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Characterising the Effect of High Penetration Solar Intermittency on Australian Electricity Networks Dr Saad Sayeef | Research Scientist 20 April 2012 CSIRO ENERGY TECHNOLOGY ENERGY TRANSFORMED FLAGSHIP

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Page 1: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Characterising the Effect of High Penetration Solar Intermittency on Australian Electricity Networks

Dr Saad Sayeef | Research Scientist

20 April 2012

CSIRO ENERGY TECHNOLOGY – ENERGY TRANSFORMED FLAGSHIP

Page 2: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Problem

• Solar installations are uncontrolled generating systems

Solar power generated on a sunny day

Solar power generated

on a cloudy day

Solar Intermittency | Saad Sayeef

Page 3: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Problem

• Solar installations are uncontrolled generating systems

Variable output of HP-IG

Large variations in energy supply

Significant potential network impacts

Solar Intermittency | Saad Sayeef

Page 4: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Objective of study

• To summarise and assess worldwide research on solar

intermittency

• To understand the differences between wind and solar

intermittency

• To characterise the impact of solar intermittency on

Australian electricity networks

• To understand the variability of solar power plants, both

PV and CST sources, in order to support the rapid

development of high-penetration solar power in the

electric power system

Solar Intermittency | Saad Sayeef

Page 5: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Intermittency Timescales

Solar Intermittency | Saad Sayeef

Timescale of Intermittency Potential Power System Impact

Seconds Power quality (e.g. voltage flicker)

Minutes Regulation reserves

Minutes to hours Load following

Hours to days Unit commitment

Page 6: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Section 1: Effects of intermittent generation

Solar Intermittency | Saad Sayeef

Page 7: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Solar farm output variations

Solar Intermittency | Saad Sayeef

• Power output of a 4.6MW PV system in Arizona on a partly cloudy day – 10-second resolution

Source: http://www.megawattsf.com/gridstorage/gridstorage.htm

Page 8: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Net load variability – hourly changes

Solar Intermittency | Saad Sayeef

• 25% penetration (relative to total annual load energy) – 1 year

Source: Lew, D., Miller, N., Clark, K., Jordan, G., Gao, Z., “Impact of High Solar Penetration in the Western Interconnection”, NREL Technical Report (NREL/TP-5500-49667), December 2010.

Page 9: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Net load variability – different load levels

Solar Intermittency | Saad Sayeef

• 33% penetration of wind and solar

1st decile: load 90% - 100% of peak load (top 10% of peak load hours)

10th decile: loads up to 10% of peak load

Increase of 47% in s.d. of net load variability in 10th decile

Source: California Energy Commission, “Intermittency Analysis Project: Appendix B Impact of Intermittent Generation on Operation of California Power Grid”, prepared by GE Energy Consulting (CEC-500-2007-081-APB), July 2007.

Page 10: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Net load variability – by time of day

Solar Intermittency | Saad Sayeef

Source: California Energy Commission, “Intermittency Analysis Project: Appendix B Impact of Intermittent Generation on Operation of California Power Grid”, prepared by GE Energy Consulting (CEC-500-2007-081-APB), July 2007.

Page 11: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Section 2: Impacts of intermittent generation

Solar Intermittency | Saad Sayeef

Page 12: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Functions of generation operations that could be impacted are:

- Load frequency control

- Load following

- Ramping rate – fast ramp rates make voltage and frequency regulation difficult

- Unloadable generation: down-ramping vs. up-ramping

- Operating reserve

What the literature tells us

Solar Intermittency | Saad Sayeef

Page 13: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Cloud activity – high frequency 1-sec sampling in Massachusetts showing the kind of ramp rates possible in PV output

53 residential properties and 28 PV installations

Rapid net load variations

Solar Intermittency | Saad Sayeef

Source: Kern, E. C., Gulachenski, E. M., Kern, G. A., “Cloud Effects on Distributed Photovoltaic Generation Slow Transients at the Gardner, Massachusetts Photovoltaic Experiment”, IEEE Transactions on Energy Conversion, Vol. 4, Issue 2, June 1989.

Page 14: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Network Impacts

Solar Intermittency | Saad Sayeef

• Wind: ERCOT – declare emergency – abrupt loss of 1,200 MW of wind energy – 26th February 2008

• Occurred over a 3-hour period where overall electricity loads were increasing and stability of power grid was threatened – potential of causing rolling blackout

• Network: European power grid failure in 2006 due to power imbalance and blackout in Italy in 2003 – in both cases Germany belonged to an exporting network – frequency increased to above 50.2 Hz

Page 15: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

CAISO study: Impact of increased PV generation on Net Load

- Small impact on peak load, larger impact on minimum load

HP-IG Impacts on Peak and Minimum Load

Solar Intermittency | Saad Sayeef

Original Net Load

data from July 2007

Source: Bebic, J., “Power System Planning: Emerging Practices Suitable for Evaluating the Impact of High-Penetration Photovoltaics”, NREL Technical Report (NREL/SR-581-42297), February 2008.

Page 16: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

CAISO study: Impact of increased PV generation on Fuel mix – 30% PV penetration

Impacts on Fuel Mix – Load Duration

Solar Intermittency | Saad Sayeef

Californian fuel mix

US fuel mix

Source: Bebic, J., “Power System Planning: Emerging Practices Suitable for Evaluating the Impact of High-Penetration Photovoltaics”, NREL Technical Report (NREL/SR-581-42297), February 2008.

Page 17: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

US Western Interconnection Study: Impact of increased PV generation on Dispatch profiles – 1-hour resolution

Impacts on Fuel Mix – Daily Dispatch

Solar Intermittency | Saad Sayeef

Dispatch profile

with no solar

Dispatch profile

with 25% solar

Source: Lew, D., Miller, N., Clark, K., Jordan, G., Gao, Z., “Impact of High Solar Penetration in the Western Interconnection”, NREL Technical Report (NREL/TP-5500-49667), December 2010.

Page 18: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Impact of increased PV penetration on voltage regulation

Actual solar irradiance and load data were used to simulate 20% PV penetration

Study performed on a simple distribution system on partly cloudy days

1-minute sampling rate

No flicker problems (sampling rate too low?)

Significant increase in the number of transformer tap changes

Impacts on Voltage Regulation

Solar Intermittency | Saad Sayeef

Source: Ari, G. K. And Baghzouz, Y., “Impact of High PV Penetration on Voltage Regulation in Electrical Distribution Systems”, 2011 International Conference on Clean Electrical Power (ICCEP), 14-16 June 2011.

Date (d/m/y) w/o PV & 1

min. delay

w/o PV & 5

min. delay

with PV & 1

min. delay

with PV & 5

min. delay

11/7/2010 20 14 92 34

12/7/2010 10 8 42 24

13/7/2010 10 6 26 20

Total 40 28 160 78

Page 19: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Penetration level vs. cost

Source: Denholm, P., Hand, M., “Grid flexibility and Storage Required to Achieve Very High Penetration of Variable Renewable Electricity”, Elsevier Energy Policy, September 2010.

Integration Cost Impacts - Wind

Solar Intermittency | Saad Sayeef

Page 20: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

For successful integration of large amounts of intermittent generation:

• Accurate forecasting is essential

• Increasing system flexibility is required

• Balancing the generation portfolio

• Introducing more flexible conventional generation

• Redesigning the power system to enable the handling of reverse power flow from distributed PV

• Reducing net load variability – decreasing required system flexibility – is needed

• Energy storage

• Load control

• Increased control and communication

• Ability to curtail intermittent generation

• Spatial diversity of the resource

What the world says....

Solar Intermittency | Saad Sayeef

Page 21: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

• Different penetration limit levels, different network topologies, different economics, different weather conditions, different generation sources, different market dynamics, different quality of service, different expectations, different differences....

• Differences in maximum penetration level - reported reasons include:

• Ramp rates of conventional generation

• Reverse power swings

• Frequency control capability

• Voltage regulation capability

• Differences in types of grid and penetration context:

• Distribution system penetration vs. central generation penetration

• Maximum penetration level is highly situation-dependent and varies widely

But there is a world of difference...

Solar Intermittency | Saad Sayeef

Page 22: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

One example... Different penetration limit levels as reported by different sources:

Solar Intermittency | Saad Sayeef

Page 23: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Section 3: Project Activities

Solar Intermittency | Saad Sayeef

Page 24: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Industry workshop

Aim: To understand issues being faced due to intermittency

and concerns that Australian industry players hold.

• Industry workshop on the effects of renewable

generation intermittency conducted in April 2011

• Follow-up survey was also conducted

Page 25: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Australian context – Unique aspects

Unique Network

Aspects in Australia

Large Coverage

Area Low Average

Population Density

Areas of High

Population Density

Large number of

long 'skinny' feeders

High impedance

network compared

with Europe

Low levels of interconnection

Network subject to Australian

usage, weather and

environmental conditions*

Market Dynamics

Page 26: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Characterisation of Intermittency Timescales and Ramp Rates

• 10 months data recorded collected from the Desert

Knowledge Australia Solar Centre (DKASC)

• 10-second resolution

• Located in Alice Springs, Central Australia

• Range of commercialised solar power technologies in a

number of different configurations

• Total rating of 196kW

Page 27: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Irradiance and Output Power of PV plant 26th May, 2011

Page 28: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

PV output power ramp events – 10 seconds

6 7 8 9 10 11 12 13 14 15 160

10

20

30

40

50

60

70

80

90

100

Ramp Up Rate (kW/s)

Num

ber

of

Occurr

ences

6 7 8 9 10 11 12 13 14 15 160

20

40

60

80

100

120

140

160

Ramp Down Rate (-kW/s)

Num

ber

of

Occurr

ences

10-second ramp events

• Ramp up:

• 120 occurrences of 6kW/s or more

• Increase in power of at least 31% in 10 seconds

• Ramp down:

• 302 occurrences of 6kW/s or more

• 7 events between 13 and 14kW/s (66-71% drop in power)

Page 29: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

PV output power ramp events – 50 seconds 50-second ramp events

2 2.25 2.5 2.75 3 3.25 3.5 3.75 40

100

200

300

400

500

600

700

Ramp Up Rate (kW/s)

Num

ber

of

Occurr

ences

2 2.25 2.5 2.75 3 3.25 3.5 3.75 40

100

200

300

400

500

600

700

Ramp Down Rate (-kW/s)

Num

ber

of

Occurr

ences

• Ramp up:

• 1344 occurrences of 2kW/s or more

• Increase in output power of at least 51% in 50 seconds

• Ramp down:

• 1515 occurrences of 2kW/s or more

• 54 events of over 3kW/s (>77% drop in power in 50 seconds)

Page 30: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Overview of DKASC power ramp events

6050403020

2

3

4

5

6

7

0

500

1000

1500

Ramp Duration (s)

Ramp up Rate (kW/s)

Num

ber

of O

ccur

renc

es

60 50403020

2

3

4

5

6

7

8

9

0

500

1000

1500

Ramp Duration (s)

Ramp Down Rate (-kW/s)

Num

ber

of O

ccur

renc

es

Page 31: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

PV output power ramp events – 22kW PV 5-second ramp events

• Ramp up:

• 54 occurrences of 0.9kW/s or more

• Increase in output power of at least 20.5% in 5 seconds

• Ramp down:

• 10 occurrences of 1.3kW/s or more

• Decrease in power output of at least 6.5 kW (>30% drop in power in 5 secs)

0.8 1 1.2 1.4 1.6 1.8 20

5

10

15

20

25

30

Ramp Up Rate (kW/s)

Num

ber

of

Occurr

ences

0.8 1 1.2 1.4 1.6 1.8 20

5

10

15

Ramp Down Rate (-kW/s)

Num

ber

of

Occurr

ences

Page 32: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

PV output power ramp events – 1.22MW PV 1-minute ramp events

• Ramp up:

• 10 occurrences of 12kW/s or more

• Increase in output power of at least 720kW (59%) in 1 minute

• Ramp down:

• 11 occurrences of 12kW/s or more

• Decrease in power output of at least 720 kW (>59%) drop in power in 1 minute

5 6 7 8 9 10 11 12 13 140

50

100

150

200

250

300

350

400

Ramp Up Rate (kW/s)

Num

ber

of

Occurr

ences

5 6 7 8 9 10 11 12 13 140

50

100

150

200

250

300

350

400

Ramp Down Rate (-kW/s)

Num

ber

of

Occurr

ences

Page 33: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Model developed – Irradiance to PV output power

• Power curve smoother than irradiance curve

• PV plant power output can be described as the signal

output of a low-pass filter.

• Input: incident irradiance

• First order filter whose

pole value is a function

of the PV plant area

Irradiance

Power

Page 34: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

PV output power estimate

17th and 18th February, 2011

Page 35: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Network effects model – Low penetration

247

248

249

250

251

252

253

020406080

100120140160180

0 200 400 600 800 1000

Vo

ltag

e (V

olt

s)

Po

we

r fr

om

PV

arr

ay (k

W)

Time (hh:mm:ss)

Power

Voltage

247

248

249

250

251

252

253

020406080

100120140160180

0 200 400 600 800 1000

Vo

ltag

e (V

olt

s)

Po

we

r fr

om

PV

arr

ay (k

W)

Time (hh:mm:ss)

Power

Voltage

Low PV

penetration and

weak grid

Low PV

penetration and

strong grid

Page 36: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Network effects model – High penetration

High PV

penetration and

weak grid

High PV

penetration and

strong grid

247

248

249

250

251

252

253

020406080

100120140160180

0 200 400 600 800 1000

Vo

ltag

e (V

olt

s)

Po

we

r fr

om

V a

rray

(kW

)

Time (hh:mm:ss)

Power

Voltage

247

248

249

250

251

252

253

020406080

100120140160180

0 200 400 600 800 1000

Vo

ltag

e (V

olt

s)

Po

we

r fr

om

V a

rray

(kW

)

Time (hh:mm:ss)

Power

Voltage

Page 37: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Section 4: Summary of key findings

Solar Intermittency | Saad Sayeef

Page 38: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Summary of key findings

• Large-scale uptake of solar generation is highly dependent

on mitigating the effects of intermittency

• Existing research has conflicting outcomes, suffers from a

lack of quality data and consequently often

overemphasises anecdotal evidence

• There is considerable intermittency in the existing

electricity system

• The effect of solar intermittency is not uniform

• Context specific and needs to be considered case-by-case

Page 39: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Summary of key findings

• Solar intermittency can be managed. Possible mechanisms

that can be employed include:

• Using short-term energy storage

• Strengthening the electricity network

• Controlling loads in response to network requirements

• Deploying additional ancillary services

• Curtailing the output of renewable generators

•Accurate solar forecasting is essential to plan and manage intermittency

•Australia is unique

Page 40: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Section 5: What next?

Solar Intermittency | Saad Sayeef

Page 41: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Further work required

Research and demonstration work is required in Australia

• Development of models representing solar behaviour and net load – to quantify performance and economic impacts on regulation and load following

• Determination of required flexibility of conventional generation to manage variability introduced by HP-IG

• Simulations to determine impact of HP-IG on power quality at distribution level

• Investigations into how flexibility can be introduced (or variability mitigated) into networks – e.g. Energy storage and load participation

• Collection of high-resolution temporal and spatial solar and electrical data

Page 42: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

The Full Report will be

available in June 2012

Page 43: Characterising the Effect of High Penetration Solar ...apvi.org.au/sites/default/files/documents/Perth2012/Sayeef CSIRO.pdfSource: Bebic, J., Power System Planning: Emerging Practices

Thank you Energy Transformed Flagship Dr Saad Sayeef Research Scientist

t +61 2 4960 6131 e [email protected] w www.csiro.au

CSIRO ENERGY CENTRE