Articles | Volume 14, issue 3
https://doi.org/10.5194/essd-14-1193-2022
https://doi.org/10.5194/essd-14-1193-2022
Data description paper
 | 
16 Mar 2022
Data description paper |  | 16 Mar 2022

A global land aerosol fine-mode fraction dataset (2001–2020) retrieved from MODIS using hybrid physical and deep learning approaches

Xing Yan, Zhou Zang, Zhanqing Li, Nana Luo, Chen Zuo, Yize Jiang, Dan Li, Yushan Guo, Wenji Zhao, Wenzhong Shi, and Maureen Cribb

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Revised manuscript accepted for ESSD
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Cited articles

Anderson, T. L., Wu, Y. H., Chu, D. A., Schmid, B., Redemann, J., and Dubovik, O.: Testing the MODIS satellite retrieval of aerosol fine-mode fraction, J. Geophys. Res.-Atmos., 110, D18204, https://doi.org/10.1029/2005jd005978, 2005. 
Augustine, J. A., DeLuisi, J. J., and Long, C. N.: SURFRAD – Anational surface radiation budget network for atmospheric research, B. Am. Meteorol. Soc., 81, 2341–2357, 2000. 
Bellouin, N., Boucher, O., Haywood, J., and Reddy, M. S.: Global estimate of aerosol direct radiative forcing from satellite measurements, Nature, 438, 1138–1141, https://doi.org/10.1038/nature04348, 2005. 
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This study developed a new satellite-based global land daily FMF dataset (Phy-DL FMF) by synergizing the advantages of physical and deep learning methods at a 1° spatial resolution by covering the period from 2001 to 2020. The Phy-DL FMF was extensively evaluated against ground-truth AERONET data and tested on a global scale against conventional satellite-based FMF products to demonstrate its superiority in accuracy.
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