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DATE: 6-8 July 2023
Technically Co-Sponsored by: IEEE Electronics Packaging Society
Organized By: Indian Institute of Technology, Delhi, India
โ€œOptimal Design and Performance Evaluation of Software-defined Solar PV Systemsโ€
Paper ID: 2268
Md. Abu Baker Siddiki Abir
Graduate Student
Institute of Information and Communication Technology
Khulna University of Engineering & Technology (KUET)
Khulna-9203, Bangladesh
Nushrat Jahan
Graduate Student
Energy Science and Engineering (ESE)
Khulna University of Engineering & Technology (KUET)
Khulna-9203, Bangladesh
Author Co-Author
THE 14th INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND
NETWORKING TECHNOLOGIES (ICCCNT)
OUTLINES
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 1/21
1
3
4
5
6
7
8
2
INTRODUCTION
OBJECTIVES OF THIS STUDY
PERFORMANCE EVALUATION
FINAL OUTCOMES
FUTURE WORKS
CONTRIBUTIONS
PROPOSED ARCHITECTURE
STSTEM MODEL
INTRODUCTION
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 2/21
Rising Energy
Demand
Energy Crisis
Fossil Fuel
Dependency
Renewable
Energy
โ€ขWorldโ€™s population is growing
โ€ขCities become populated
โ€ขIncreasing industrialization
โ€ขLiving standard is developing
๏‚งIncreases of energy demand
๏‚งAbrupt decrease of fossil energy in supply
๏‚งDemand for energy exceeds the availability
๏ƒ˜High energy density
๏ƒ˜Dominating the world's energy supply
๏ƒ˜They are ready-made
BUT FOSSIL FUEL WILL BE RUN OUTโ€ฆโ€ฆ
INTRODUCTION (Cont..)
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 3/21
Transition to Solar Energy
Type: Solar, wind, hydropower, geothermal
energy, and so onโ€ฆ
๏ƒ˜ Solar energy is sustainable, renewable
๏ƒ˜ Moreover:
๏ถ Reduce climate change
๏ถ Environmental advantages
๏ถ Energy security
๏ถ Long-term sustainability
๏ถ Utilizes abundant, clean energy sources
Fig 1. Different types of renewable energy resources [1].
INTRODUCTION (Cont..)
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 4/21
WHAT IS SOLAR PV PANEL?
๏ƒผ Solar PV panels are those devices which
are used to absorb the sun's rays and
convert them into electricity
๏ƒผ When the sun shines onto a solar panel,
energy from the sunlight is absorbed by
the PV cells in the panel
๏ƒผ This energy creates electrical charges
that move in response to an internal
electrical field in the cell, causing
electricity to flow Fig 2. Solar PV Panel [2].
INTRODUCTION (Cont..)
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 5/21
WHY PV SOLAR TRACKER?
๏ƒ˜PV solar trackers adjust the direction
that a solar panel is facing according to
the position of the Sun.
๏ƒ˜By keeping the panel perpendicular to
the Sun, more sunlight strikes the solar
panel, less light is reflected, and more
energy is absorbed.
Fig 3. Solar PV Panel with solar tracker [3].
INTRODUCTION (Cont..)
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 6/21
CHALLENGES IN CONVENTIONAL PV SOLAR TRACKER?
๏ƒ˜ Addition hardware and components
๏ƒ˜ Tracking accuracy
๏ƒ˜ Addition power consumption
๏ƒ˜ Scalability and reliability
INTRODUCTION (Cont..)
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 7/21
WHAT IS SOFTEARE-DEFINED NETWORKING (SDN)?
SDN describes an architecture that separates
the network control plane and the data plane,
aiming to simplify and improve network
control
Fig. 4. Architecture of SDN.
INTRODUCTION (Cont..)
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 8/21
Centralized Control
Programmability
Remotely configuration and
management
Scalability
Better network security
Enhanced flexibility, agility, and
reliability
Fig. 5. SDN vs Traditional Networking.
WHY SDN?
OBJECTIVES OF THIS STUDY
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 9/21
Enhance the overall performance, reliability, and efficiency of the solar system
through SDN-enabled tracking system
To Develop a software-defined framework for solar photovoltaic (PV) panels
To Develop a robust algorithm to track the solar panel's maximum power point
(MPP)
To Investigate the electrical properties of the solar PV cell, such as current-
voltage (I-V) and power-voltage (P-V) characteristics
CONTRIBUTIONS
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 10/21
A simulation-based analysis is performed to evaluate the I-V and P-V
characteristics of the proposed framework
A software-defined solar PV panel is proposed to capture the maximum
solar radiation
A robust panel adjustment algorithm (RPA) is proposed to track the
maximum power point (MPP)
PROPOSED ARCHITECTURE
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 11/21
Fig 5. Architecture of the proposed model.
SYSTEM MODEL
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 12/21
Fig. 7. Block Diagram of the proposed model.
SYSTEM MODEL (Cont.)
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 13/21
๐‘ฐ๐’‘๐’‰ = ๐‘ฐ๐’”๐’„ + ๐‘ฒ๐’Š ๐‘ป โˆ’ ๐Ÿ๐Ÿ—๐Ÿ– ร—
๐‘ฎ
๐Ÿ๐ŸŽ๐ŸŽ๐ŸŽ
(๐Ÿ)
๐‘ฐ๐’๐’–๐’•๐’‘๐’–๐’• = ๐‘ฐ๐’‘๐’‰ โˆ’ ๐‘ฐ๐ŸŽ ๐’†๐’™๐’‘
๐‘ฝ + ๐‘ฐ๐‘น๐’”
๐’. ๐‘ฝ๐’•
โˆ’ ๐Ÿ โˆ’
๐‘ฝ + ๐‘ฐ. ๐‘น๐’”
๐‘น๐’”๐’‰
(๐Ÿ)
๐‘ฝ๐’• =
๐’Œ๐‘ป
๐’’
(๐Ÿ‘)
๐‘ฝ๐’๐’„ = ๐’. ๐‘ฝ๐’•. ๐’๐’
๐‘ฐ๐’‘๐’‰
๐‘ฐ๐ŸŽ
+ ๐Ÿ + ๐‘น๐’‘๐’” ๐‘ฐ๐’‘๐’‰ (๐Ÿ’)
๐‘ฐ๐’”๐’„ = ๐‘ฐ๐’‘๐’‰ โˆ’ ๐‘ฐ๐ŸŽ[๐’†๐’™๐’‘
๐‘ฝ๐’๐’„
๐’. ๐‘ฝ๐’•
โˆ’ ๐Ÿ] (๐Ÿ“)
MATHEMATICAL FORMULA Symbol Name of the parameter
๐‘ฐ๐ŸŽ Reverse saturation current
๐‘ฐ๐’‘๐’‰ Photocurrent
๐‘ฐ๐’๐’–๐’•๐’‘๐’–๐’• Output current
๐‘ฐ๐’”๐’„ Short-circuit current
๐‘ฝ๐’๐’„ Open-circuit voltage
๐‘ฝ๐’• Thermal voltage
๐‘น๐’” Series resistance
๐‘น๐’”๐’‰ Shunt resistance
๐‘ฎ Irradiance level
๐‘ป Temperature
๐‘ฒ๐’Š Temperature coefficient
Table 1. Notations used in the analysis
SYSTEM MODEL (Cont.)
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 14/21
Key performance indicators Value of the parameters
Ambient Temperature, T 25oC
Electronโ€™s charge, q 1.6x10-19C
Boltzmann's constant, k 1.38x10-23J/K
Ideality factor of the diode, n 1.36
Number of cells connected in series, Ns 50
Resistance in series, Rs 0.672ohms
Shunt's resistance, Rp 359.72ohms
Voltage in open circuit, ๐‘‰๐‘œ๐‘ 0.6V(per cell)
Current in short circuit, ๐ผ๐‘ ๐‘ 7.5 A
Table 2. Design parameters of the proposed model
PLATFORM
MATLABโ€™S SIMULINK module
SYSTEM MODEL (CONT..)
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 12/20
PROPOSED RPA ALGORITHM
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 15/21
Fig. 8. Flow chat of the proposed algorithm.
Robust Panel Adjustment Algorithm
Step 1: Begin with system initialization
Step 2: Obtaining information from solar sensors.
Step 3: SDN system receives the information via a wireless
link
Step 4: SDN analyzes information in real-time
Step 5: Solar panel's orientation deviates from perpendicular
to the sun's radiation?
Step 6: if yes then SDN controller provides a control signal to
change the panel position
Step 7: if no the MPP is measured
Step 8: Repeat Step 1.
PERFOMANCE EVALUATION
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 16/21
Fig. 9. The variation of solar radiation during the sample day.
๏ƒ˜ The hourly sun irradiation
information in Khulna City,
Bangladesh, is depicted in Fig. 4
on May 23, 2023 [19].
๏ƒ˜ It is seen that the proposed
framework outperforms the
existing tracking system by 22%
PERFOMANCE EVALUATION (Cont.)
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 17/21
Fig. 10. Impact of (a) variations in maximum irradiance for I-V characteristics and (b) variations in average
irradiance for I-V characteristics.
(a) (b)
PERFOMANCE EVALUATION (Cont.)
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 18/21
Fig. 11.Impact of (a) variations in maximum irradiance for P-V characteristics and(b) variations in average irradiance
for P-V characteristics.
(a) (b)
FINAL OUTCOMES
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 19/21
An autonomous and dynamic tracking platform for solar PV panels has
been achieved
The maximum intensity of the sun radiation throughout the day has
been captured
Electrical parameters such as I-V and P-V characteristics of the solar cell
has been increased by 22% compared to the convention tracker
An RPA algorithm based real-time tracking mechanism has been
achieved
FUTURE WORKS
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 20/21
Artificial intelligence based algorithms can be applied.
Performance analysis for different seasons.
REFERENCES
PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 21/21
J. L. Holechek, H. M. E. Geli, M. N. Sawalhah, and R. Valdez, "A Global Assessment: Can Renewable Energy Replace Fossil Fuels
by 2050?," Sustainability, vol. 14, no. 8, p. 4792, 2022.
N. M. Haegel and S. R. Kurtz, "Global Progress Toward Renewable Electricity: Tracking the Role of Solar," IEEE Journal of
Photovoltaics, vol. 11, no. 6, pp. 1335-1342, 2021.
Singh, S. Lee, D. Irwin, and P. Shenoy, "SunShade: Software-defined Solar Systems," in Proc. Seventh International Conference
on Future Energy Systems Poster Sessions (e-Energy '16), New York, NY, USA, 2016.
J. Xie, D. Guo, C. Qian, L. Liu, B. Ren, and H. Chen, "Validation of Distributed SDN Control Plane Under Uncertain Failures,"
IEEE/ACM Transactions on Networking, vol. 27, no. 3, pp. 1234-1247, 2019.
B. K. Dey, I. Khan, N. Mandal, and A. Bhattacharjee, "Mathematical Modelling and Characteristic Analysis of Solar PV Cell," in
Proc. IEEE 7th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON), Vancouver, BC,
Canada, 2016.
"SunCalc Sun Position Und Sun Phases Calculator," in SunCalc, www.suncalc.org/#/33.7748,27.839,3/2023.05.30/21:39/1/3,
Accessed on 23 May 2023
[1]
[2]
[3]
[4]
[5]
[6]
Optimal Design and Performance Evaluation of Software-defined Solar PV Systems

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Optimal Design and Performance Evaluation of Software-defined Solar PV Systems

  • 1. DATE: 6-8 July 2023 Technically Co-Sponsored by: IEEE Electronics Packaging Society Organized By: Indian Institute of Technology, Delhi, India โ€œOptimal Design and Performance Evaluation of Software-defined Solar PV Systemsโ€ Paper ID: 2268 Md. Abu Baker Siddiki Abir Graduate Student Institute of Information and Communication Technology Khulna University of Engineering & Technology (KUET) Khulna-9203, Bangladesh Nushrat Jahan Graduate Student Energy Science and Engineering (ESE) Khulna University of Engineering & Technology (KUET) Khulna-9203, Bangladesh Author Co-Author THE 14th INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT)
  • 2. OUTLINES PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 1/21 1 3 4 5 6 7 8 2 INTRODUCTION OBJECTIVES OF THIS STUDY PERFORMANCE EVALUATION FINAL OUTCOMES FUTURE WORKS CONTRIBUTIONS PROPOSED ARCHITECTURE STSTEM MODEL
  • 3. INTRODUCTION PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 2/21 Rising Energy Demand Energy Crisis Fossil Fuel Dependency Renewable Energy โ€ขWorldโ€™s population is growing โ€ขCities become populated โ€ขIncreasing industrialization โ€ขLiving standard is developing ๏‚งIncreases of energy demand ๏‚งAbrupt decrease of fossil energy in supply ๏‚งDemand for energy exceeds the availability ๏ƒ˜High energy density ๏ƒ˜Dominating the world's energy supply ๏ƒ˜They are ready-made BUT FOSSIL FUEL WILL BE RUN OUTโ€ฆโ€ฆ
  • 4. INTRODUCTION (Cont..) PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 3/21 Transition to Solar Energy Type: Solar, wind, hydropower, geothermal energy, and so onโ€ฆ ๏ƒ˜ Solar energy is sustainable, renewable ๏ƒ˜ Moreover: ๏ถ Reduce climate change ๏ถ Environmental advantages ๏ถ Energy security ๏ถ Long-term sustainability ๏ถ Utilizes abundant, clean energy sources Fig 1. Different types of renewable energy resources [1].
  • 5. INTRODUCTION (Cont..) PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 4/21 WHAT IS SOLAR PV PANEL? ๏ƒผ Solar PV panels are those devices which are used to absorb the sun's rays and convert them into electricity ๏ƒผ When the sun shines onto a solar panel, energy from the sunlight is absorbed by the PV cells in the panel ๏ƒผ This energy creates electrical charges that move in response to an internal electrical field in the cell, causing electricity to flow Fig 2. Solar PV Panel [2].
  • 6. INTRODUCTION (Cont..) PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 5/21 WHY PV SOLAR TRACKER? ๏ƒ˜PV solar trackers adjust the direction that a solar panel is facing according to the position of the Sun. ๏ƒ˜By keeping the panel perpendicular to the Sun, more sunlight strikes the solar panel, less light is reflected, and more energy is absorbed. Fig 3. Solar PV Panel with solar tracker [3].
  • 7. INTRODUCTION (Cont..) PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 6/21 CHALLENGES IN CONVENTIONAL PV SOLAR TRACKER? ๏ƒ˜ Addition hardware and components ๏ƒ˜ Tracking accuracy ๏ƒ˜ Addition power consumption ๏ƒ˜ Scalability and reliability
  • 8. INTRODUCTION (Cont..) PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 7/21 WHAT IS SOFTEARE-DEFINED NETWORKING (SDN)? SDN describes an architecture that separates the network control plane and the data plane, aiming to simplify and improve network control Fig. 4. Architecture of SDN.
  • 9. INTRODUCTION (Cont..) PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 8/21 Centralized Control Programmability Remotely configuration and management Scalability Better network security Enhanced flexibility, agility, and reliability Fig. 5. SDN vs Traditional Networking. WHY SDN?
  • 10. OBJECTIVES OF THIS STUDY PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 9/21 Enhance the overall performance, reliability, and efficiency of the solar system through SDN-enabled tracking system To Develop a software-defined framework for solar photovoltaic (PV) panels To Develop a robust algorithm to track the solar panel's maximum power point (MPP) To Investigate the electrical properties of the solar PV cell, such as current- voltage (I-V) and power-voltage (P-V) characteristics
  • 11. CONTRIBUTIONS PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 10/21 A simulation-based analysis is performed to evaluate the I-V and P-V characteristics of the proposed framework A software-defined solar PV panel is proposed to capture the maximum solar radiation A robust panel adjustment algorithm (RPA) is proposed to track the maximum power point (MPP)
  • 12. PROPOSED ARCHITECTURE PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 11/21 Fig 5. Architecture of the proposed model.
  • 13. SYSTEM MODEL PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 12/21 Fig. 7. Block Diagram of the proposed model.
  • 14. SYSTEM MODEL (Cont.) PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 13/21 ๐‘ฐ๐’‘๐’‰ = ๐‘ฐ๐’”๐’„ + ๐‘ฒ๐’Š ๐‘ป โˆ’ ๐Ÿ๐Ÿ—๐Ÿ– ร— ๐‘ฎ ๐Ÿ๐ŸŽ๐ŸŽ๐ŸŽ (๐Ÿ) ๐‘ฐ๐’๐’–๐’•๐’‘๐’–๐’• = ๐‘ฐ๐’‘๐’‰ โˆ’ ๐‘ฐ๐ŸŽ ๐’†๐’™๐’‘ ๐‘ฝ + ๐‘ฐ๐‘น๐’” ๐’. ๐‘ฝ๐’• โˆ’ ๐Ÿ โˆ’ ๐‘ฝ + ๐‘ฐ. ๐‘น๐’” ๐‘น๐’”๐’‰ (๐Ÿ) ๐‘ฝ๐’• = ๐’Œ๐‘ป ๐’’ (๐Ÿ‘) ๐‘ฝ๐’๐’„ = ๐’. ๐‘ฝ๐’•. ๐’๐’ ๐‘ฐ๐’‘๐’‰ ๐‘ฐ๐ŸŽ + ๐Ÿ + ๐‘น๐’‘๐’” ๐‘ฐ๐’‘๐’‰ (๐Ÿ’) ๐‘ฐ๐’”๐’„ = ๐‘ฐ๐’‘๐’‰ โˆ’ ๐‘ฐ๐ŸŽ[๐’†๐’™๐’‘ ๐‘ฝ๐’๐’„ ๐’. ๐‘ฝ๐’• โˆ’ ๐Ÿ] (๐Ÿ“) MATHEMATICAL FORMULA Symbol Name of the parameter ๐‘ฐ๐ŸŽ Reverse saturation current ๐‘ฐ๐’‘๐’‰ Photocurrent ๐‘ฐ๐’๐’–๐’•๐’‘๐’–๐’• Output current ๐‘ฐ๐’”๐’„ Short-circuit current ๐‘ฝ๐’๐’„ Open-circuit voltage ๐‘ฝ๐’• Thermal voltage ๐‘น๐’” Series resistance ๐‘น๐’”๐’‰ Shunt resistance ๐‘ฎ Irradiance level ๐‘ป Temperature ๐‘ฒ๐’Š Temperature coefficient Table 1. Notations used in the analysis
  • 15. SYSTEM MODEL (Cont.) PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 14/21 Key performance indicators Value of the parameters Ambient Temperature, T 25oC Electronโ€™s charge, q 1.6x10-19C Boltzmann's constant, k 1.38x10-23J/K Ideality factor of the diode, n 1.36 Number of cells connected in series, Ns 50 Resistance in series, Rs 0.672ohms Shunt's resistance, Rp 359.72ohms Voltage in open circuit, ๐‘‰๐‘œ๐‘ 0.6V(per cell) Current in short circuit, ๐ผ๐‘ ๐‘ 7.5 A Table 2. Design parameters of the proposed model PLATFORM MATLABโ€™S SIMULINK module
  • 16. SYSTEM MODEL (CONT..) PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 12/20 PROPOSED RPA ALGORITHM PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 15/21 Fig. 8. Flow chat of the proposed algorithm. Robust Panel Adjustment Algorithm Step 1: Begin with system initialization Step 2: Obtaining information from solar sensors. Step 3: SDN system receives the information via a wireless link Step 4: SDN analyzes information in real-time Step 5: Solar panel's orientation deviates from perpendicular to the sun's radiation? Step 6: if yes then SDN controller provides a control signal to change the panel position Step 7: if no the MPP is measured Step 8: Repeat Step 1.
  • 17. PERFOMANCE EVALUATION PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 16/21 Fig. 9. The variation of solar radiation during the sample day. ๏ƒ˜ The hourly sun irradiation information in Khulna City, Bangladesh, is depicted in Fig. 4 on May 23, 2023 [19]. ๏ƒ˜ It is seen that the proposed framework outperforms the existing tracking system by 22%
  • 18. PERFOMANCE EVALUATION (Cont.) PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 17/21 Fig. 10. Impact of (a) variations in maximum irradiance for I-V characteristics and (b) variations in average irradiance for I-V characteristics. (a) (b)
  • 19. PERFOMANCE EVALUATION (Cont.) PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 18/21 Fig. 11.Impact of (a) variations in maximum irradiance for P-V characteristics and(b) variations in average irradiance for P-V characteristics. (a) (b)
  • 20. FINAL OUTCOMES PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 19/21 An autonomous and dynamic tracking platform for solar PV panels has been achieved The maximum intensity of the sun radiation throughout the day has been captured Electrical parameters such as I-V and P-V characteristics of the solar cell has been increased by 22% compared to the convention tracker An RPA algorithm based real-time tracking mechanism has been achieved
  • 21. FUTURE WORKS PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 20/21 Artificial intelligence based algorithms can be applied. Performance analysis for different seasons.
  • 22. REFERENCES PRESENTED BY: MD. ABU BAKER SIDDIKI ABIR 21/21 J. L. Holechek, H. M. E. Geli, M. N. Sawalhah, and R. Valdez, "A Global Assessment: Can Renewable Energy Replace Fossil Fuels by 2050?," Sustainability, vol. 14, no. 8, p. 4792, 2022. N. M. Haegel and S. R. Kurtz, "Global Progress Toward Renewable Electricity: Tracking the Role of Solar," IEEE Journal of Photovoltaics, vol. 11, no. 6, pp. 1335-1342, 2021. Singh, S. Lee, D. Irwin, and P. Shenoy, "SunShade: Software-defined Solar Systems," in Proc. Seventh International Conference on Future Energy Systems Poster Sessions (e-Energy '16), New York, NY, USA, 2016. J. Xie, D. Guo, C. Qian, L. Liu, B. Ren, and H. Chen, "Validation of Distributed SDN Control Plane Under Uncertain Failures," IEEE/ACM Transactions on Networking, vol. 27, no. 3, pp. 1234-1247, 2019. B. K. Dey, I. Khan, N. Mandal, and A. Bhattacharjee, "Mathematical Modelling and Characteristic Analysis of Solar PV Cell," in Proc. IEEE 7th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON), Vancouver, BC, Canada, 2016. "SunCalc Sun Position Und Sun Phases Calculator," in SunCalc, www.suncalc.org/#/33.7748,27.839,3/2023.05.30/21:39/1/3, Accessed on 23 May 2023 [1] [2] [3] [4] [5] [6]