Particle swarm optimisation‐based model and analysis of photovoltaic module characteristics in snowy conditions

In this study, a novel methodology of photovoltaic (PV) modelling is proposed to represent the instantaneous electrical characteristics of PV modules covered with snow. The attenuation of the transmitted solar radiation penetrating a layer of snow is rigorously estimated based on the Giddings and LaChapelle theory. This theory introduced the level of radiation that reaches the surface of the PV module through the snowpack, significantly affected by the snow properties and thickness. The proposed modelling approach is based on the single-diode-five-parameter equivalent circuit model. The parameters of the model are updated through instantaneous measurements of voltage and current that are optimised by the particle swarm optimisation algorithm. The proposed approach for modelling snow-covered PV modules was successfully validated in outdoor tests using three different types of PV module technologies typically used in North America's PV farms under different cold weather conditions. In addition, the validity of the proposed model was investigated using real data obtained from the SCADA system of a 12-MW grid-connected PV farm. The proposed model can help to improve PV performance under snow conditions and can be considered a powerful tool for the design and selection of PV modules subjected to snow accretion.

[1]  Efstratios I. Batzelis,et al.  A Method for the Analytical Extraction of the Single-Diode PV Model Parameters , 2016, IEEE Transactions on Sustainable Energy.

[2]  B. L. Brench Snow-covering effects on the power output of solar photovoltaic arrays , 1979 .

[3]  T. Townsend,et al.  Photovoltaics and snow: An update from two winters of measurements in the SIERRA , 2011, 2011 37th IEEE Photovoltaic Specialists Conference.

[4]  Shamsodin Taheri,et al.  Modeling of Snow-Covered Photovoltaic Modules , 2018, IEEE Transactions on Industrial Electronics.

[5]  E. El-Saadany,et al.  Accuracy Improvement of the Ideal PV Model , 2015, IEEE Transactions on Sustainable Energy.

[6]  Michael Lehning,et al.  Snow physics as relevant to snow photochemistry , 2007 .

[7]  Marcelo Gradella Villalva,et al.  Comprehensive Approach to Modeling and Simulation of Photovoltaic Arrays , 2009, IEEE Transactions on Power Electronics.

[8]  Stephen G. Warren,et al.  Optical Properties of Snow , 1982 .

[9]  Meiying Ye,et al.  Parameter extraction of solar cells using particle swarm optimization , 2009 .

[10]  Gilberto Herrera-Ruiz,et al.  Hybrid Approach Based on GA and PSO for Parameter Estimation of a Full Power Quality Disturbance Parameterized Model , 2018, IEEE Transactions on Industrial Informatics.

[11]  Bill Marion,et al.  Measured and modeled photovoltaic system energy losses from snow for Colorado and Wisconsin locations , 2013 .

[12]  Russell C. Eberhart,et al.  A new optimizer using particle swarm theory , 1995, MHS'95. Proceedings of the Sixth International Symposium on Micro Machine and Human Science.

[13]  Joshua M. Pearce,et al.  A Review of Solar Photovoltaic Levelized Cost of Electricity , 2011 .

[14]  Jeff Newmiller,et al.  Measuring and modeling the effect of snow on photovoltaic system performance , 2010, 2010 35th IEEE Photovoltaic Specialists Conference.

[15]  B. Marion,et al.  Performance parameters for grid-connected PV systems , 2005, Conference Record of the Thirty-first IEEE Photovoltaic Specialists Conference, 2005..

[16]  Pedro Rodriguez,et al.  PV panel model based on datasheet values , 2007, 2007 IEEE International Symposium on Industrial Electronics.

[17]  Joshua M. Pearce,et al.  Effects of Spectral Albedo on Solar Photovoltaic Devices , 2014 .

[18]  Joshua M. Pearce,et al.  Impact of Snow and Ground Interference on Photovoltaic Electric System Performance , 2015, IEEE Journal of Photovoltaics.

[19]  J. Giddings,et al.  Diffusion theory applied to radiant energy distribution and albedo of snow , 1961 .

[20]  R. V. Dunkle,et al.  Radiation in a diffusing medium with application to snow , 1953 .

[21]  Ehab F. El-Saadany,et al.  A Photovoltaic Model With Reduced Computational Time , 2015, IEEE Transactions on Industrial Electronics.

[22]  T. Fuyuki,et al.  Analysis of multicrystalline silicon solar cells by modified 3-diode equivalent circuit model taking leakage current through periphery into consideration , 2007 .

[23]  Joshua M. Pearce,et al.  The Effects of Snowfall on Solar Photovoltaic Performance , 2013 .