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Black carbon emissions generally underestimated in the global south as revealed by globally distributed measurements

Yuxuan Ren, Christopher R. Oxford, Dandan Zhang, Xuan Liu, Haihui Zhu, Ann M. Dillner, W. H. White, Rajan K. Chakrabarty, Sina Hasheminassab, David J. Diner, Emmie Le Roy, Joshin Kumar, Valerie Viteri, Keyao Song, Clement Akoshile, Omar Amador-Muñóz, Araya Asfaw, Rachel Chang, Diana Francis, Paterne Gahungu, Rebecca M. Garland, Michel Grutter, Jhoon Kim, Kristy Langerman, Pei‐Chen Lee, Puji Lestari, O. L. Mayol‐Bracero, Mogesh Naidoo, Narendra Nelli, N. T. O’Neill, Sang Seo Park, Abdus Salam, Bighnaraj Sarangi, Yoav Y. Schechner, Robyn Schofield, S. N. Tripathi, Eli Windwer, Ming‐Tsang Wu, Qiang Zhang, Yinon Rudich, Michael Bräuer, Randall V. Martin

2025Nature Communications9 citationsDOIOpen Access PDF

Abstract

Characterizing black carbon (BC) on a fine scale globally is essential for understanding its climate and health impacts. However, sparse BC mass measurements in different parts of the world and coarse model resolution have inhibited evaluation of global BC emission inventories. Here, we apply globally distributed BC mass measurements from the Surface Particulate Matter Network (SPARTAN) and complementary measurement networks to evaluate contemporary BC emission inventories. We use a global chemical transport model (GEOS-Chem) in its high-performance configuration (GCHP) for high-resolution simulations to relate BC emissions to ambient concentrations for comparison with measurements. Here we find that simulations using the Community Emissions Data System (CEDS) emission inventory exhibit skill (r2 = 0.73) in representing variability in SPARTAN measurements across primarily developed regions with low BC concentrations but exhibit pronounced discrepancy (r2 = 0.00019) across high-BC regions in the Global South, underestimating BC by 38%. Alternative inventories (EDGAR, HTAP) yield similar results. These findings motivate renewed attention to the challenging task of characterizing BC emissions from low- and middle-income countries. Using globally consistent measurements and high-resolution modelling, this study finds that black carbon emissions are generally underestimated in the Global South.

Topics & Concepts

Carbon blackEnvironmental scienceGreenhouse gasCarbon fibersComputer scienceBiologyMaterials scienceEcologyComposite materialComposite numberNatural rubberAlgorithmAtmospheric chemistry and aerosolsAtmospheric and Environmental Gas DynamicsAtmospheric Ozone and Climate