Machine Learning Uncovers Aerosol Size Information From Chemistry and Meteorology to Quantify Potential Cloud‐Forming Particles

Author:

Nair Arshad Arjunan1ORCID,Yu Fangqun1ORCID,Campuzano‐Jost Pedro23ORCID,DeMott Paul J.4ORCID,Levin Ezra J. T.45ORCID,Jimenez Jose L.23ORCID,Peischl Jeff26ORCID,Pollack Ilana B.4ORCID,Fredrickson Carley D.7ORCID,Beyersdorf Andreas J.89ORCID,Nault Benjamin A.2310ORCID,Park Minsu11ORCID,Yum Seong Soo11ORCID,Palm Brett B.7ORCID,Xu Lu1213ORCID,Bourgeois Ilann26ORCID,Anderson Bruce E.8ORCID,Nenes Athanasios141516ORCID,Ziemba Luke D.8ORCID,Moore Richard H.8ORCID,Lee Taehyoung17ORCID,Park Taehyun17ORCID,Thompson Chelsea R.26ORCID,Flocke Frank18ORCID,Huey Lewis Gregory19ORCID,Kim Michelle J.12ORCID,Peng Qiaoyun7ORCID

Affiliation:

1. Atmospheric Sciences Research Center State University of New York Albany NY USA

2. Cooperative Institute for Research in Environmental Sciences (CIRES) University of Colorado Boulder Boulder CO USA

3. Department of Chemistry University of Colorado Boulder Boulder CO USA

4. Department of Atmospheric Science Colorado State University Fort Collins CO USA

5. Now at Handix Scientific Boulder CO USA

6. NOAA Chemical Science Laboratory Boulder CO USA

7. Department of Atmospheric Sciences University of Washington Seattle WA USA

8. NASA Langley Research Center Hampton VA USA

9. California State University San Bernardino CA USA

10. Now at Center for Aerosols and Cloud Chemistry Aerodyne Research, Inc. Billerica MA USA

11. Department of Atmospheric Sciences Yonsei University Seoul South Korea

12. Division of Geological and Planetary Sciences California Institute of Technology Pasadena CA USA

13. Now at NOAA Chemical Science Laboratory Cooperative Institute for Research in Environmental Sciences (CIRES) University of Colorado Boulder Boulder CO USA

14. Institute of Chemical Engineering Sciences Foundation for Research & Technology‐Hellas Patras Greece

15. School of Architecture Civil and Environmental Engineering Swiss Federal Institute of Technology Lausanne Lausanne Switzerland

16. School of Earth and Atmospheric Sciences and School of Chemical and Biomolecular Engineering Georgia Institute of Technology Atlanta GA USA

17. Department of Environmental Science Hankuk University of Foreign Studies Yongin South Korea

18. Atmospheric Chemistry Observations and Modeling National Center for Atmospheric Research Boulder CO USA

19. School of Earth and Atmospheric Sciences Georgia Tech Atlanta GA USA

Funder

National Aeronautics and Space Administration

National Science Foundation

National Research Foundation of Korea

National Oceanic and Atmospheric Administration

Publisher

American Geophysical Union (AGU)

Subject

General Earth and Planetary Sciences,Geophysics

Reference68 articles.

1. Reduction of Tropical Cloudiness by Soot

2. Aerosols, Cloud Microphysics, and Fractional Cloudiness

3. Allen H. M. Crounse J. D. Kim M. J. Teng A. P. &Wennberg P. O.(2019).ATom: L2 In Situ Data from Caltech Chemical Ionization Mass Spectrometer (CIT‐CIMS). ORNL Distributed Active Archive Center. Retrieved fromhttps://espo.nasa.gov/atom/archive/browse/atom/DC8/CIT-SO2

4. ARCTAS Team. (2020).ARCTAS Field Campaign Data. NASA Langley Atmospheric Science Data Center DAAC.https://doi.org/10.5067/SUBORBITAL/ARCTAS2008/DATA001

5. The Deep Convective Clouds and Chemistry (DC3) Field Campaign

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