IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v120y2017icp47-57.html
   My bibliography  Save this article

Extended Kalman Filtering to estimate temperature and irradiation for maximum power point tracking of a photovoltaic module

Author

Listed:
  • Docimo, D.J.
  • Ghanaatpishe, M.
  • Mamun, A.

Abstract

This paper develops an algorithm for estimating photovoltaic (PV) module temperature and effective irradiation level. The power output of a PV system depends directly on both of these states. Estimating the temperature and irradiation allows for improved state-based control methods while eliminating the need of additional sensors. Thermal models and irradiation estimators have been developed in the literature, but none incorporate feedback for estimation. This paper outlines an Extended Kalman Filter for temperature and irradiation estimation. These estimates are, in turn, used within a novel state-based controller that tracks the maximum power point of the PV system. Simulation results indicate this state-based controller provides up to an 8.5% increase in energy produced per day as compared to an impedance matching controller. A sensitivity analysis is provided to examine the impact state estimate errors have on the ability to find the optimal operating point of the PV system.

Suggested Citation

  • Docimo, D.J. & Ghanaatpishe, M. & Mamun, A., 2017. "Extended Kalman Filtering to estimate temperature and irradiation for maximum power point tracking of a photovoltaic module," Energy, Elsevier, vol. 120(C), pages 47-57.
    • Handle: RePEc:eee:energy:v:120:y:2017:i:c:p:47-57
    DOI: 10.1016/j.energy.2016.12.089
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544216318941
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.energy.2016.12.089?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Benghanem, M., 2011. "Optimization of tilt angle for solar panel: Case study for Madinah, Saudi Arabia," Applied Energy, Elsevier, vol. 88(4), pages 1427-1433, April.
    2. Alonso García, M.C. & Balenzategui, J.L., 2004. "Estimation of photovoltaic module yearly temperature and performance based on Nominal Operation Cell Temperature calculations," Renewable Energy, Elsevier, vol. 29(12), pages 1997-2010.
    3. Mattei, M. & Notton, G. & Cristofari, C. & Muselli, M. & Poggi, P., 2006. "Calculation of the polycrystalline PV module temperature using a simple method of energy balance," Renewable Energy, Elsevier, vol. 31(4), pages 553-567.
    4. Skoplaki, E. & Palyvos, J.A., 2009. "Operating temperature of photovoltaic modules: A survey of pertinent correlations," Renewable Energy, Elsevier, vol. 34(1), pages 23-29.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wu, Chen-Wu & Peng, Qing & Huang, Chen-Guang, 2017. "Thermal analysis on multijunction photovoltaic cell under oblique incident laser irradiation," Energy, Elsevier, vol. 134(C), pages 248-255.
    2. Betty Y. López-Zapata & Manuel Adam-Medina & Peggy E. Álvarez-Gutiérrez & Juan P. Castillo-González & Héctor R. Hernández-de León & Luis G. Vela-Valdés, 2017. "Virtual Sensors for Biodiesel Production in a Batch Reactor," Sustainability, MDPI, vol. 9(3), pages 1-11, March.
    3. Ersan Kabalci & Aydin Boyar, 2022. "Highly Efficient Interleaved Solar Converter Controlled with Extended Kalman Filter MPPT," Energies, MDPI, vol. 15(21), pages 1-24, October.

    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. Rawat, Rahul & Kaushik, S.C. & Lamba, Ravita, 2016. "A review on modeling, design methodology and size optimization of photovoltaic based water pumping, standalone and grid connected system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 57(C), pages 1506-1519.
    2. D'Orazio, M. & Di Perna, C. & Di Giuseppe, E., 2014. "Experimental operating cell temperature assessment of BIPV with different installation configurations on roofs under Mediterranean climate," Renewable Energy, Elsevier, vol. 68(C), pages 378-396.
    3. Ayompe, L.M. & Duffy, A. & McCormack, S.J. & Conlon, M., 2010. "Validated real-time energy models for small-scale grid-connected PV-systems," Energy, Elsevier, vol. 35(10), pages 4086-4091.
    4. Bizzarri, Federico & Brambilla, Angelo & Caretta, Lorenzo & Guardiani, Carlo, 2015. "Monitoring performance and efficiency of photovoltaic parks," Renewable Energy, Elsevier, vol. 78(C), pages 314-321.
    5. Bevilacqua, Piero & Perrella, Stefania & Bruno, Roberto & Arcuri, Natale, 2021. "An accurate thermal model for the PV electric generation prediction: long-term validation in different climatic conditions," Renewable Energy, Elsevier, vol. 163(C), pages 1092-1112.
    6. Santiago, I. & Trillo-Montero, D. & Moreno-Garcia, I.M. & Pallarés-López, V. & Luna-Rodríguez, J.J., 2018. "Modeling of photovoltaic cell temperature losses: A review and a practice case in South Spain," Renewable and Sustainable Energy Reviews, Elsevier, vol. 90(C), pages 70-89.
    7. Alami, Abdul Hai, 2016. "Synthetic clay as an alternative backing material for passive temperature control of photovoltaic cells," Energy, Elsevier, vol. 108(C), pages 195-200.
    8. Kesler, Selami & Kivrak, Sinan & Dincer, Furkan & Rustemli, Sabir & Karaaslan, Muharrem & Unal, Emin & Erdiven, Utku, 2014. "The analysis of PV power potential and system installation in Manavgat, Turkey—A case study in winter season," Renewable and Sustainable Energy Reviews, Elsevier, vol. 31(C), pages 671-680.
    9. Ali Kareem Abdulrazzaq & Balázs Plesz & György Bognár, 2020. "A Novel Method for Thermal Modelling of Photovoltaic Modules/Cells under Varying Environmental Conditions," Energies, MDPI, vol. 13(13), pages 1-23, June.
    10. 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.
    11. Pantic, Lana S. & Pavlović, Tomislav M. & Milosavljević, Dragana D. & Radonjic, Ivana S. & Radovic, Miodrag K. & Sazhko, Galina, 2016. "The assessment of different models to predict solar module temperature, output power and efficiency for Nis, Serbia," Energy, Elsevier, vol. 109(C), pages 38-48.
    12. Bai, Attila & Popp, József & Balogh, Péter & Gabnai, Zoltán & Pályi, Béla & Farkas, István & Pintér, Gábor & Zsiborács, Henrik, 2016. "Technical and economic effects of cooling of monocrystalline photovoltaic modules under Hungarian conditions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 1086-1099.
    13. Al-Addous, Mohammad & Dalala, Zakariya & Class, Christina B. & Alawneh, Firas & Al-Taani, Hussein, 2017. "Performance analysis of off-grid PV systems in the Jordan Valley," Renewable Energy, Elsevier, vol. 113(C), pages 930-941.
    14. Rustemli, Sabir & Dincer, Furkan & Unal, Emin & Karaaslan, Muharrem & Sabah, Cumali, 2013. "The analysis on sun tracking and cooling systems for photovoltaic panels," Renewable and Sustainable Energy Reviews, Elsevier, vol. 22(C), pages 598-603.
    15. Chatzipanagi, Anatoli & Frontini, Francesco & Virtuani, Alessandro, 2016. "BIPV-temp: A demonstrative Building Integrated Photovoltaic installation," Applied Energy, Elsevier, vol. 173(C), pages 1-12.
    16. Roumpakias, Elias & Zogou, Olympia & Stamatelos, Anastassios, 2015. "Correlation of actual efficiency of photovoltaic panels with air mass," Renewable Energy, Elsevier, vol. 74(C), pages 70-77.
    17. Pang, Wei & Cui, Yanan & Zhang, Qian & Wilson, Gregory.J. & Yan, Hui, 2020. "A comparative analysis on performances of flat plate photovoltaic/thermal collectors in view of operating media, structural designs, and climate conditions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
    18. Trinuruk, Piyatida & Sorapipatana, Chumnong & Chenvidhya, Dhirayut, 2009. "Estimating operating cell temperature of BIPV modules in Thailand," Renewable Energy, Elsevier, vol. 34(11), pages 2515-2523.
    19. Jiang, Joe-Air & Wang, Jen-Cheng & Kuo, Kun-Chang & Su, Yu-Li & Shieh, Jyh-Cherng & Chou, Jui-Jen, 2012. "Analysis of the junction temperature and thermal characteristics of photovoltaic modules under various operation conditions," Energy, Elsevier, vol. 44(1), pages 292-301.
    20. Zia R. Tahir & Ammara Kanwal & Muhammad Asim & M. Bilal & Muhammad Abdullah & Sabeena Saleem & M. A. Mujtaba & Ibham Veza & Mohamed Mousa & M. A. Kalam, 2022. "Effect of Temperature and Wind Speed on Efficiency of Five Photovoltaic Module Technologies for Different Climatic Zones," Sustainability, MDPI, vol. 14(23), pages 1-32, November.

    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:energy:v:120:y:2017:i:c:p:47-57. 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/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.