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

dc.contributor.authorRen, Yuxuan
dc.contributor.authorOxford, Christopher R.
dc.contributor.authorZhang, Dandan
dc.contributor.authorLiu, Xuan
dc.contributor.authorZhu, Haihui
dc.contributor.authorDillner, Ann M.
dc.contributor.authorWhite, Warren H.
dc.contributor.authorChakrabarty, Rajan K.
dc.contributor.authorHasheminassab, Sina
dc.contributor.authorDiner, David J.
dc.contributor.authorLe Roy, Emmie J.
dc.contributor.authorKumar, Joshin
dc.contributor.authorViteri, Valerie
dc.contributor.authorSong, Keyao
dc.contributor.authorAkoshile, Clement
dc.contributor.authorAmador-Muñoz, Omar
dc.contributor.authorAsfaw, Araya
dc.contributor.authorChang, Rachel Ying-Wen
dc.contributor.authorFrancis , Diana
dc.contributor.authorGahungu, Paterne
dc.contributor.authorGarland, Rebecca M.
dc.contributor.authorGrutter , Michel
dc.contributor.authorKim, Jhoon
dc.contributor.authorLangerman, Kristy
dc.contributor.authorLee, Pei-Chen
dc.contributor.authorLestari, Puji
dc.contributor.authorMayol-Bracero, Olga L.
dc.contributor.authorNaidoo, Mogesh
dc.contributor.authorNelli, Narendra
dc.contributor.authorO’Neill, Norm
dc.contributor.authorPark, Sang Seo
dc.contributor.authorSalam, Abdus
dc.contributor.authorSarangi, Bighnaraj
dc.contributor.authorSchechner, Yoav
dc.contributor.authorSchofield, Robyn
dc.contributor.authorTripathi, Sachchida N.
dc.contributor.authorWindwer , Eli
dc.contributor.authorWu, Ming-Tsang
dc.contributor.authorZhang, Qiang
dc.contributor.authorRudich, Yinon
dc.contributor.authorBrauer, Michael
dc.contributor.authorMartin, Randall V.
dc.date.accessioned2026-04-22T05:39:30Z
dc.date.available2026-04-22T05:39:30Z
dc.date.issued2025-07-31
dc.descriptionDATA AVAILABILITY STATEMENT : The BC data used in this study have been deposited in the Zenodo repository under accession code https://doi.org/10.5281/zenodo. 15345524. The complete BC dataset from SPARTAN is publicly available at https://www.spartan-network.org/.
dc.description.abstractCharacterizing 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.
dc.description.departmentGeography, Geoinformatics and Meteorology
dc.description.librarianam2026
dc.description.sdgSDG-13: Climate action
dc.description.sponsorshipSupported by the Clean Air Fund, NASA, NOAA Grants and NSF Grant, with additional contributions from NASA and the US Agency for International Development via the MAIA project; partly supported by the National Health Research Institutes.
dc.description.urihttps://www.nature.com/ncomms/
dc.identifier.citationRen, Y., Oxford, C.R., Zhang, D. et al. 2025, 'Black carbon emissions generally underestimated in the global south as revealed by globally distributed measurements', Nature Communications, vol. 16, no. 1, art. 7010, pp. 1-9. https://doi.org/10.1038/s41467-025-62468-5.
dc.identifier.issn2041-1723 (online)
dc.identifier.other10.1038/s41467-025-62468-5
dc.identifier.urihttp://hdl.handle.net/2263/109679
dc.language.isoen
dc.publisherNature Research
dc.rights© The Author(s) 2025. This article is licensed under a Creative Commons Attribution 4.0 International License.
dc.subjectBlack carbon
dc.subjectClimate
dc.subjectSurface particulate matter network (SPARTAN)
dc.subjectCommunity emissions data system (CEDS)
dc.titleBlack carbon emissions generally underestimated in the global south as revealed by globally distributed measurements
dc.typeArticle

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