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More Accurate Module Performance
Predictions Using A New Model
Based on IEC-61853 Data
Janine Freeman
7th PV Performance Modeling Workshop
Canobbio, Switzerland
March 30, 2017
2
Free software that enables detailed
performance and economic analysis for
renewable energy systems
System Advisor Model (SAM)
http://sam.nrel.gov/download
Technologies
Photovoltaics,
Detailed & PVWatts
Battery Storage
Concentrating solar power
Wind
Geothermal
Biomass
Solar water heating
Financials
Behind-the-meter
residential
commercial
Power purchase agreements
single owner
equity flips
sale-leaseback
Simple LCOE calculator
System Advisor Model
3
Irradiance
Transposition using Isotropic, HDKR, or Perez
Measured plane of array (POA) input
Shading
Irregular obstruction shading from 3D scene
Self-shading for regularly spaced rows
External input from SunEye, Solar Pathfinder
Snow cover loss model
Module
Simple efficiency model
Single diode model (CEC database or datasheet)
Extended single diode model (for IEC-61853 tests)
Sandia PV Array Performance Model
Inverter
Sandia/CEC grid-tied inverter model
Datasheet part-load efficiency curve
System
Sizing wizard or electrical layout
Multiple subarrays
Fixed, 1 axis, backtracking, azimuth axis, 2 axis
Battery storage
Degradation
Extrapolated single year
Lifetime simulation of all years
Simulation
1 minute to 1 hour time steps
Detailed photovoltaic model
֍
System Advisor Model
4
Stochastic Model for PV System Reliability & Performance
System Advisor Model
Coming soon: a newly
developed Beta version of the
Photovoltaic Reliability
Performance Model (PVRPM)
that has been implemented in
SAM.
This model samples failure
distributions for components in
a PV system and predicts
failure times, replacement
costs, and performance/cost
impacts for a more realistic
representation of LCOE of PV
systems.
IEC-61853 Module Model
6
Background System Advisor Model
Single diode model
Great at STC, but what about all these conditions?
7
Estimating Parameters at Any Condition System Advisor Model
8
Estimating Parameters at Any Condition System Advisor Model
9
Map Boundaries System Advisor Model
If desired operating
condition is…
• sufficiently near edge of
convex hull defined by
test points, nearest
known point used
• Too far away, model
reverts to standard
single diode model
equations
֍
10
Comparison with 6 Parameter Model System Advisor Model
11
Comparison with 6 Parameter Model System Advisor Model
88% reduction in error on average across 20 modules
Where can I get the new model?
13
• Desktop Application
• Advanced Analysis Features
o Parametric
o Stochastic
o P50/P90
• Built-in Scripting Language
• Macros
• Software Development Kit (SDK)
o C/C++
o Matlab
o Python
o C#
o Java
• Web Services API (PVWatts Only)
How can you access SAM models? System Advisor Model
Dobos, A.; Freeman, J.: Significant Improvement in PV
Module Performance Prediction Accuracy Using a New
Model Based on IEC-61853 Data, forthcoming
14
This summer, we will be open-sourcing the SAM project under a permissive
license.
• Ultimate code transparency
• Ability for users to modify/add capabilities to better suit their particular
modeling needs
• Greater collaboration with industry through user contributions
Open-Sourcing SAM System Advisor Model
Our team
Janine Freeman Project lead, PV and wind models
Nick DiOrio Software architecture, Battery storage models
Steve Janzou Programming, financial structures (subcontractor)
Paul Gilman User support and documentation (subcontractor)
Ty Neises Concentrating solar power models
Mike Wagner Concentrating solar power models
Nate Blair Emeritus lead, financials, costs, systems
http://sam.nrel.gov
System Advisor Model

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More Accurate PV Module Performance Using New IEC Model

  • 1. More Accurate Module Performance Predictions Using A New Model Based on IEC-61853 Data Janine Freeman 7th PV Performance Modeling Workshop Canobbio, Switzerland March 30, 2017
  • 2. 2 Free software that enables detailed performance and economic analysis for renewable energy systems System Advisor Model (SAM) http://sam.nrel.gov/download Technologies Photovoltaics, Detailed & PVWatts Battery Storage Concentrating solar power Wind Geothermal Biomass Solar water heating Financials Behind-the-meter residential commercial Power purchase agreements single owner equity flips sale-leaseback Simple LCOE calculator System Advisor Model
  • 3. 3 Irradiance Transposition using Isotropic, HDKR, or Perez Measured plane of array (POA) input Shading Irregular obstruction shading from 3D scene Self-shading for regularly spaced rows External input from SunEye, Solar Pathfinder Snow cover loss model Module Simple efficiency model Single diode model (CEC database or datasheet) Extended single diode model (for IEC-61853 tests) Sandia PV Array Performance Model Inverter Sandia/CEC grid-tied inverter model Datasheet part-load efficiency curve System Sizing wizard or electrical layout Multiple subarrays Fixed, 1 axis, backtracking, azimuth axis, 2 axis Battery storage Degradation Extrapolated single year Lifetime simulation of all years Simulation 1 minute to 1 hour time steps Detailed photovoltaic model ֍ System Advisor Model
  • 4. 4 Stochastic Model for PV System Reliability & Performance System Advisor Model Coming soon: a newly developed Beta version of the Photovoltaic Reliability Performance Model (PVRPM) that has been implemented in SAM. This model samples failure distributions for components in a PV system and predicts failure times, replacement costs, and performance/cost impacts for a more realistic representation of LCOE of PV systems.
  • 6. 6 Background System Advisor Model Single diode model Great at STC, but what about all these conditions?
  • 7. 7 Estimating Parameters at Any Condition System Advisor Model
  • 8. 8 Estimating Parameters at Any Condition System Advisor Model
  • 9. 9 Map Boundaries System Advisor Model If desired operating condition is… • sufficiently near edge of convex hull defined by test points, nearest known point used • Too far away, model reverts to standard single diode model equations ֍
  • 10. 10 Comparison with 6 Parameter Model System Advisor Model
  • 11. 11 Comparison with 6 Parameter Model System Advisor Model 88% reduction in error on average across 20 modules
  • 12. Where can I get the new model?
  • 13. 13 • Desktop Application • Advanced Analysis Features o Parametric o Stochastic o P50/P90 • Built-in Scripting Language • Macros • Software Development Kit (SDK) o C/C++ o Matlab o Python o C# o Java • Web Services API (PVWatts Only) How can you access SAM models? System Advisor Model Dobos, A.; Freeman, J.: Significant Improvement in PV Module Performance Prediction Accuracy Using a New Model Based on IEC-61853 Data, forthcoming
  • 14. 14 This summer, we will be open-sourcing the SAM project under a permissive license. • Ultimate code transparency • Ability for users to modify/add capabilities to better suit their particular modeling needs • Greater collaboration with industry through user contributions Open-Sourcing SAM System Advisor Model
  • 15. Our team Janine Freeman Project lead, PV and wind models Nick DiOrio Software architecture, Battery storage models Steve Janzou Programming, financial structures (subcontractor) Paul Gilman User support and documentation (subcontractor) Ty Neises Concentrating solar power models Mike Wagner Concentrating solar power models Nate Blair Emeritus lead, financials, costs, systems http://sam.nrel.gov System Advisor Model