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Validating Meteosat Second Generation and Himawari-8 Derived Solar Irradiance against Ground Measurements: Solarad AI’s Approach

Jitendra Kumar Meher, Syed Haider Abbas Rizvi, Bhramar Choudhary, Ravi Choudhary, Yash Thakre, Ritesh Kumar, Vikram Singh

2024Energies7 citationsDOIOpen Access PDF

Abstract

This study assesses the efficacy of the Heliosat-2 algorithm for estimating solar radiation, comparing its outputs against ground measurements across seven distinct countries: the Netherlands, Spain, Japan, Namibia, South Africa, Saudi Arabia, and India. To achieve this, the study utilizes two distinct satellite data sources—Himawari-8 for Japan and Metosat Second Generation-MSG for the rest of the countries—and spanning the time between January 2022 and April 2024. A robust methodology for determining albedo parameters specific to Heliosat-2 was developed. During cloudy days, the estimates provided by Heliosat-2 generally exceeded the ground measurements in all of the countries. Conversely, on clear days, there was a tendency for underestimation, as indicated by the median values of the mean bias (MB) across most of the countries. The Heliosat-2 model slightly underestimates daily radiation values, with a median MB ranging from −27.5 to +10.2 W·m−2. Notably, the median root mean square error (RMSE) on clear days is significantly lower, with values ranging from 24.8 to 108.7 W·m−2, compared to cloudy days, for which RMSE values lie between 75.3 and 180.2 W·m−2. In terms of R2 values, both satellites show strong correlations between the estimated and actual values, with a median value consistently above 0.86 on a monthly scale and over 92% of daily data points falling within ±2 standard deviations.

Topics & Concepts

Mean squared errorEnvironmental scienceStandard deviationSatelliteMean differenceIrradianceMeteorologyAtmospheric sciencesMathematicsStatisticsClimatologyGeographyPhysicsGeologyConfidence intervalAstronomyQuantum mechanicsSolar Radiation and PhotovoltaicsAtmospheric aerosols and cloudsSolar and Space Plasma Dynamics