Online-Coupled Aerosol Effects on Cloud Microphysics and Surface Solar Irradiance in WRF-Solar
Open Access
- 14 August 2025
- journal article
- research article
- Published by MDPI AG in Remote Sensing
- Vol. 17 (16) , 2829
Abstract
The online coupling of aerosols and clouds and its effect on surface global horizontal irradiance (GHI) has not yet been thoroughly investigated in the Weather Research and Forecasting Model with Solar extensions (WRF-Solar), despite its potential significance for solar energy applications. This study addresses this critical gap by implementing a computationally efficient, coupled aerosol–cloud scheme and evaluating its impacts on GHI predictability. Simulations with online aerosol–cloud coupling are systematically compared to uncoupled simulations during March 2021, a period marked by two distinct pollution episodes over north China. The online coupling enhances aerosol optical depth (AOD) simulations, increasing the correlation coefficient from 0.19 to 0.51 while reducing the absolute bias from 0.54 to 0.48 and root mean square error from 0.82 to 0.72, compared to uncoupled simulations. Enhanced cloud microphysics (droplet concentration, water path) yields better cloud optical depth estimates, reducing all-sky GHI bias by 14.5% (63.5 W/m2 for the uncoupled scenario and 54.3 W/m2 for the coupled scenario) through improved aerosol–cloud–meteorology interactions. Notably, the simultaneous spatiotemporal improvement of both AOD and GHI suggests enhanced internal consistency in aerosol–cloud–radiation interactions, which is crucial for operational solar irradiance forecasting in pollution-prone regions. The results also highlight the practical value of incorporating online aerosol coupling in solar forecasting models.Keywords
Funding Information
- National Natural Science Foundation of China (42305202, 42141019, 42261144687, 42430611, 42405145, 2024RYY03, 2024YFB3908701, 2024NSFSC0770)
- Intelligent Perception and Control Key Laboratory of Sichuan Province (42305202, 42141019, 42261144687, 42430611, 42405145, 2024RYY03, 2024YFB3908701, 2024NSFSC0770)
- National Key Research and Development Program of China (42305202, 42141019, 42261144687, 42430611, 42405145, 2024RYY03, 2024YFB3908701, 2024NSFSC0770)
- Natural Science Foundation of Sichuan Province (42305202, 42141019, 42261144687, 42430611, 42405145, 2024RYY03, 2024YFB3908701, 2024NSFSC0770)
This publication has 85 references indexed in Scilit:
- Investigating the role of aerosol wet scavenging on global horizontal irradiance simulation in the WRF-Chem-solar modelApplied Energy, 2025
- Impact Assessment of Aerosol Optical Depth on Rainfall in Indian Rural AreasAerosol Science and Engineering, 2022
- Impact of the oxidation of SO2 by NO2 on regional sulfate concentrations over the North China PlainAtmospheric Pollution Research, 2022
- Four-year ground-based observations of the aerosol effects on cloud base height in Wuhan, ChinaAtmospheric Pollution Research, 2019
- Impact of aerosol number concentration on precipitation under different precipitation ratesMeteorological Applications, 2018
- Assessment of biomass burning smoke influence on environmental conditions for multiyear tornado outbreaks by combining aerosol‐aware microphysics and fire emission constraintsJournal of Geophysical Research: Atmospheres, 2016
- Global observations of aerosol-cloud-precipitation-climate interactionsReviews of Geophysics, 2014
- An Improved Mellor–Yamada Level-3 Model: Its Numerical Stability and Application to a Regional Prediction of Advection FogBoundary-Layer Meteorology, 2006
- Fully coupled “online” chemistry within the WRF modelAtmospheric Environment, 2005
- The aethalometer — An instrument for the real-time measurement of optical absorption by aerosol particlesScience of The Total Environment, 1984