41
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. Quantifying the Value of CSP with Thermal Energy Storage Paul Denholm, Mark Mehos Presentation to the SunShot CSP Program Review April 23, 2013

Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

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Page 1: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

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.

Quantifying the Value of CSP with Thermal Energy Storage

Paul Denholm, Mark Mehos

Presentation to the SunShot CSP Program Review

April 23, 2013

Page 2: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

2

Overall Motivation

• What is the addition of TES to a CSP plant actually worth?

• Dispatchable energy • Ancillary services • Firm capacity • System Flexibility

Page 3: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

3

DOE supported analysis to date

• Implement concentrating solar power (CSP) with thermal energy storage (TES) in a commercial production cost model o Develop approaches that can be used by utilities and system

planners to incorporate CSP in standard planning tools

• Evaluate the optimal dispatch of CSP with TES o How would a plant actually be used to minimize system

production cost?

• Quantify the value of adding storage to CSP in a high renewable energy (RE) scenario in California o How does TES change the value of CSP?

Page 4: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

4

Analytic Approaches

• Price-Taker o Simulates a relatively small CSP plant that does not affect prices o Dispatches CSP against historical prices o Cannot perform forward-looking analysis in a future system o Limited in scope, but relatively low-cost effort

• Full-grid simulation o Use production cost (unit commitment and economic dispatch)

model o Can simulate future grid mixes o Can evaluate interaction of CSP with the grid o Can be costly and time consuming to develop and implement

Page 5: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

5

Example analysis – CSP in California

California: • Detailed plant

performance curves • Integer constraints

Rest of Western Electricity Coordinating Council (WECC): • Simple plant

performance curves • Linear operation

Page 6: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

6

California Independent System Operator (CAISO) Scenarios

Scenario Region

Incremental Capacity (MW)

Biomass/ Biogas

Geo- thermal

Small Hydro

Solar Photovoltaics

(PV) Distributed

Solar CSP Wind TOTAL

Trajectory

CREZ-North CA 3 0 0 900 0 0 1,205 2,108 CREZ-South CA 30 667 0 2,344 0 3,069 3,830 9,940 Out-of-State 34 154 16 340 0 400 4,149 5,093 Non-CREZ 271 0 0 283 1,052 520 0 2,126 Scenario Total 338 821 16 3,867 1,052 3,989 9,184 19,266

Environmentally Constrained

CREZ-North CA 25 0 0 1,700 0 0 375 2,100 CREZ-South CA 158 240 0 565 0 922 4,051 5,935 Out-of-State 222 270 132 340 0 400 1,454 2,818 Non-CREZ 399 0 0 50 9077 150 0 9,676 Scenario Total 804 510 132 2,655 9,077 1,472 5,880 20,530

Cost- Constrained

CREZ-North CA 0 22 0 900 0 0 378 1,300 CREZ-South CA 60 776 0 599 0 1,129 4,569 7,133 Out-of-State 202 202 14 340 0 400 5,639 6,798 Non-CREZ 399 0 0 50 1,052 150 611 2,263 Scenario Total 661 1,000 14 1,889 1,052 1,679 11,198 17,493

Time- Constrained

CREZ-North CA 22 0 0 900 0 0 78 1,000 CREZ-South CA 94 0 0 1,593 0 934 4,206 6,826 Out-of-State 177 158 223 340 0 400 7,276 8,574 Non-CREZ 268 0 0 50 2,322 150 611 3,402 Scenario Total 560 158 223 2,883 2,322 1,484 12,171 19,802 Note: CREZ = Competitive Renewable Energy Zone

Page 7: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

7

Approach

1. Start with base case – Get total production cost • Base case is a 32% scenario, produced by

reducing PV generation in Southern CA • Also adjusted reserve requirements

2. Add a generator – Get total production cost

3. Subtract – Difference is operational benefit of added generator

4. Calculate capacity benefits separately

Page 8: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

8

CSP Scenarios

Four scenarios, each with an added plant producing approximately equivalent annual energy: 1. CSP plant with 6 hours of storage

o 762 MW, SM = 2.0 o Generates about 3,050 GWh, or enough to provide about 1.0% of

California demand o No change in reserve requirements

2. CSP with reserves o Same as before, but can provide regulation, load-following, and spin

3. Solar PV o 1548 MW o This plant also required additional reserves due to uncertainty and

variability 4. Flat block (baseload) resource

o 359 MW of constant output with zero fuel costs

Page 9: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

9

Reserves

• Three classes of ancillary service requirements were included (Contingency, Regulation, Flexibility) o Contingency reserves not modified o Regulation and flexibility requirements based on

variation of net load using WWSIS II methods

Page 10: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

10

Operational Value Results

PLEXOS generates hour sources of costs for system operation:

1. Operational fuel 2. Variable operations and maintenance (O&M) 3. Startup (fuel + start O&M) 4. Emissions Examining dispatch can explain the origin and differences of these costs.

Page 11: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

11

January Price and Dispatch System net load and marginal price for January 31–February 2

System marginal price and corresponding CSP generation on January 31–February 2

0

10

20

30

40

50

60

70

80

90

0

2,000

4,000

6,000

8,000

10,000

12,000

14,000

16,000

18,000

0 12 24 36 48 60 72

Syst

em M

argi

nal P

rice

($/M

Wh)

Load

/Gen

erat

ion

(MW

)

Hour

Load

Net Load

Total VG

Energy Price

0

10

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30

40

50

60

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90

100

0

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400

500

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700

800

900

1000

0 12 24 36 48 60 72

Syst

em M

argi

nal P

rice

($/M

Wh)

CSP

Inflo

w/G

ener

tion

(MW

)

Hour

Solar Energy Inflow

CSP Generation

Energy Price

Page 12: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

12

June Price and Dispatch System net load and marginal price for June 24–26

System marginal price and corresponding CSP generation on June 24–26

0

10

20

30

40

50

60

70

80

90

100

0

2,000

4,000

6,000

8,000

10,000

12,000

14,000

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18,000

20,000

0 12 24 36 48 60 72

Syst

em M

argi

nal P

rice

($/M

Wh)

Load

/Gen

erat

ion

(MW

)

Hour

Load

Net Load

Total VG

Energy Price

0

10

20

30

40

50

60

70

80

90

100

110

0

100

200

300

400

500

600

700

800

900

1000

1100

0 12 24 36 48 60 72

Syst

em M

argi

nal P

rice

($/M

Wh)

CSP

Inflo

w/G

ener

tion

(MW

)

Hour

Solar Energy Inflow

CSP Generation

Energy Price

Page 13: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

13

Operation with Reserves

• Much more part-load operation

o Plant without reserves operates at full output during about 66% of on-line hours

o Plant providing reserves operates at full output during about 11% of on-line hours

• Stays on line longer

o 25% fewer starts

• Operates at lower output even when price is high

Page 14: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

14

Operation with Reserves

System marginal price and corresponding CSP generation on June 24–26

System marginal price and corresponding CSP generation on January 31–February 2

0

10

20

30

40

50

60

70

80

90

0

100

200

300

400

500

600

700

800

900

0 12 24 36 48 60 72

Syst

em M

argi

nal P

rice

($/M

Wh)

CSP

Gen

erat

ion

(MW

)

Hour

CSP Generation (no Reserves)

CSP Generation (with Reserves)

Energy Price

0

10

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30

40

50

60

70

80

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0

100

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0 12 24 36 48 60 72

Syst

em M

argi

nal P

rice

($/M

Wh)

CSP

Gen

erat

ion

(MW

)

Hour

CSP Generation (no Reserves)

CSP Generation (with Reserves)

Energy Price

Page 15: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

15

Total Operational Value

Operational Value per Unit of Delivered Energy ($/MWh)

Baseload PV CSP

(no Reserves) CSP

(with Reserves)

Fuel 33.9 29.1 38.9 54.0

Variable O&M 4.7 4.4 5.2 6.0

Start 0.1 -2.3 2.1 4.7 Emissions 21.9 22.7 20.1 18.3 Total 60.6 53.9 66.2 83.0

Page 16: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

16

Capacity Value

• Operation value considers only the variable costs of system operation

• Capacity value represents the ability of CSP to displace fossil or other conventional generation resources

• Determined by the ability of a resource to provide generation during periods of highest net load periods

Page 17: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

17

Capacity Value

Output during the highest-price hours

Page 18: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

18

Capacity Value (Previous Study)

Arizona

0 2 4 6 8 10 1288

90

92

94

96

98

100

Hours of TES

Nor

mal

ized

Cap

acity

Val

ue (%

)

SM 2.7

SM 2.3SM 1.9

SM 1.5

0 2 4 6 8 10 1286

88

90

92

94

96

98

100

Hours of TES

Nor

mal

ized

Cap

acity

Val

ue (%

)

SM 2.7

SM 2.3SM 1.9

SM 1.5

Death Valley, Ca

Page 19: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

19

Capacity Value

“Low” case assumes the cost of new capacity is $55/kW-yr, “High” case assumes the cost of new capacity is $212/kW-yr

Flat Block PV CSP with TES

Capacity Credit (%) 100 47 100

Capacity Value (Low / High) ($/kW) 55 / 212 26 /100 55 / 212

Capacity Value of Energy (Low / High) ($/MWh)

6.3 / 24.7 10.7 / 41.3 13.6 / 52.3

Page 20: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

20

Total Operational and Capacity Value

Value per Unit of Delivered Energy ($/MWh)

Baseload PV CSP

(no Reserves) CSP

(with Reserves)

Fuel 33.9 29.1 38.9 54.0

Variable O&M 4.7 4.4 5.2 6.0

Start 0.1 -2.3 2.1 4.7

Emissions 21.9 22.7 20.1 18.3

Capacity (Low / High)

6.3 / 24.7 10.7 / 41.3 13.6 / 52.3 13.6 / 52.3

Total 66.8 / 84.7 64.6 / 95.3 79.8 / 118.5 96.6 / 135.3

Higher emissions benefits from PV and baseload generators are from avoided out-of-state coal generation. CSP times its output to avoid mostly higher-value, in-state gas generation.

Page 21: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

21

Value Difference

Difference in Value per Unit of Delivered Energy for a CSP Plant Providing Reserves ($/MWh)

Baseload PV CSP

(no Reserves)

Fuel 20.1 24.9 15.1

Variable O&M 1.3 1.6 0.8

Start 4.6 7.0 2.7

Emissions -3.6 -4.4 -1.8

Capacity (Low / High) 7.3 / 20.8 2.8 / 8.1 0 / 0

Total (Low / High) 29.8 / 50.6 32.0 / 40.1 16.8 / 16.8

Page 22: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

22

Challenges of Higher Solar Penetration

System marginal price and corresponding CSP generation on July 21–23. Short price spike partially driven by decrease in PV output.

Page 23: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

23

Example Dispatch in CAISO

0

10,000

20,000

30,000

40,000

50,000

60,000

0% 2% 6% 10%

PV Penetration and Hour

Gen

erat

ion

(MW

)

PVCTPSHydroCCImportsCoalNuclearWindGeo

Base 2% 6% 10% (no PV)

PV looks good – high energy and capacity value

Page 24: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

24

Too much of a good thing?

-5,000

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

PV Penetration and Hour

Gen

erat

ion

(MW

)

PVCTPSHydroCCImportsCoalNuclearWindGeoExports

Base 2% 6% 10% (no PV)

Page 25: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

25 25

Current System Flexibility Limited by Baseload Capacity

Price/Load Relationship in PJM

Below Cost Bids

0

50

100

150

200

250

0 10000 20000 30000 40000 50000 60000

Load (MW)

Who

lesa

le P

rice

($/M

Wh)

0

5

10

15

20

25

30

35

18000 20000 22000 24000 26000Load (MW)

Who

lesa

le P

rice

($/M

Wh)

Plant operators would rather sell energy at a loss than incur a costly

shutdown. Solar/wind may be curtailed under these conditions

25

Page 26: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

26

Example 20% Annual Contribution from PV

0

10

20

30

40

50

60

70

1 6 11 16 21 26 31 36 41 46 51 56 61 66 71 76 81 86 91 96Hour

Gen

erat

ion

(GW

) Curtailed PVUsable PVWindConventionalsLoadPV

WECC-Wide Simulation May 10-13 – 16% of PV is curtailed (5% annual)

Page 27: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

27 National Renewable Energy Laboratory

PV Curtailment

0%

10%

20%

30%

40%

50%

60%

0% 5% 10% 15% 20% 25% 30% 35%

Fraction of Energy From PV

PV C

urat

ilmen

t Rat

e (%

of I

ncre

men

tal o

r Tot

al P

V C

urta

iled)

Marginal

Average

Page 28: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

28 National Renewable Energy Laboratory Innovation for Our Energy Future

PV Cost Impact

1.0

1.1

1.2

1.3

1.4

1.5

1.6

1.7

1.8

1.9

2.0

2.1

2.2

2.3

2.4

2.5

0% 5% 10% 15% 20% 25% 30%

Fraction of Energy From PV

Mar

gina

l Cos

t Mul

tiplie

r (In

crem

enta

l Lev

eliz

ed C

ost o

f PV

Gen

erat

ion

Scal

e Fa

ctor

)

Marginal

Average

Page 29: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

29

What Can CSP/TES do?

• Shift solar generation with very high efficiency (close to 100%)

• Add a flexible source of generation with low minimum generation constraints

• Provide firm capacity that can replace retiring generators instead of supplementing their output

Page 30: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

30

What Can CSP/TES do?

• Lets examine just the benefits of energy shifting

Page 31: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

31

Add Dispatchable CSP – 25% solar

0

10

20

30

40

50

60

70

1 6 11 16 21 26 31 36 41 46 51 56 61 66 71 76 81 86 91 96Hour

Gen

erat

ion

(GW

)

Curtailed SolarDispatched CSPUsable PVWindConventionalsLoadNon-Dispatched CSPDispatched CSP

May 10-13 with 15% Contribution from PV and 10% from Dispatchable CSP - Solar contribution goes up, curtailment goes down (2% annual)

Page 32: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

32

Curtailment CSP+PV

0%

5%

10%

15%

20%

25%

30%

35%

40%

45%

50%

0% 5% 10% 15% 20% 25% 30% 35% 40% 45% 50%

Fraction of Energy From Solar

Sola

r Cur

atilm

ent R

ate

PV Only Marginal

PV Only Average

PV + CSP Marginal

PV + CSP Average

Curtailment of solar assuming a equal mix (on an energy basis) of PV and CSP

Page 33: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

33

Add the Flexibility of CSP…

• CSP has large operating range and high ramp rates

• Firm capacity can replace retiring generators with limited flexibility

4

5

6

7

8

9

10

11

12

13

0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%Generation (Fraction of Full Load)

Hea

t R

ate

(MM

BTU

/MW

h)

Simulated CSP Plant Small Gas Steam Plant

This is real performance data from the ERCOT gas steam fleet, including some old clunkers

Page 34: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

34

CSP Flexibility Impact

0

10

20

30

40

50

60

70

1 6 11 16 21 26 31 36 41 46 51 56 61 66 71 76 81 86 91 96Hour

Gen

erat

ion

(GW

)

Curtailed SolarDispatched CSPUsable PVWindConventionalsLoadPVDispatched CSP

25% Contribution from PV and 10% from Dispatchable CSP where CSP Reduces the Minimum Generation Constraint

Lower min gen point

Page 35: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

35

Impact of Reduce Min Gen Constraint

0%

5%

10%

15%

20%

25%

30%

35%

40%

45%

50%

0% 5% 10% 15% 20% 25% 30% 35% 40% 45% 50%

Fraction of Energy From Solar

Sola

r Cur

atilm

ent R

ate

PV Only Marginal

PV Only Avg

PV + CSP (No FlexBenefits) MarginalPV + CSP (No FlexBenefits) AveragePV + CSP (With FlexBenefits) MarginalPV + CSP (With FlexBenefits) Average

Page 36: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

36

Increased Use of PV

0%

10%

20%

30%

40%

50%

60%

70%

0% 5% 10% 15% 20%

Fraction of Energy From CSP

% In

crea

se in

Ene

rgy

from

PV

at C

onst

ant C

urta

ilmen

R

ate

40% CSP Flexibility

20% CSP Flexibility

Increase in PV penetration as a function of CSP penetration assuming a maximum PV marginal curtailment rate of 20%.

Page 37: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

37

High Penetration Scenarios

0

20

40

60

80

100

120

140

2010 2015 2020 2025 2030 2035 2040 2045 2050

CSP

Capa

city

(GW

)

Year

SunShot

REF-ETI

REF-ITI

SunShot Reference

0

20

40

60

80

100

120

140

May-10 00:00

May-10 12:00

May-11 00:00

May-11 12:00

May-12 00:00

May-12 12:00

May-13 00:00

May-13 12:00

Pow

er (G

W)

CSP Load Net Load (After Wind and Solar)

CSP Penetration in de-carbonized energy scenarios

CSP as a critical component to system operation

Page 38: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

38

Project Next Steps

• Different CSP technologies and configurations

• More scenarios (RE mix, higher penetration)

• Sub-hourly dispatch

• More detailed understanding of CSP plants providing reserves

• Optimization of WECC units

• Natural gas prices

• CSP scheduling

Page 39: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

39

Conclusions

• CSP with thermal energy storage has been simulated in several grid simulation tools

• TES can add several quantifiable benefits including dispatchable energy, ancillary services, and firm capacity

• CSP with TES can actually complement other variable generation sources including solar PV and act as an enabling technology to achieve higher overall penetration of renewable energy

Page 40: Quantifying the Value of CSP with Thermal Energy Storage · 2014-01-28 · 3 . DOE supported analysis to date •Implement concentrating solar power (CSP) with thermal energy storage

40

References • Madaeni, S. H., R. Sioshansi, and P. Denholm. “Estimating the Capacity Value of Concentrating Solar Power Plants with Thermal

Energy Storage: A Case Study of the Southwestern United States” IEEE Transactions on Power Systems.

• Denholm, P., Y. Wan, M. Hummon, and M. Mehos. (2013). Analysis of Concentrating Solar Power with Thermal Energy Storage in a California 33% Renewable Scenario. NREL Report No. TP-6A20-58186.

• Denholm, P. R. Margolis, T. Mai, G. Brinkman, E. Drury, M. Hand, and M. Mowers (2013). “Bright Future – Solar Power as a Major Contributor to the U.S. Grid” IEEE Power and Energy 11(2) 22-32.

• Denholm, P., and M. Hummon. (2012). Simulating the Value of Concentrating Solar Power with Thermal Energy Storage in a Production Cost Model. NREL Report No. TP-6A20-56731

• Denholm, P., M. Hand, T. Mai, R. Margolis, G. Brinkman, E. Drury, M. Mowers, and C. Turchi. (2012) “The Potential Role of Concentrating Solar Power in High Renewables Scenarios in the United States.” NREL/TP-6A20-56294.

• Madaeni, S., R. Sioshansi, and P. Denholm. (2012) "How Thermal Energy Storage Enhances the Economic Viability of Concentrating Solar Power" Proceedings of the IEEE 100(2) 335-347.

• Denholm, P. and M. Mehos. (2011) “Enabling Greater Penetration of Solar Power via the Use of Thermal Energy Storage” NREL Report No. TP-6A20-52978.

• Brinkman, G.L., P. Denholm, E. Drury, R. Margolis, and M. Mowers. (2011) “Toward a Solar-Powered Grid - Operational Impacts of Solar Electricity Generation” IEEE Power and Energy 9, 24-32.

• Sioshansi, R. and P. Denholm. (2010) “The Value of Concentrating Solar Power and Thermal Energy Storage.” IEEE Transactions on Sustainable Energy. 1 (3) 173-183.

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Contact: Paul Denholm [email protected]