Optoelectronics 97370 (2007)

Image by S. W. Glunz. License: CC-BY. Source: "High-Efficiency Crystalline Silicon Solar Cells." Advances in OptoElectronics (2007).

43 Buonassisi (MIT) 2011

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Customer Needs

on-grid off-grid consumer high efficiency

Images removed due to copyright restrictions. See the lecture 20 video.

44 Buonassisi (MIT) 2011

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Levers of Cost

T. Surek et al., Proc. 3rd World Conference on Photovoltaic Energy Conversion, Osaka, Japan (2009) © IEEE. All rights reserved. This content is excluded from our Creative Commonslicense. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

Cost Levers: • Efficiency

• Processing Costs ($/m2)

• Manufacturing Yield

• Capital equipment cost

• Overhead< • Other<

45 Buonassisi (MIT) 2011

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Manufacturing Technology

Courtesy of Prof. Satyendra Kumar, Dr. Sanjay K. Ram, et al. Used with permission.

Vacuum Based: Large capex, Potential for high performance

46 Buonassisi (MIT) 2011

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Resource Availability, Scaling

http://www.aps.org/publications/apsn ews/201103/energycritical.cfm

© APS and MRS. All rights reserved. This content is excluded from our CreativeCommons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

47 Buonassisi (MIT) 2011

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Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House Select Committee on Energy Independence and Global Warming, September 22, 2010. Testimony slides (PDF).

© Bloomberg New Energy Finance. All rights reserved. This content is excluded from ourCreative Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

48 Buonassisi (MIT) 2011

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© Deutsche Bank AG. All rights reserved. This content is excluded from our CreativeCommons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

Deutsche �ank �limate �hange !dvisors; “The German Feed-in Tariff for PV: Managing Volume Success with Price Response;” May 23, 2011. (PDF)

49 Buonassisi (MIT) 2011

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Convergence Between PV and Conventional Energy Scale

Inception (Phase I: 1977–1981, 50% CAGR). Carter president, SERI ramps up. Stagnation (Phase II: 1985–1995, 12% CAGR). Oil prices & government support

plunge. PV manufacturing sustained by big oil (BP Solar, Mobil Tyco). Scale (Phase III: 2000–2010, 48% CAGR) Strong government subsidies for

installation & manufacturing in JPN, DE, US, EU, CN. PV manufacturing led by electronic (Sharp) & “pure-plays” (Q-Cells, First Solar, Suntech).

50 Buonassisi (MIT) 2011

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Other Intangibles

• Team

• Financing

• Patent Portfolio • <

51 Buonassisi (MIT) 2011

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Examples

• Solar Paint

• Wundermaterial

52 Buonassisi (MIT) 2011

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Path Forward

53 Buonassisi (MIT) 2011

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Source: Michael Liebreich (chief executive, Bloomberg New Energy Finance) testimony at “The Global Clean Energy Race,” hearing of House Select Committee on Energy Independence and Global Warming, September 22, 2010. Testimony slides (PDF).

© Bloomberg New Energy Finance. All rights reserved. This content is excluded from ourCreative Commons license. For more information, see http://ocw.mit.edu/help/faq-fair-use/.

54 Buonassisi (MIT) 2011

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Cost Tipping Point

Source: U.S. Department of Energy

•Premise: High cost of PV limits market adoption. •At $1 per peak watt (Wp), PV electricity ~5¢/kWh.

•At 5¢/kWh cost, PV cost-competitive with bulk electricity in most US states.

55 Buonassisi (MIT) 2011

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Towards $1/Wp

$1.48 $0.97

$0.40

$0.22

$0.18

$1.70

$1.05

$0.50

0

2

4

6

8

Inst

alle

d S

yste

m C

ost

($

/Wp

) PV Module

Inverter

BOS/Installation

$0.10

2004 2010 2016 $1/Wp (est.) DOE Goal Target

>3x PV module cost reduction necessary for $1/Wp.

56 Buonassisi (MIT) 2011

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Buonassisi (MIT) 2011

Electricity Consumption

The World at Night

57 Source: NASA (public domain)

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Solar Resource

Source: NASA Earth Observations (public domain)

http://neo.sci.gsfc.nasa.gov/Search.html 58 Buonassisi (MIT) 2011

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Solar Supply Well Matched to Future Energy Demand

Source: NASA Earth Observations (public domain)

http://eosweb.larc.nasa.gov/sse/

59 Buonassisi (MIT) 2011

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Need for Innovation in PV 99% of solar panels have yet to be produced.

$6bi VC investment lost is drop in bucket compared to GDP. (There will be others).

Momentum, capital, innovation culture.

BUT… Rest of world catching up fast, increased competition.

Need concerted R&D efforts focused on key targets. Better investments, smarter choice of technologies.

Need to change the way we innovate: leverage collaborative work, pooled resources, improve industry-university-lab relations, direct-to-manufacturing innovation.

Need for a steady, predictable market necessitates progressive & steady industrial policy.

Need more investment in education.

60 Buonassisi (MIT) 2011

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How You Can Get Involved Expose yourself to new ideas, learn how the system works Intern at the DOE

!dvanced Research Projects !gency • Energy (DOE !RP!-E)

Solar Energy Technologies Program (DOE-EERE)

Do a UROP

Many options: http://pv.mit.edu/your-involvement/students/ http://web.mit.edu/MISTI/

Intern at a company

Know your fundamentals (physics, chemistry, and biology). Become comfortable applying these to interdisciplinary problems.

Choose meaningful use-inspired scientific project(s) grounded in solid economic motivation.

Develop a strong interest in a value-added field, leverage any and all resources available to you, and excel at something you’re passionate about (so you’ll become 20x more productive than your global competitor).

61 Buonassisi (MIT) 2011

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