IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v256y2026ipfs0960148125018087.html

Performance enhancement of photovoltaic panels via hybrid-integrated tracking algorithms

Author

Listed:
  • Abed, Mohamad
  • B., Amarendra Reddy
  • Jyothsna, T.R.
  • Mohammed, Nabil

Abstract

Solar energy is recognized as a sustainable and abundant renewable energy source (RES), with its potential maximized through advanced photovoltaic (PV) technologies and efficient power conversion systems. Solar tracking systems (STS) are employed to enhance PV energy conversion by dynamically adjusting panel orientation to maximize incident solar irradiance. Conventional dual-axis solar tracking systems (DASTS) demonstrate higher PV output power than fixed and single-axis configurations; however, challenges such as system complexity, tracking errors, misalignment, and elevated energy consumption necessitate further optimization. To address these limitations, this paper proposes novel hybrid-integrated tracking algorithms and assesses their impact on PV system performance, output power, and battery state-of-charge (SOC) retention. An innovative hybrid DASTS algorithm, incorporating continuous and semi-continuous tracking modes, is developed alongside a global positioning system (GPS)-integrated control algorithm. Both are validated through simulation and experimental analysis in the (Proteus 8 Professional) software environment, prior to implementation in a robotic tracking prototype. Data from the prototype is acquired via an advanced data logger, and power generation metrics are analyzed. Experimental results reveal that, compared to a fixed PV panel set at optimal azimuth and tilt angles, the conventional DASTS increases power output by 54.36%, with an 18.12% reduction in battery SOC. Further improvements are achieved with the hybrid algorithms: continuous and semi-continuous tracking modes enhance power output by 38.69% and 21.54%, respectively, while the GPS-based algorithm yields a 27% increase. Corresponding reductions in battery SOC are 19.29%, 16.39%, and 15.21%, respectively. Additionally, tracking loss analysis at 10:00 AM indicates that the GPS-integrated algorithm maintains stable power delivery with minimal fluctuation. Mechanical counterweights further reduce energy consumption by 15% across all tracking modes. The comparative analysis confirms that dynamic solar tracking significantly enhances PV energy harvesting, while hybrid and GPS-integrated control strategies improve system output power, power stability, and overall reliability.

Suggested Citation

  • Abed, Mohamad & B., Amarendra Reddy & Jyothsna, T.R. & Mohammed, Nabil, 2026. "Performance enhancement of photovoltaic panels via hybrid-integrated tracking algorithms," Renewable Energy, Elsevier, vol. 256(PF).
  • Handle: RePEc:eee:renene:v:256:y:2026:i:pf:s0960148125018087
    DOI: 10.1016/j.renene.2025.124144
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148125018087
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.renene.2025.124144?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. 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.
    2. Sumathi, Vijayan & Jayapragash, R. & Bakshi, Abhinav & Kumar Akella, Praveen, 2017. "Solar tracking methods to maximize PV system output – A review of the methods adopted in recent decade," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 130-138.
    3. Nuttee Thungsuk & Thaweesak Tanaram & Arckarakit Chaithanakulwat & Teerawut Savangboon & Apidat Songruk & Narong Mungkung & Theerapong Maneepen & Somchai Arunrungrusmi & Wittawat Poonthong & Nat Kasay, 2023. "Performance Analysis of Solar Tracking Systems by Five-Position Angles with a Single Axis and Dual Axis," Energies, MDPI, vol. 16(16), pages 1-20, August.
    4. Eldin, S.A. Sharaf & Abd-Elhady, M.S. & Kandil, H.A., 2016. "Feasibility of solar tracking systems for PV panels in hot and cold regions," Renewable Energy, Elsevier, vol. 85(C), pages 228-233.
    5. Willockx, Brecht & Lavaert, Cas & Cappelle, Jan, 2023. "Performance evaluation of vertical bifacial and single-axis tracked agrivoltaic systems on arable land," Renewable Energy, Elsevier, vol. 217(C).
    6. 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.
    7. 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.
    8. Qianjin Zhang & Zhaorong Zhai & Mingxuan Mao & Shijing Wang & Siwei Sun & Dikui Mei & Qi Hu, 2024. "Control and Intelligent Optimization of a Photovoltaic (PV) Inverter System: A Review," Energies, MDPI, vol. 17(7), pages 1-18, March.
    9. Stanek, Bartosz & Węcel, Daniel & Bartela, Łukasz & Rulik, Sebastian, 2022. "Solar tracker error impact on linear absorbers efficiency in parabolic trough collector – Optical and thermodynamic study," Renewable Energy, Elsevier, vol. 196(C), pages 598-609.
    10. Barbón, A. & Carreira-Fontao, V. & Bayón, L. & Silva, C.A., 2023. "Optimal design and cost analysis of single-axis tracking photovoltaic power plants," Renewable Energy, Elsevier, vol. 211(C), pages 626-646.
    11. Sun, Leihou & Bai, Jianbo & Pachauri, Rupendra Kumar & Wang, Shitao, 2024. "A horizontal single-axis tracking bracket with an adjustable tilt angle and its adaptive real-time tracking system for bifacial PV modules," Renewable Energy, Elsevier, vol. 221(C).
    12. Kaldellis, John & Zafirakis, Dimitrios, 2012. "Experimental investigation of the optimum photovoltaic panels’ tilt angle during the summer period," Energy, Elsevier, vol. 38(1), pages 305-314.
    13. Azam, Md Sadequl & Bhattacharjee, Atish & Hassan, Mahedi & Rahaman, Mashudur & Aziz, Shahin & Ali Shaikh, Md Aftab & Islam, Md Saidul, 2024. "Performance enhancement of solar PV system introducing semi-continuous tracking algorithm based solar tracker," Energy, Elsevier, vol. 289(C).
    14. Li, Zhimin & Liu, Xinyue & Tang, Runsheng, 2011. "Optical performance of vertical single-axis tracked solar panels," Renewable Energy, Elsevier, vol. 36(1), pages 64-68.
    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. Shenyi Wu & Chenguang Xiong, 2014. "Passive cooling technology for photovoltaic panels for domestic houses," International Journal of Low-Carbon Technologies, Oxford University Press, vol. 9(2), pages 118-126.
    17. Bin Huang & Jialiang Huang & Ke Xing & Lida Liao & Peiling Xie & Meng Xiao & Wei Zhao, 2023. "Development of a Solar-Tracking System for Horizontal Single-Axis PV Arrays Using Spatial Projection Analysis," Energies, MDPI, vol. 16(10), pages 1-19, May.
    18. Kaldellis, John & Kavadias, Kosmas & Zafirakis, Dimitrios, 2012. "Experimental validation of the optimum photovoltaic panels' tilt angle for remote consumers," Renewable Energy, Elsevier, vol. 46(C), pages 179-191.
    19. Skouri, Safa & Ben Haj Ali, Abdessalem & Bouadila, Salwa & Ben Salah, Mohieddine & Ben Nasrallah, Sassi, 2016. "Design and construction of sun tracking systems for solar parabolic concentrator displacement," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1419-1429.
    20. Bakirci, Kadir, 2012. "General models for optimum tilt angles of solar panels: Turkey case study," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(8), pages 6149-6159.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. 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.
    2. 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.
    3. 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).
    4. 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).
    5. Reza Sadeghi & Mattia Parenti & Samuele Memme & Marco Fossa & Stefano Morchio, 2025. "A Review and Comparative Analysis of Solar Tracking Systems," Energies, MDPI, vol. 18(10), pages 1-48, May.
    6. 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.
    7. 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.
    8. Hua, Zhengcao & Ma, Chao & Lian, Jijian & Pang, Xiulan & Yang, Weichao, 2019. "Optimal capacity allocation of multiple solar trackers and storage capacity for utility-scale photovoltaic plants considering output characteristics and complementary demand," Applied Energy, Elsevier, vol. 238(C), pages 721-733.
    9. Xuan Cuong Ngo & Thi Hong Nguyen & Nhu Y Do & Duc Minh Nguyen & Dai-Viet N. Vo & Su Shiung Lam & Doyeon Heo & Mohammadreza Shokouhimehr & Van-Huy Nguyen & Rajender S. Varma & Soo Young Kim & Quyet Van, 2020. "Grid-Connected Photovoltaic Systems with Single-Axis Sun Tracker: Case Study for Central Vietnam," Energies, MDPI, vol. 13(6), pages 1-14, March.
    10. Barbón, A. & Aparicio-Bermejo, J. & Bayón, L. & Fortuny Ayuso, P., 2025. "The optimal design for photovoltaic power plants on sites with a general slope," Applied Energy, Elsevier, vol. 387(C).
    11. Sun, Leihou & Bai, Jianbo & Pachauri, Rupendra Kumar & Wang, Shitao, 2024. "A horizontal single-axis tracking bracket with an adjustable tilt angle and its adaptive real-time tracking system for bifacial PV modules," Renewable Energy, Elsevier, vol. 221(C).
    12. Hameedullah Zaheb & Habibullah Amiry & Mikaeel Ahmadi & Habibullah Fedayi & Sajida Amiry & Atsushi Yona, 2023. "Maximizing Annual Energy Yield in a Grid-Connected PV Solar Power Plant: Analysis of Seasonal Tilt Angle and Solar Tracking Strategies," Sustainability, MDPI, vol. 15(14), pages 1-20, July.
    13. Hafez, A.Z. & Soliman, A. & El-Metwally, K.A. & Ismail, I.M., 2017. "Tilt and azimuth angles in solar energy applications – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 147-168.
    14. Talavera, D.L. & Muñoz-Cerón, Emilio & Ferrer-Rodríguez, J.P. & Pérez-Higueras, Pedro J., 2019. "Assessment of cost-competitiveness and profitability of fixed and tracking photovoltaic systems: The case of five specific sites," Renewable Energy, Elsevier, vol. 134(C), pages 902-913.
    15. Lau, K.Y. & Tan, C.W. & Yatim, A.H.M., 2018. "Effects of ambient temperatures, tilt angles, and orientations on hybrid photovoltaic/diesel systems under equatorial climates," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2625-2636.
    16. Moon Keun Kim & Khalid Osman Abdulkadir & Jiying Liu & Joon-Ho Choi & Huiqing Wen, 2021. "Optimal Design Strategy of a Solar Reflector Combining Photovoltaic Panels to Improve Electricity Output: A Case Study in Calgary, Canada," Sustainability, MDPI, vol. 13(11), pages 1-18, May.
    17. Haixiang Zang & Mian Guo & Zhinong Wei & Guoqiang Sun, 2016. "Determination of the Optimal Tilt Angle of Solar Collectors for Different Climates of China," Sustainability, MDPI, vol. 8(7), pages 1-16, July.
    18. 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).
    19. Ali Jallal, Mohammed & Chabaa, Samira & Zeroual, Abdelouhab, 2020. "A novel deep neural network based on randomly occurring distributed delayed PSO algorithm for monitoring the energy produced by four dual-axis solar trackers," Renewable Energy, Elsevier, vol. 149(C), pages 1182-1196.
    20. Zihan Yang & Zhiquan Xiao, 2023. "A Review of the Sustainable Development of Solar Photovoltaic Tracking System Technology," Energies, MDPI, vol. 16(23), pages 1-31, November.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:renene:v:256:y:2026:i:pf:s0960148125018087. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.