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Effects of the meteorological data resolution and aggregation on the optimal design of photovoltaic power plants

Martin János Mayer

2021Energy Conversion and Management33 citationsDOIOpen Access PDF

Abstract

The accuracy of the simulation and optimization of ground-mounted photovoltaic plants depends on the reliability of the meteorological datasets, which is affected by their source, length, and resolution. Quantifying the effect of the irradiance data temporal resolution on the optimal design parameters and the expected profitability is important to improve the credibility of photovoltaic design simulations. The optimal values of nine important design parameters, the annual energy yield, and the levelized cost of electricity are calculated for 50 Baseline Surface Radiation Network stations by an automatic photovoltaic optimization method based on datasets with six different resolutions created by two aggregation methods. The aggregation by averaging suppresses the high irradiance values resulting from the transient cloud enhancement effect, while the aggregation by sampling a single value from the middle of each aggregation interval can retain the original distribution of minute-resolution data. The optimization based on averaged hourly data underestimates the levelized cost of electricity by up to 3%, overestimates the inverter sizing ratio by 0.05 on average, and the tilt angle by up to 5° compared to the high-resolution datasets. The datasets aggregated by sampling provide more reliable results even at lower resolutions; therefore, it can be an effective technique for accurate photovoltaic optimization without the long calculation time of the minute-resolution simulation.

Topics & Concepts

Photovoltaic systemSizingIrradianceCost of electricity by sourceEnvironmental scienceSampling (signal processing)Computer sciencePower (physics)Remote sensingSimulationElectricity generationEngineeringOpticsElectrical engineeringQuantum mechanicsVisual artsArtPhysicsFilter (signal processing)Computer visionGeologySolar Radiation and PhotovoltaicsPhotovoltaic System Optimization TechniquesSolar Thermal and Photovoltaic Systems
Effects of the meteorological data resolution and aggregation on the optimal design of photovoltaic power plants | Litcius