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Innovative sensorless dual-axis solar tracking system using particle filter

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  • Pirayawaraporn, Alongkorn
  • Sappaniran, Sahapol
  • Nooraksa, Sarawin
  • Prommai, Chanon
  • Chindakham, Nachaya
  • Jamroen, Chaowanan

Abstract

Renewable energy (RE), particularly solar photovoltaic (PV) systems, is a promising alternative to traditional energy sources for worldwide electricity generation. In recent years, PV generation capacity has increased rapidly due to a considerable reduction in installation costs. Nevertheless, in PV systems, energy generation is significantly less than the installed capacity due to the PV modules’ orientation. Hence, this study proposes an innovative solar tracking system to enhance PV energy generation. Previous research classified solar tracking systems into two categories: sensor-based and sensorless solar tracking systems. However, tracking performance inevitably deteriorates when implementing sensor-based solar tracking systems in low-visibility conditions. Conversely, sensorless solar tracking systems require substantial historical meteorological data based on geographic location and complex mathematical models estimating the sun’s position, increasing computational complexity. This study aims to overcome these difficulties by proposing a sensorless dual-axis solar tracking system that does not require historical meteorological data, complex mathematical models, and sun position sensors to track the sun’s position. Particle filter (PF), a robust sampling-based tracking algorithm, is applied to develop an innovative solar tracking strategy. Initially, a set of samples (also called particles) is generated as inputs to PF corresponding to the proposed tracking system’s orientation angles: daily and elevation angles. Next, PV power is captured as a measurement of each particle, and a weight associated with the PV power is estimated to represent each particle’s relative significance. Furthermore, each particle is estimated and updated recursively, considering its measurement to determine the sun’s probable position. The tracking strategy is terminated once the particles’ weights are equal, indicating that the optimal position has been achieved (convergence). A comparative study is conducted over 60 days under various weather conditions to evaluate the proposed tracking system’s performance compared with that of a fixed flat-plate system. The experimental results indicate that the proposed tracking system improves energy generation performance (after accounting for operational energy consumption) by 20.1% compared with the fixed flat-plate system.

Suggested Citation

  • Pirayawaraporn, Alongkorn & Sappaniran, Sahapol & Nooraksa, Sarawin & Prommai, Chanon & Chindakham, Nachaya & Jamroen, Chaowanan, 2023. "Innovative sensorless dual-axis solar tracking system using particle filter," Applied Energy, Elsevier, vol. 338(C).
    • Handle: RePEc:eee:appene:v:338:y:2023:i:c:s0306261923003100
    DOI: 10.1016/j.apenergy.2023.120946
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    References listed on IDEAS

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    1. Nurzhigit Kuttybay & Ahmet Saymbetov & Saad Mekhilef & Madiyar Nurgaliyev & Didar Tukymbekov & Gulbakhar Dosymbetova & Aibolat Meiirkhanov & Yeldos Svanbayev, 2020. "Optimized Single-Axis Schedule Solar Tracker in Different Weather Conditions," Energies, MDPI, vol. 13(19), pages 1-18, October.
    2. Chin, C.S. & Babu, A. & McBride, W., 2011. "Design, modeling and testing of a standalone single axis active solar tracker using MATLAB/Simulink," Renewable Energy, Elsevier, vol. 36(11), pages 3075-3090.
    3. Seme, Sebastijan & Srpčič, Gregor & Kavšek, Domen & Božičnik, Stane & Letnik, Tomislav & Praunseis, Zdravko & Štumberger, Bojan & Hadžiselimović, Miralem, 2017. "Dual-axis photovoltaic tracking system – Design and experimental investigation," Energy, Elsevier, vol. 139(C), pages 1267-1274.
    4. Jamroen, Chaowanan & Fongkerd, Chanon & Krongpha, Wipa & Komkum, Preecha & Pirayawaraporn, Alongkorn & Chindakham, Nachaya, 2021. "A novel UV sensor-based dual-axis solar tracking system: Implementation and performance analysis," Applied Energy, Elsevier, vol. 299(C).
    5. Sidek, M.H.M. & Azis, N. & Hasan, W.Z.W. & Ab Kadir, M.Z.A. & Shafie, S. & Radzi, M.A.M., 2017. "Automated positioning dual-axis solar tracking system with precision elevation and azimuth angle control," Energy, Elsevier, vol. 124(C), pages 160-170.
    6. Vaziri Rad, Mohammad Amin & Toopshekan, Ashkan & Rahdan, Parisa & Kasaeian, Alibakhsh & Mahian, Omid, 2020. "A comprehensive study of techno-economic and environmental features of different solar tracking systems for residential photovoltaic installations," Renewable and Sustainable Energy Reviews, Elsevier, vol. 129(C).
    7. Salgado-Conrado, Lizbeth, 2018. "A review on sun position sensors used in solar applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2128-2146.
    8. Cătălin Alexandru, 2021. "Optimization of the Bi-Axial Tracking System for a Photovoltaic Platform," Energies, MDPI, vol. 14(3), pages 1-30, January.
    9. Yao, Yingxue & Hu, Yeguang & Gao, Shengdong & Yang, Gang & Du, Jinguang, 2014. "A multipurpose dual-axis solar tracker with two tracking strategies," Renewable Energy, Elsevier, vol. 72(C), pages 88-98.
    10. Yilmaz, Saban & Riza Ozcalik, Hasan & Dogmus, Osman & Dincer, Furkan & Akgol, Oguzhan & Karaaslan, Muharrem, 2015. "Design of two axes sun tracking controller with analytically solar radiation calculations," Renewable and Sustainable Energy Reviews, Elsevier, vol. 43(C), pages 997-1005.
    11. Hoffmann, Fábio Moacir & Molz, Rolf Fredi & Kothe, João Victor & Nara, Elpidio Oscar Benitez & Tedesco, Leonel Pablo Carvalho, 2018. "Monthly profile analysis based on a two-axis solar tracker proposal for photovoltaic panels," Renewable Energy, Elsevier, vol. 115(C), pages 750-759.
    12. AL-Rousan, Nadia & Isa, Nor Ashidi Mat & Desa, Mohd Khairunaz Mat, 2018. "Advances in solar photovoltaic tracking systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2548-2569.
    13. Fathabadi, Hassan, 2016. "Novel high accurate sensorless dual-axis solar tracking system controlled by maximum power point tracking unit of photovoltaic systems," Applied Energy, Elsevier, vol. 173(C), pages 448-459.
    14. Sebastijan Seme & Bojan Štumberger & Miralem Hadžiselimović & Klemen Sredenšek, 2020. "Solar Photovoltaic Tracking Systems for Electricity Generation: A Review," Energies, MDPI, vol. 13(16), pages 1-24, August.
    15. Zhu, Yongqiang & Liu, Jiahao & Yang, Xiaohua, 2020. "Design and performance analysis of a solar tracking system with a novel single-axis tracking structure to maximize energy collection," Applied Energy, Elsevier, vol. 264(C).
    16. Hafez, A.Z. & Yousef, A.M. & Harag, N.M., 2018. "Solar tracking systems: Technologies and trackers drive types – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 91(C), pages 754-782.
    17. Nsengiyumva, Walter & Chen, Shi Guo & Hu, Lihua & Chen, Xueyong, 2018. "Recent advancements and challenges in Solar Tracking Systems (STS): A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P1), pages 250-279.
    18. Choi, Seok Min & Kwon, Hyun Goo & Kim, Taehyun & Moon, Hee Koo & Cho, Hyung Hee, 2022. "Active cooling of photovoltaic (PV) cell by acoustic excitation in single-dimpled internal channel," Applied Energy, Elsevier, vol. 309(C).
    19. Mousazadeh, Hossein & Keyhani, Alireza & Javadi, Arzhang & Mobli, Hossein & Abrinia, Karen & Sharifi, Ahmad, 2009. "A review of principle and sun-tracking methods for maximizing solar systems output," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(8), pages 1800-1818, October.
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