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IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
1/41
Quality Assessment of PV systems by
Analysis of System Performance
Wilfried van Sark (Utrecht University)
With contributions from Thomas Nordmann (TNC), Achim Woyte (3E),
Panos Moraitis (UU), Bhavya Kausika (UU)
Webinar, 6 November 2015
TASK 13: PERFORMANCE AND RELIABILITY OF PV SYSTEMS
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
2/41
Who am I
• Wilfried van Sark, PhD
• 30+ years experience in PV
– Cells, processing, modeling
– Luminescent solar concentrators
– Performance analysis
• modules, systems
– Market and policy research
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
3/41
International Energy Agency of the
PV Power Systems Programme
• 29 members: 24 countries, EC, EPIA/Solar
Power Europe, SEPA, SEIA, Copper
Alliance
• Activities are carried out collaboratively on
a country basis along a number of
technical and non-technical subjects
• Currently, 8 Tasks are active
www.iea-pvps.org
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
4/41
Present IEA PVPS Tasks
• Task 1 - Exchange and dissemination of information on PV power systems
• Task 2 - Operational performance, maintenance and sizing of PV power systems and
subsystems (concluded 2008)
• Task 3 - Use of PV power systems in stand-alone and island applications (concluded 2004)
• Task 5 - Grid interconnection of building integrated and other dispersed PV systems
(concluded 2001)
• Task 6 - Design and operation of modular PV plants for large scale power generation
(concluded 1997)
• Task 7 - PV power systems in the built environment (concluded 2001)
• Task 8 - Very large scale PV power generation systems
• Task 9 - Deployment of PV technologies: co-operation with developing countries
• Task 10 - Urban Scale PV Applications (concluded 2009)
• Task 11 - PV hybrid systems within mini-grids (2013: combined with Task 9)
• Task 12 - PV environmental, health & safety activities
• Task 13 - PV performance, quality and reliability (2014 - 2017)
• Task 14 - High-penetration of PV systems in electricity grids (2014 – 2017)
• Task 15 - Acceleration of BIPV (start Nov 2014)
• Task 16 – Solar resource management (former SHC Task 46)
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
5/41
Relevant PVPS Issues Task13
• Scenario work
• Market development and trends
• Policy framework
• Business models
• New technologies and applications
• Urban and rural implementation
• Large scale deployment
• Environmental aspects
• Quality and reliability
• Grid integration
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
6/41
Task 13: Performance and Reliability
of Photovoltaic Systems
ST 1: Economics of PV System Performance
and Reliability
ST 2: System Performance and Analysis
ST 3: Module Characterisation and
Reliability
ST 4: Dissemination
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
7/41
Webinar
• Quality assessment of PV systems can
only be properly performed when
performance data is available
• IEA-PVPS Task13 approach
1. detailed data on selected PV systems
across the world
2. statistical analysis of large amounts of
two parameters relevant for performance:
annual yield, performance ratio
Report IEA-PVPS T13-05:2014
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
8/41
Content
• Motivation
• Work from IEA-PVPS Task 13
– Performance database (small sample)
– Statistical analysis (large sample)
– “Counting the Sun” campaign
• Conclusion
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
9/41
• PV is becoming a mainstream
energy harvesting option
End 2014:
– 177 GWp capacity
– 1% of global electricity
production
• Optimal performance
required
Motivation
Global PV Evolution
177GW
2014
Have been installed all over the world
1GW
MARK
20 countries have now passed the
IN 2014 THE TOP 3 WORLD COUNTRIES, WHICH ARE ALSO
PART OF THE IEA PVPS PROGRAM WERE:
1
2
3
38,7GW
As of the end of 2014
of cumulative PV systems capacity at the end of 2014
and 5 countries installed at least 1 GW in 2014
(compared to 9 in 2013).and only in 2014
Have been installed in the world
7,9%
7,6%
7,1%
19 COUNTRIES
IN THE WORLD NOW HAVE AT LEAST ENOUGH PV TO COVER
1% OF THEIR ANNUAL ELECTRICITY DEMAND
WITH PV.
TOP3
IEA PVPS COUNTRIES
WITH MORE THAN 1 GW
INSTALLED
NON
IEA PVPS COUNTRIES WITH A
SIGNIFICANT PV MARKET
IEA PVPS COUNTRIES
WITH LESS THAN 1 GW
INSTALLED
1%OF THE WORLD ELECTRICITY GENERATION IS
NOW COVERED WITH PV AND
South-Africa
India
UK
Chile
IEA PVPS
countries
ITALY
GREECE
GERMANY
IEA PVPS snapshot
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
10/41
• Do we know
“How well is PV serving the world?”
• Do good promises lead to good
performance (= quality)?
Motivation
Without data we cannot
address performance
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
11/41
Performance in climate zones?
[Peel,2007]
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
12/41
Motivation
Shade is one reason for
lower performance
(inverter MPP)
0 5 10 15 20 25 30 35
0
1
2
3
4
5
6
7
8
Netting, row shade
Voltage (V)
Current(A)
no shade
3 BPD
6 BPD
12 BPD
20 BPD
60 BPD
[Pannebakker,2014]
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
13/41
Monitoring Data: What to Measure?
PR
IC
Array capture
losses
IS
System losses
PV array Inverter GridGI
VDC
IDC
PDC
VAC
IAC
PAC
yr
Reference yield
yA
Array yield
yf
System yield
Tamb , T mod , SW
©
[Woyte,2014]
Too complex
for residential
system owner
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
14/41
Field performance analysis T13
1: Analytical approach:
• collecting and analyzing validated
datasets in public database (e.g.,
monthly PR)
2: Statistical approach:
• collecting huge amounts of system data
from participants and using web
scraping techniques followed by
analyses
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
15/41
Master DB wwwInterface
userinterface
Performance Data Base T13/2.1/ Topology
(10-2011 - 2017 )
Export
numeric info
plant, several
monitoring
years …
T13 Expert
database
input tool,
since: 5-2011
graphic infos
XY Info
evaluation
direct www
access with
browser
T13
partner
database
input tool
Task 13/2.1
mail
www
www
mail
online since: 10-2011
Quality
Control
Operator
T13/1
mail
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
16/41
Screen shot input tool
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
17/41
PVPS
Performance
Data Base
http://www.iea-pvps.org
www.iea-pvps.org
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
18/41
Pending:
NL, AUS,
IT, GER
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
19/41
Example of automated analysis in the DB
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
20/41
Analysing groups of PV systems using filter criteria
 Performance is improved
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
21/41
Analysing groups of PV systems using filter criteria
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
22/41
Performance ratio is going up
IEA – PVPS Task 2
[Nordmann, 2007]
German systems:
PR from ~60% to >80%
[Reich, 2012]
Is 90% the maximum?!
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
23/41
Want to contribute?
• We are always seeking for more data
• Requirements
– Validated operational and system data
– Input using input tool
– Interested: mail me
w.g.j.h.m.vansark@uu.nl
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
24/41
2: statistical analysis
• Performance has been increasing in the
past decades
• Still, reasons for lower performance
than expected (or promised) are
difficult to detect
– due to insufficient monitoring of
1-5 kWp residential systems in particular
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
25/41
Statistical approach
data per system size bins (<1 kWp -- >10 MWp)
supplied per region/country:
• Annual Yield (AC)
kWh/y/installed kWp as a function of location, climate
zone
• Annual average performance ratio PR
Use measured irradiance from local sensor or satellite
data
• Degradation rate
For plants in the field for a 5-year period (if possible)
Focus on annual data is what the customer needs to know
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
26/41
Example:
Statistical analysis Italy
• Example size bin: 10-100
kWp, installed in 2007, full
year measurements for
2008-2012 (5 years)
• Courtesy: Francesca Tilli
(GSE) [T13 participant]
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
27/41
Italy
All years averaged
Larger systems
somewhat better
performing
# systems
North: 58
Central: 48
South: 48
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
28/41
2: statistical analysis:
data mining
• Market is introducing web
tools for system owners to
share monitor data, e.g.,
SolarLog
• Objective is to analyze PV
performance data
obtained by web scraping
techniques that collect and
organize these data
automatically in databases
• “What you see, is what you
can extract” [Legal]
• Developed Python scripts
• Accuracy?
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
29/41
Results
Country Samples System Size kWp
Netherlands 728 11.1
Germany 764 15.6
Italy 532 13.1
France 325 15.1
Belgium 565 6.5
GER ITA NL FRA BEL
P
M
A
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
30/41
Results: annual yield
Yearly variation between 2011-2013 from 2-11%
NL GER BEL ITA FRA
2011
2012
2013
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
31/41
Country 2011 2012 2013
Germany
North 979±153 937±126 882±109
South 1081±154 1044±121 992±125
France
North 1030±362 993±201 959±154
South 1099±96 1092±224 1103±166
Italy
North 1219±170 1177±157 1094±148
South 1352±113 1337±199 1288±203
South:
+6-18%
FRA GER ITA
Annual yield (kWh/kWp) ±(stdev)
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
32/41
Results: NL Geographical Variation
Region PR Annual Yield
kWh/kWp
Irradiation
kWh/kWp
Coast 79.3+/-2% 895+/-21 1165
Mainland 77.1+/-2% 833+/-19 1021
Temperature, wind ?
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
33/41
Annualyield2014
Netherlands
Belgium
Germany
France
Italy
1000 kWh/kWp
Moraitis, Van Sark
PVSC 42, 2015
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
34/41
GIS mapping of yield 2014
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
35/41
ongoing
link with climate zones to be done
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
36/41
Example: “Counting the Sun”
• Dutch Solar Days 2014 (May 12 – May 18)
• Awareness campaign “How well is my system doing”
• Social media, national television show “Kassa”
 >5000 systems spread over the country
 “citizen science”
average weekly yield
33.4 kWh/kWp
considerable spread
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
37/41
Example: “Counting the Sun”
• Most systems are performing well
• Average performance ratio 0.74±0.10
• NO geographical variation in performance ratio
• Some 10% of participants indicated some form
of shade, performance ratio: 0.70±0.10.
irradiation yield performance ratio
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
38/41
Conclusions
• Obviously, without DATA one cannot
say anything about PERFORMANCE
(=quality)
• PV system performance is
increasing, however practical
example shows otherwise (PR=0.74)
• Link with climate zones to be
established
(IEC-TC82, standard modifications?)
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
39/41
Conclusions
Reliability? = continuously high PR
• IEA PVPS Task 13
– Collecting and analyzing data
– From participants
– Statistical analysis, web scraping
• Irradiation data needed (JRC)
Please join or contribute
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
40/41
Thank you for listening!
Q&A
http://www.iea-pvps.org/index.php?id=57
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
41/41
Reports by IEA PVPS Task 13
http://www.iea-pvps.org/index.php?id=57
1. Review of Failures of Photovoltaic Module, Report IEA-PVPS T13-01:2014
2. Analytical Monitoring of Grid-connected Photovoltaic Systems - Good Practices for
Monitoring and Performance Analysis, Report IEA-PVPS T13-03: 2014
3. Characterisation of Performance of Thin-film Photovoltaic Technologies, Report IEA-
PVPS T13-02:2014
4. Degradation Behaviour of PV Modules under Different Accelerated Stress Conditions
Based on Stress Conditions Evaluated from Real-time Outdoor Testing, Report IEA-
PVPS T13-04: 2014
5. Analysis of Long-Term Performance of PV Systems - Different Data Resolution for
Different Purposes,, Report IEA-PVPS T13-05:2014
IEA INTERNATIONAL ENERGY AGENCY
PHOTOVOLTAIC POWER SYSTEMS PROGRAMME
42/41

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Quality Assessment of PV Systems by Analysis of System Performance

  • 1. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 1/41 Quality Assessment of PV systems by Analysis of System Performance Wilfried van Sark (Utrecht University) With contributions from Thomas Nordmann (TNC), Achim Woyte (3E), Panos Moraitis (UU), Bhavya Kausika (UU) Webinar, 6 November 2015 TASK 13: PERFORMANCE AND RELIABILITY OF PV SYSTEMS
  • 2. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 2/41 Who am I • Wilfried van Sark, PhD • 30+ years experience in PV – Cells, processing, modeling – Luminescent solar concentrators – Performance analysis • modules, systems – Market and policy research
  • 3. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 3/41 International Energy Agency of the PV Power Systems Programme • 29 members: 24 countries, EC, EPIA/Solar Power Europe, SEPA, SEIA, Copper Alliance • Activities are carried out collaboratively on a country basis along a number of technical and non-technical subjects • Currently, 8 Tasks are active www.iea-pvps.org
  • 4. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 4/41 Present IEA PVPS Tasks • Task 1 - Exchange and dissemination of information on PV power systems • Task 2 - Operational performance, maintenance and sizing of PV power systems and subsystems (concluded 2008) • Task 3 - Use of PV power systems in stand-alone and island applications (concluded 2004) • Task 5 - Grid interconnection of building integrated and other dispersed PV systems (concluded 2001) • Task 6 - Design and operation of modular PV plants for large scale power generation (concluded 1997) • Task 7 - PV power systems in the built environment (concluded 2001) • Task 8 - Very large scale PV power generation systems • Task 9 - Deployment of PV technologies: co-operation with developing countries • Task 10 - Urban Scale PV Applications (concluded 2009) • Task 11 - PV hybrid systems within mini-grids (2013: combined with Task 9) • Task 12 - PV environmental, health & safety activities • Task 13 - PV performance, quality and reliability (2014 - 2017) • Task 14 - High-penetration of PV systems in electricity grids (2014 – 2017) • Task 15 - Acceleration of BIPV (start Nov 2014) • Task 16 – Solar resource management (former SHC Task 46)
  • 5. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 5/41 Relevant PVPS Issues Task13 • Scenario work • Market development and trends • Policy framework • Business models • New technologies and applications • Urban and rural implementation • Large scale deployment • Environmental aspects • Quality and reliability • Grid integration
  • 6. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 6/41 Task 13: Performance and Reliability of Photovoltaic Systems ST 1: Economics of PV System Performance and Reliability ST 2: System Performance and Analysis ST 3: Module Characterisation and Reliability ST 4: Dissemination
  • 7. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 7/41 Webinar • Quality assessment of PV systems can only be properly performed when performance data is available • IEA-PVPS Task13 approach 1. detailed data on selected PV systems across the world 2. statistical analysis of large amounts of two parameters relevant for performance: annual yield, performance ratio Report IEA-PVPS T13-05:2014
  • 8. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 8/41 Content • Motivation • Work from IEA-PVPS Task 13 – Performance database (small sample) – Statistical analysis (large sample) – “Counting the Sun” campaign • Conclusion
  • 9. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 9/41 • PV is becoming a mainstream energy harvesting option End 2014: – 177 GWp capacity – 1% of global electricity production • Optimal performance required Motivation Global PV Evolution 177GW 2014 Have been installed all over the world 1GW MARK 20 countries have now passed the IN 2014 THE TOP 3 WORLD COUNTRIES, WHICH ARE ALSO PART OF THE IEA PVPS PROGRAM WERE: 1 2 3 38,7GW As of the end of 2014 of cumulative PV systems capacity at the end of 2014 and 5 countries installed at least 1 GW in 2014 (compared to 9 in 2013).and only in 2014 Have been installed in the world 7,9% 7,6% 7,1% 19 COUNTRIES IN THE WORLD NOW HAVE AT LEAST ENOUGH PV TO COVER 1% OF THEIR ANNUAL ELECTRICITY DEMAND WITH PV. TOP3 IEA PVPS COUNTRIES WITH MORE THAN 1 GW INSTALLED NON IEA PVPS COUNTRIES WITH A SIGNIFICANT PV MARKET IEA PVPS COUNTRIES WITH LESS THAN 1 GW INSTALLED 1%OF THE WORLD ELECTRICITY GENERATION IS NOW COVERED WITH PV AND South-Africa India UK Chile IEA PVPS countries ITALY GREECE GERMANY IEA PVPS snapshot
  • 10. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 10/41 • Do we know “How well is PV serving the world?” • Do good promises lead to good performance (= quality)? Motivation Without data we cannot address performance
  • 11. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 11/41 Performance in climate zones? [Peel,2007]
  • 12. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 12/41 Motivation Shade is one reason for lower performance (inverter MPP) 0 5 10 15 20 25 30 35 0 1 2 3 4 5 6 7 8 Netting, row shade Voltage (V) Current(A) no shade 3 BPD 6 BPD 12 BPD 20 BPD 60 BPD [Pannebakker,2014]
  • 13. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 13/41 Monitoring Data: What to Measure? PR IC Array capture losses IS System losses PV array Inverter GridGI VDC IDC PDC VAC IAC PAC yr Reference yield yA Array yield yf System yield Tamb , T mod , SW © [Woyte,2014] Too complex for residential system owner
  • 14. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 14/41 Field performance analysis T13 1: Analytical approach: • collecting and analyzing validated datasets in public database (e.g., monthly PR) 2: Statistical approach: • collecting huge amounts of system data from participants and using web scraping techniques followed by analyses
  • 15. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 15/41 Master DB wwwInterface userinterface Performance Data Base T13/2.1/ Topology (10-2011 - 2017 ) Export numeric info plant, several monitoring years … T13 Expert database input tool, since: 5-2011 graphic infos XY Info evaluation direct www access with browser T13 partner database input tool Task 13/2.1 mail www www mail online since: 10-2011 Quality Control Operator T13/1 mail
  • 16. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 16/41 Screen shot input tool
  • 17. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 17/41 PVPS Performance Data Base http://www.iea-pvps.org www.iea-pvps.org
  • 18. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 18/41 Pending: NL, AUS, IT, GER
  • 19. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 19/41 Example of automated analysis in the DB
  • 20. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 20/41 Analysing groups of PV systems using filter criteria  Performance is improved
  • 21. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 21/41 Analysing groups of PV systems using filter criteria
  • 22. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 22/41 Performance ratio is going up IEA – PVPS Task 2 [Nordmann, 2007] German systems: PR from ~60% to >80% [Reich, 2012] Is 90% the maximum?!
  • 23. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 23/41 Want to contribute? • We are always seeking for more data • Requirements – Validated operational and system data – Input using input tool – Interested: mail me w.g.j.h.m.vansark@uu.nl
  • 24. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 24/41 2: statistical analysis • Performance has been increasing in the past decades • Still, reasons for lower performance than expected (or promised) are difficult to detect – due to insufficient monitoring of 1-5 kWp residential systems in particular
  • 25. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 25/41 Statistical approach data per system size bins (<1 kWp -- >10 MWp) supplied per region/country: • Annual Yield (AC) kWh/y/installed kWp as a function of location, climate zone • Annual average performance ratio PR Use measured irradiance from local sensor or satellite data • Degradation rate For plants in the field for a 5-year period (if possible) Focus on annual data is what the customer needs to know
  • 26. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 26/41 Example: Statistical analysis Italy • Example size bin: 10-100 kWp, installed in 2007, full year measurements for 2008-2012 (5 years) • Courtesy: Francesca Tilli (GSE) [T13 participant]
  • 27. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 27/41 Italy All years averaged Larger systems somewhat better performing # systems North: 58 Central: 48 South: 48
  • 28. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 28/41 2: statistical analysis: data mining • Market is introducing web tools for system owners to share monitor data, e.g., SolarLog • Objective is to analyze PV performance data obtained by web scraping techniques that collect and organize these data automatically in databases • “What you see, is what you can extract” [Legal] • Developed Python scripts • Accuracy?
  • 29. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 29/41 Results Country Samples System Size kWp Netherlands 728 11.1 Germany 764 15.6 Italy 532 13.1 France 325 15.1 Belgium 565 6.5 GER ITA NL FRA BEL P M A
  • 30. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 30/41 Results: annual yield Yearly variation between 2011-2013 from 2-11% NL GER BEL ITA FRA 2011 2012 2013
  • 31. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 31/41 Country 2011 2012 2013 Germany North 979±153 937±126 882±109 South 1081±154 1044±121 992±125 France North 1030±362 993±201 959±154 South 1099±96 1092±224 1103±166 Italy North 1219±170 1177±157 1094±148 South 1352±113 1337±199 1288±203 South: +6-18% FRA GER ITA Annual yield (kWh/kWp) ±(stdev)
  • 32. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 32/41 Results: NL Geographical Variation Region PR Annual Yield kWh/kWp Irradiation kWh/kWp Coast 79.3+/-2% 895+/-21 1165 Mainland 77.1+/-2% 833+/-19 1021 Temperature, wind ?
  • 33. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 33/41 Annualyield2014 Netherlands Belgium Germany France Italy 1000 kWh/kWp Moraitis, Van Sark PVSC 42, 2015
  • 34. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 34/41 GIS mapping of yield 2014
  • 35. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 35/41 ongoing link with climate zones to be done
  • 36. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 36/41 Example: “Counting the Sun” • Dutch Solar Days 2014 (May 12 – May 18) • Awareness campaign “How well is my system doing” • Social media, national television show “Kassa”  >5000 systems spread over the country  “citizen science” average weekly yield 33.4 kWh/kWp considerable spread
  • 37. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 37/41 Example: “Counting the Sun” • Most systems are performing well • Average performance ratio 0.74±0.10 • NO geographical variation in performance ratio • Some 10% of participants indicated some form of shade, performance ratio: 0.70±0.10. irradiation yield performance ratio
  • 38. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 38/41 Conclusions • Obviously, without DATA one cannot say anything about PERFORMANCE (=quality) • PV system performance is increasing, however practical example shows otherwise (PR=0.74) • Link with climate zones to be established (IEC-TC82, standard modifications?)
  • 39. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 39/41 Conclusions Reliability? = continuously high PR • IEA PVPS Task 13 – Collecting and analyzing data – From participants – Statistical analysis, web scraping • Irradiation data needed (JRC) Please join or contribute
  • 40. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 40/41 Thank you for listening! Q&A http://www.iea-pvps.org/index.php?id=57
  • 41. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 41/41 Reports by IEA PVPS Task 13 http://www.iea-pvps.org/index.php?id=57 1. Review of Failures of Photovoltaic Module, Report IEA-PVPS T13-01:2014 2. Analytical Monitoring of Grid-connected Photovoltaic Systems - Good Practices for Monitoring and Performance Analysis, Report IEA-PVPS T13-03: 2014 3. Characterisation of Performance of Thin-film Photovoltaic Technologies, Report IEA- PVPS T13-02:2014 4. Degradation Behaviour of PV Modules under Different Accelerated Stress Conditions Based on Stress Conditions Evaluated from Real-time Outdoor Testing, Report IEA- PVPS T13-04: 2014 5. Analysis of Long-Term Performance of PV Systems - Different Data Resolution for Different Purposes,, Report IEA-PVPS T13-05:2014
  • 42. IEA INTERNATIONAL ENERGY AGENCY PHOTOVOLTAIC POWER SYSTEMS PROGRAMME 42/41