Articles | Volume 16, issue 8
https://doi.org/10.5194/amt-16-2107-2023
https://doi.org/10.5194/amt-16-2107-2023
Research article
 | 
21 Apr 2023
Research article |  | 21 Apr 2023

Near-real-time detection of unexpected atmospheric events using principal component analysis on the Infrared Atmospheric Sounding Interferometer (IASI) radiances

Adrien Vu Van, Anne Boynard, Pascal Prunet, Dominique Jolivet, Olivier Lezeaux, Patrice Henry, Claude Camy-Peyret, Lieven Clarisse, Bruno Franco, Pierre-François Coheur, and Cathy Clerbaux

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Cited articles

Ackerman, S. A. and Strabala, K. I.: Satellite remote-sensing of H2SO4 aerosol using the 8 to 12 µm window region: Application to Mount Pinatubo, J. Geophys. Res., 99, 18639–18649, https://doi.org/10.1029/94JD01331, 1994. 
Amirtaimoori, S., Khalilian, S., Amirnejad, H., and Mohebbi, A.: Estimation of cost curve to control sulfur dioxide gas (SO2) emissions from Sarcheshmeh copper complex, Journal of Environmental Studies, 40, 431–438, 2014. 
Antonelli, P., Revercomb, H. E., Sromovsky, L. A., Smith, W. L., Knuteson, R. O. Tobin, D. C., Garcia, R. K., Howell, H. B., Huang, H.-L., and Best, F. A.: A principal component noise filter for high spectral resolution infrared measurements, J. Geophys. Res., 109, D23102, https://doi.org/10.1029/2004JD004862, 2004. 
Atkinson, N. C., Brunel, P., Marguinaud, P., and Labrot, T.: AAPP developments and experiences with processing METOP data, Tech. Proc. 16th Int. TOVS Study Conf., Angra dos Reis, Brazil, 6–13 May 2008, https://cimss.ssec.wisc.edu/itwg/itsc/itsc16/ (last access: 19 April 2023), 2008. 
Atkinson, N. C., Ponsard, C., and Hultberg, T.: AAPP enhancements for the EARS-IASI service, Proc. EUMETSAT Meteorological Satellite Conf., Bath, UK, 21–25 September 2009, https://www-cdn-int.eumetsat.int/files/2020-04/pdf_conf_p55_s8_39_atkinson_p.pdf (last access: 19 April 2023), 2009. 
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Short summary
With its near-real-time observations and good horizontal coverage, the Infrared Atmospheric Sounding Interferometer (IASI) instrument can contribute to the monitoring systems for a systematic and continuous detection of exceptional atmospheric events such as fires, anthropogenic pollution episodes, volcanic eruptions, or industrial releases. In this paper, a new approach is described for the detection and characterization of unexpected events in terms of trace gases using IASI radiance spectra.
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