Articles | Volume 25, issue 21
https://doi.org/10.5194/acp-25-14205-2025
https://doi.org/10.5194/acp-25-14205-2025
Research article
 | 
30 Oct 2025
Research article |  | 30 Oct 2025

Differentiation of primary and secondary marine organic aerosol with machine learning

Baihua Chen, Lu Lei, Emmanuel Chevassus, Wei Xu, Ling Zhen, Haobin Zhong, Lin Wang, Chunshui Lin, Ru-Jin Huang, Darius Ceburnis, Colin O'Dowd, and Jurgita Ovadnevaite

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Cited articles

Awad, M., Khanna, R., Awad, M., and Khanna, R.: Support vector regression, Efficient learning machines: Theories, concepts, and applications for engineers and system designers, Efficient Learning Machines, 67–80, https://doi.org/10.1007/978-1-4302-5990-9_4, 2015. 
Barger, W. and Garrett, W.: Surface active organic material in the marine atmosphere, Journal of Geophysical Research, 75, 4561–4566, https://doi.org/10.1029/JC075i024p04561, 1970. 
Bates, T. S., Calhoun, J. A., and Quinn, P. K.: Variations in the methanesulfonate to sulfate molar ratio in submicrometer marine aerosol particles over the south pacific ocean, Journal of Geophysical Research: Atmospheres, 97, 9859–9865, https://doi.org/10.1029/92JD00411, 1992. 
Bates, T. S., Quinn, P. K., Coffman, D. J., Johnson, J. E., Upchurch, L., Saliba, G., Lewis, S., Graff, J., Russell, L. M., and Behrenfeld, M. J.: Variability in Marine Plankton Ecosystems are not Observed in Freshly Emitted Sea Spray Aerosol over the North Atlantic Ocean, Geophysical Research Letters, https://doi.org/10.1029/2019gl085938, 2020. 
Bezdek, J. C., Ehrlich, R., and Full, W.: FCM: The fuzzy c-means clustering algorithm, Computers & Geosciences, 10, 191–203, https://doi.org/10.1016/0098-3004(84)90020-7, 1984. 
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This study uses machine learning to separate marine primary organic aerosol (POA) and secondary organic aerosol (SOA) from 1 decade of high-resolution data. POA averages 51 % of marine organic aerosols annually, peaking at 63 % in summer. A support vector regression model, validated via fuzzy clustering and Monte Carlo simulations, identifies seasonal patterns of POA linked to biological activity. We found diverse impacts of marine POA and SOA on the aerosol hygroscopicity and mixing state.
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