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Article

Performance Evaluation of WRF Model for Short-Term Forecasting of Solar Irradiance—Post-Processing Approach for Global Horizontal Irradiance and Direct Normal Irradiance for Solar Energy Applications in Italy

1
ENEA C.R. Casaccia, Via Anguillarese, 301, 00123 Roma, Italy
2
ENEA C.R. Bologna, Via Dei Mille, 21, 40121 Bologna, Italy
*
Author to whom correspondence should be addressed.
Appl. Sci. 2026, 16(2), 978; https://doi.org/10.3390/app16020978 (registering DOI)
Submission received: 19 December 2025 / Revised: 8 January 2026 / Accepted: 15 January 2026 / Published: 18 January 2026
(This article belongs to the Section Green Sustainable Science and Technology)

Featured Application

A post-processing approach to converting NWP instantaneous solar irradiance forecasts into reliable hourly mean estimates, supporting operational solar energy applications.

Abstract

The accurate short-term forecasting of global horizontal irradiance (GHI) is essential to optimizing the operation and integration of solar energy systems into the power grid. This study evaluates the performance of the Weather Research and Forecasting (WRF) model in predicting GHI over a 48 h forecast horizon at an Italian site: the ENEA Casaccia Research Center, near Rome (central Italy). The instantaneous GHI provided by WRF at model output frequency was post-processed to derive the mean GHI over the preceding hour, consistent with typical energy forecasting requirements. Furthermore, a decomposition model was applied to estimate direct normal irradiance (DNI) and diffuse horizontal irradiance (DHI) from the forecasted GHI. These derived components enable the estimation of solar energy yield for both concentrating solar power (CSP) and photovoltaic (PV) technologies (on tilted surfaces) by accounting for direct, diffuse, and reflected components of solar radiation. Model performance was evaluated against ground-based pyranometer and pyrheliometer measurements by using standard statistical indicators, including RMSE, MBE, and correlation coefficient (r). Results demonstrate that WRF-based forecasts, combined with suitable post-processing and decomposition techniques, can provide reliable 48 h predictions of GHI and DNI at the study site, highlighting the potential of the WRF framework for operational solar energy forecasting in the Mediterranean region.
Keywords: solar irradiance forecasting; WRF model; GHI and DNI; post-processing techniques; irradiance decomposition model solar irradiance forecasting; WRF model; GHI and DNI; post-processing techniques; irradiance decomposition model

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MDPI and ACS Style

Balog, I.; D’Isidoro, M.; Caputo, G. Performance Evaluation of WRF Model for Short-Term Forecasting of Solar Irradiance—Post-Processing Approach for Global Horizontal Irradiance and Direct Normal Irradiance for Solar Energy Applications in Italy. Appl. Sci. 2026, 16, 978. https://doi.org/10.3390/app16020978

AMA Style

Balog I, D’Isidoro M, Caputo G. Performance Evaluation of WRF Model for Short-Term Forecasting of Solar Irradiance—Post-Processing Approach for Global Horizontal Irradiance and Direct Normal Irradiance for Solar Energy Applications in Italy. Applied Sciences. 2026; 16(2):978. https://doi.org/10.3390/app16020978

Chicago/Turabian Style

Balog, Irena, Massimo D’Isidoro, and Giampaolo Caputo. 2026. "Performance Evaluation of WRF Model for Short-Term Forecasting of Solar Irradiance—Post-Processing Approach for Global Horizontal Irradiance and Direct Normal Irradiance for Solar Energy Applications in Italy" Applied Sciences 16, no. 2: 978. https://doi.org/10.3390/app16020978

APA Style

Balog, I., D’Isidoro, M., & Caputo, G. (2026). Performance Evaluation of WRF Model for Short-Term Forecasting of Solar Irradiance—Post-Processing Approach for Global Horizontal Irradiance and Direct Normal Irradiance for Solar Energy Applications in Italy. Applied Sciences, 16(2), 978. https://doi.org/10.3390/app16020978

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