Intercomparison of Aerosol Optical Depths from four reanalyses and their multi-reanalysis-consensus

Abstract

Abstract. The emergence of aerosol reanalyses in recent years has facilitated a comprehensive and systematic evaluation of Aerosol Optical Depth (AOD) trends and attribution over multi-decadal timescales. Notable aerosol reanalyses currently available include NAAPS-RA from the U.S. Naval Research Laboratory; the NASA MERRA-2; JRAero from the Japan Meteorological Agency (JMA); and CAMSRA from Copernicus/ECMWF. These aerosol reanalyses are based on differing underlying meteorology models, representations of aerosol processes, and data assimilation methods and treatment of AOD observations. This study presents the basic verification characteristics of these four reanalyses versus both AERONET and MODIS retrievals in monthly AOD properties and identifies the strength of each reanalysis and the regions where diversity and challenges are prominent. Regions with high pollution and often mixed fine-coarse mode aerosol environments such as South Asia, East Asia, Southeast Asia, and the Maritime Continent pose significant challenges, as indicated by higher monthly AOD root mean square error. Moreover, regions that are distant from major aerosol source areas, including the polar regions, and remote oceans exhibit large relative differences in speciated AODs and fine-mode vs coarse-mode AODs among the four reanalyses. To ensure consistency across the globe, a multi-reanalysis-consensus (MRC) approach was developed similar to the International Cooperative for Aerosol Prediction Multi-Model Ensemble (ICAP-MME). Like the ICAP-MME, while the MRC does not consistently rank first among the reanalyses for individual regions, it performs well by ranking first or second globally in AOD correlation and RMSE, making it a suitable candidate for climate studies that require robust and consistent assessments.

Systematic Regional Aerosol Perturbations (SyRAP) in Asia using the intermediate-resolution global climate model FORTE2

“…The reanalysis assimilates aerosol optical depth at 550nm from the Advanced Along-Track Scanning Radiometer (AATSR; (Popp et al, 2016)), and the Moderate Resolution Imaging Spectroradiometer (MODIS) aboard Terra and Aqua (Levy et al, 2013). CAMSRA has smaller biases relative to independent observations than the Monitoring Atmospheric Composition and Climate (MACC) reanalysis and CAMS interim analysis (Xian et al, 2023). For more details of CAMSRA, including key updates compared to previous reanalyses, and an evaluation of the CAMSRA aerosol product compared to previous reanalyses and the Aerosol Robotic NETwork (AERONET; (Holben et al, 1998)), see…”