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

Author

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  • 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
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    References listed on IDEAS

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    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.
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    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.
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    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.

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