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25 pvpmc workshop(u iowa)
1. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Ray Tracing Models for Bifacial PV
Performance
Amir Asgharzadeh Shishavan, Fatima Toor
Electrical and Computer Engineering Department
University of Iowa
May 10, 2017
2. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Agenda
Analysis of the impact of installation parameters and system
size on bifacial gain and energy yield of PV systems
RADIANCE PV modeling
Combined effect of tilt angle, height, and albedo
Effect of the system size
Simulation of Sandia’s Fixed-Tilt String-Level Arrays
Results and analysis
Conclusions and next steps
2
3. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
RADIANCE PV Modeling
We modeled the PV systems using RADIANCE, which is a simulation software to
compute the radiance profile of physical systems by ray-tracing methods
This study approximates the Perez direct and diffuse model [1]
In our model, we utilized the dimensions and electrical characteristics of Prism Solar’s
Bi60-368BSTC bifacial module (front and backside efficiencies of 17.4% and 15.6%,
respectively, which is equivalent to a bifaciality of ~90%)
TMY3 weather (hourly) data for Albuquerque, NM was used to acquire global
horizontal irradiance (GHI), diffuse horizontal irradiance (DHI) and direct normal
irradiance (DNI)
Azimuth and zenith angles (also hourly data) were derived from PV_LIB Toolbox
3
[1] R. Perez, R. Seals, and J. Michalsky, "All-weather model for sky luminance distribution - preliminary configuration and validation," Solar Energy, vol. 50, pp.
235-245, Mar 1993.
4. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
RADIANCE PV Modeling
Single moduleA row consisting of
five modules
Five rows, each with five modules
4
Three south-facing PV system configurations were considered
5. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
RADIANCE PV Modeling
Installation parameters
h: Height (0.1m to 3m)
θ: Tilt angle (10º to 90º)
α: Albedo (21% , 43% , 81%)
We ran hourly simulations sweeping parameters mentioned above around
three important dates of the year: summer solstice, winter solstice and fall
equinox
θ
h α
5
6. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Agenda
Analysis of the impact of installation parameters and system
size on bifacial gain and energy yield of PV systems
RADIANCE PV modeling
Combined effect of tilt angle, height, and albedo
Effect of the system size
Simulation of Sandia’s Fixed-Tilt String-Level Arrays
Results and analysis
Conclusions and next steps
6
7. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Combined Effect of Tilt angle, Height and
Albedo – Energy yield
7
Summer Solstice
8. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Combined Effect of Tilt angle, Height and
Albedo – Energy yield
8
Fall Equinox
9. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Combined Effect of Tilt angle, Height and
Albedo – Energy yield
9
Winter Solstice
10. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Combined Effect of Tilt angle, Height and
Albedo – Bifacial Gain
10
Summer Solstice
𝐵𝐺𝐸 ≡
𝐸 𝑏
𝐸 𝑚
− 1
(𝐸 𝑏 and 𝐸 𝑚 are energy yield for bifacial
and monofacial cases respectively)
11. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Combined Effect of Tilt angle, Height and
Albedo – Bifacial Gain
11
Fall Equinox
𝐵𝐺𝐸 ≡
𝐸 𝑏
𝐸 𝑚
− 1
(𝐸 𝑏 and 𝐸 𝑚 are energy yield for bifacial
and monofacial cases respectively)
12. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Combined Effect of Tilt angle, Height and
Albedo – Bifacial Gain
12
Winter Solstice
𝐵𝐺𝐸 ≡
𝐸 𝑏
𝐸 𝑚
− 1
(𝐸 𝑏 and 𝐸 𝑚 are energy yield for bifacial
and monofacial cases respectively)
13. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Agenda
Analysis of the impact of installation parameters and system
size on bifacial gain and energy yield of PV systems
RADIANCE PV modeling
Combined effect of tilt angle, height, and albedo
Effect of the system size
Simulation of Sandia’s Fixed-Tilt String-Level Arrays
Results and analysis
Conclusions and next steps
13
14. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
RADIANCE PV Modeling
Single moduleA row consisting of
five modules
Five rows, each with five modules
14
Three south-facing PV system configurations were considered
15. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Effect of the System Size
Energy yield with optimum tilt angle, height of 1.5 m and albedo of 21%
Increase in the system size results in decrease in the performance
Middle module in multi-row bifacial array generates about 7% less energy comparing
with single module on summer solstice, 6 % on fall equinox and 5 % on winter
solstice.
15
16. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Agenda
Analysis of the impact of installation parameters and system
size on bifacial gain and energy yield of PV systems
RADIANCE PV modeling
Combined effect of tilt angle, height, and albedo
Effect of the system size
Simulation of Sandia’s Fixed-Tilt String-Level Arrays
Results and analysis
Conclusions and next steps
16
17. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Sandia’s Fixed-Tilt String-Level Arrays
Four rows at 15˚, 25˚, 35˚, and 45˚ tilt
Each row has two strings of 8 modules (one monofacial and one bifacial)
Two types of bifacial modules are used :
Prism Solar
Sunpreme
17
18. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
RADIANCE Simulation
Each row has 2 reference cells (top and bottom)
for backside and one reference cell for front side
We simulated both front side and backside
irradiance using RADIANCE modeling
Simulated data was compared to field
measurements for a partially cloudy day
(September 25, 2016)
18
Top reference cell
Bottom reference cell
19. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Simulated Scene with RADIANCE
S15 S25
S35 S45
19
20. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Simulated Scene with RADIANCE -top view
244 cm
191 cm
305 cm
S15
S25
S35
S45
20
21. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
RMSD and NRMSD
Calculated RMSD (Root mean square deviation) and Normalized RMSD
(NRMSD) for backside simulations to compare the simulated data with
measured data
NRMSD =
𝑅𝑀𝑆𝐷
𝑥1,𝑚𝑎𝑥 − 𝑥1,𝑚𝑖𝑛
𝑥1 ∶ 𝑚𝑒𝑎𝑠𝑢𝑟𝑒𝑑 𝑖𝑟𝑟𝑎𝑑𝑖𝑎𝑛𝑐𝑒
𝑥2 ∶ 𝑠𝑖𝑚𝑢𝑙𝑎𝑡𝑒𝑑 𝑖𝑟𝑟𝑎𝑑𝑖𝑎𝑛𝑐𝑒
n : number of data
21
22. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Front side Irradiance
Measured
Ref. cell simulation
Simulated and measured data match very well (NRMSD~2.5%, RMSD~25 𝑊/𝑚2)
22
23. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
First row (Tilt = 15˚) – Backside
Simulation data has NRMSD value of 4.6% and 11.6% for top and bottom ref. cells
respectively
The highest non-uniformity among the rows
23
Measured-top
Ref. cell simulation
Measured-bottom
24. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Second row (Tilt=25˚) - Backside
Simulation data has NRMSD value of 4.4% and 5.2% for top and bottom ref. cells
respectively
RMSD (NRMSD) values for the second row is lower than for the first row, which
shows it has better match with the measured data
24
Measured-top
Ref. cell simulation
Measured-bottom
25. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Third row (Tilt=35˚) - Backside
Simulation data has NRMSD value of 5.6% and 4.8% for top and bottom ref. cells
respectively
25
Measured-top
Ref. cell simulation
Measured-bottom
26. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Fourth row (Tilt=45˚) - Backside
Simulation data has NRMSD value of 4.2% and 7.8% for top and bottom ref. cells
respectively
The least non-uniformity among the rows
26
Measured-top
Ref. cell simulation
Measured-bottom
27. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Agenda
Analysis of the impact of installation parameters and system
size on bifacial gain and energy yield of PV systems
RADIANCE PV modeling
Combined effect of tilt angle, height, and albedo
Effect of the system size
Simulation of Sandia’s Fixed-Tilt String-Level Arrays
Results and analysis
Conclusions and next steps
27
28. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop
Conclusions and Next Steps
Installation parameters (tilt angle, height and albedo) impact the energy yield
and bifacial gain of bifacial PV systems in a complex manner
System size impacts the performance of the system (Energy yield of a large
array with ground albedo of 21% can decrease up to 7% comparing to a
single module)
Simulation of Sandia’s fixed-tilt string-level arrays shows a good match
between the simulated data and field measurements
The next steps for the project include compare simulation and measurement
data for different sky and weather conditions and consider the impact of
shading on bifacial gain as a function of the time of the day
28
29. May 15, 2017 8th PV Performance Modeling and Monitoring Workshop 29
Thanks for your attention
Any Questions?
Hinweis der Redaktion
For Summer solstice, BGE increases with increasing the tilt angle
For Fall equinox, we observe that at lower albedo values, without considering module height, BGE increases by increasing the tilt angle. However, for high albedos, the trend is different
For Winter solstice, BGE decreases with increasing the tilt angle
The next steps for the project are reducing the simulation time using different methods and developing a graphical user interface software to estimate the performance of the bifacial PV systems