ISSN 2070-7401 (Print), ISSN 2411-0280 (Online)
Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa
CURRENT PROBLEMS IN REMOTE SENSING OF THE EARTH FROM SPACE

  

Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa, 2026, V. 23, No. 2, pp. 71-83

Methodology for retrieving vertical atmospheric ozone distribution from IKFS-2 instrument measurements

S.A. Akishina 1 
1 Saint Petersburg State University, Saint Petersburg, Russia
Accepted: 16.12.2025
DOI: 10.21046/2070-7401-2026-23-2-71-83
The difference in the roles of ozone in the troposphere and stratosphere necessitates ozone monitoring in different atmospheric layers. The study presents for the first time a methodology for retrieving vertical ozone distribution from outgoing thermal infrared (IR) radiation spectra measured by the IKFS-2 IR Fourier-spectrometer. The retrieval of the vertical ozone profile is carried out in several steps based on different methods for solving illposed inverse problems. For the final refinement of the vertical ozone distribution, we use a physical-mathematical approach based on the optimal estimation method. We use the RTTOV (Radiative Transfer for TIROS Operational Vertical Sounder) radiative transfer model to solve the direct problem. Closed numerical experiments with IKFS-2 model spectra were conducted to estimate errors and optimize the algorithm. On average, across all latitudes, the error of retrieving total ozone column is 2.3 %, while the error in retrieving tropospheric ozone column is 5.2 DU. We can observe an increase in errors of retrieving vertical ozone distribution elements at high latitudes. Measured IKFS-2 spectra were processed. Based on comparison with ozonesondes, IKFS-2 underestimates ozone content in the troposphere and in the lower stratosphere and overestimates it in the tropopause region (220–80 hPa layer), which is also observed in the IASI (Infrared Atmospheric Sounding Interferometer) measurement data.
Keywords: vertical ozone distribution, outgoing thermal radiation, IKFS-2, RTTOV
Full text

References:

  1. Belan B. D., Problem of tropospheric ozone and some results of its measurements, Atmospheric and Ocean Optics, 1996, V. 9, No. 9, pp. 754–773.
  2. Kozlov D. A., Timofeev Yu. M., Polyakov A. V. et al., Recalculation of outgoing atmospheric spectra measured by infrared Fourier spectrometers with different spectral resolutions, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa, 2018, V. 15, No. 1, pp. 52–60 (in Russian), DOI: 10.21046/2070-7401-2018-15-1-52-60.
  3. Kozlov D. A., Kozlov I. A., Uspensky A. B. et al., Estimation of the noise covariance matrix in measurements of the onboard infrared Fourier spectrometer IKFS-2, Issledovanie Zemli iz kosmosa, 2022, No. 1, pp. 53–67 (in Russian), DOI: 10.31857/S0205961422010043.
  4. Polyakov A. V., On the use of a priori statistical information in solving nonlinear inverse problems of atmospheric optics, Issledovanie Zemli iz kosmosa, 1996, No. 3, pp. 11–17 (in Russian).
  5. Polyakov A. V., The method of artificial neural networks in retrieving of vertical profiles of atmospheric parameters, Atmospheric and Ocean Optics, 2014, V. 27, No. 3, pp. 247–252.
  6. Tsyrulnikov M. D., Svirenko P. I., Gaifullin D. R., Gorbunov M. E., Uspensky A. B., Development of the operational assimilation system for meteorological observation data at the Russian Hydrometeorological centre, Hydrometeorological Research and Forecasting, 2019, No. 4 (374), pp. 112–126 (in Russian).
  7. Akishina S., Polyakov A., Virolainen Ya., Determination of the ozone vertical distribution elements in the atmosphere from satellite spectral measurements of outgoing thermal radiation. IOP Conf. Ser.: Earth and Environmental Science, 2025, V. 1522, Article 012007, DOI: 10.1088/1755-1315/1522/1/012007.
  8. Asmus V. V., Zagrebaev V. A., Makridenko L. A. et al., Meteorological satellites based on MeteorM polar orbiting platform, Russian Meteorology and Hydrology, 2014, V. 39, No. 12, pp. 787–794, DOI: 10.3103/ S1068373914120012.
  9. Bernath P. F., McElroy C. T., Abrams M. C. et al., Atmospheric Chemistry Experiment (ACE): Mission overview, Geophysical Research Letters, 2005, V. 32, No. 15, Article L15S01, DOI: 10.1029/2005GL022386.
  10. Borbas E. E., Seemann S. W., Huang H.-L., Li J., Menzel W. P., Global profile training database for satellite regression retrievals with estimates of skin temperature and emissivity, Proc. 14 th Intern. ATOVS Study Conf., Madison, WI: University of Wisconsin–Madison, Space Science and Engineering Center, Cooperative Institute for Meteorological Satellite Studies (CIMSS), 2005, pp. 763–770.
  11. Borbas E., Hulley G., Knuteson R., Feltz M., MEaSUREs Unified and Coherent Land Surface Temperature and Emissivity (LST&E) Earth System Data Record (ESDR): CAMEL users’ guide, National Aeronautics and Space Administration, Jet Propulsion Laboratory, California Institute of Technology, Pasadena, California, 2017, 32 p.
  12. Borbas E., Hulley G., Feltz M. et al., The Combined ASTER and MODIS Emissivity over Land (CAMEL) Part 1: Methodology and high spectral resolution application, Remote Sensing, 2018, V. 10, No. 4, Article 643, DOI: 10.3390/rs10040643.
  13. Boynard A., Hurtmans D., Koukouli M. E. et al., Seven years of IASI ozone retrievals from FORLI: Validation with independent total column and vertical profile measurements, Atmospheric Measurement Techniques, 2016, V. 9, pp. 4327–4353, DOI: 10.5194/amt-9-4327-2016.
  14. Chapman S., On ozone and atomic oxygen in the upper atmosphere, The London, Edinburgh, and Dublin Philosophical Magazine and J. Science, 1930, V. 10, pp. 369–383, https://doi. org/10.1080/14786443009461588.
  15. Chipperfield M. P., Bekki S., Opinion: Stratospheric ozone — depletion, recovery and new challenges, Atmospheric Chemistry and Physics, 2024, V. 24, pp. 2783–2802, DOI: 10.5194/acp-24-2783-2024.
  16. Mettig N., Weber M., Rozanov A. et al., Combined UV and IR ozone profile retrieval from TROPOMI and CrIS measurements, Atmospheric Measurement Techniques, 2022, V. 15, pp. 2955–2978, DOI: 10.5194/ amt-15-2955-2022.
  17. Polyakov A., Virolainen Y., Nerobelov G. et al., Six years of IKFS-2 global ozone total column measurements, Remote Sensing, 2023, V. 15, No. 9, Article 2481, DOI: 10.3390/rs15092481.
  18. Polyakov A. V., Virolainen Y. A., Nerobelov G. M. et al., Technique for determining tropospheric ozone content from spectral measurements of outgoing thermal radiation by the IKFS-2 satellite instrument, Izvestiya, Atmospheric and Oceanic Physics, 2024, V. 60, No. 5, pp. 533–543, DOI: 10.1134/ S000143382470049X.
  19. Polyakov A., Virolainen Y., Nerobelov G. et al., Assessing total and tropospheric ozone via IKFS-2 infrared measurements on Meteor-M No. 2, Atmosphere, 2025, V. 16, No. 7, Article 777, https://doi.org/10.3390/ atmos16070777.
  20. Prather M. J., Zhu X., Lifetimes and timescales of tropospheric ozone, Elementa: Science of the Anthropocene, 2024, V. 12, No. 1, Article 00112, https://doi.org/10.1525/elementa.2023.00112.
  21. Rodgers C. D., Inverse methods for atmospheric sounding. Theory and practice, Series on Atmospheric, Oceanic and Planetary Physics, V. 2, Singapore: World Scientific, 2000, 256 p.
  22. Saunders R., Hocking J., Turner E. et al., An update on the RTTOV fast radiative transfer model (currently at version 12), Geoscientific Model Development, 2018, V. 11, pp. 2717–2737, DOI: 10.5194/gmd-11-2717-2018.
  23. Scientific assessment of ozone depletion: 2018. global ozone research and monitoring project — Report No. 58, Geneva, Switzerland: World Meteorological Organization, 2018, 588 p.
  24. Scientific assessment of ozone depletion: 2022. GAW Report No. 278, Geneva: World Meteorological Organization, 2022, 509 p.
  25. Smit H. G. J., Thompson A. M., Ozonesonde measurement principles and best operational practices: ASOPOS 2.0 (Assessment of Standard Operating Procedures for Ozonesondes). GAW Report No. 268, Geneva: World Meteorological Organization, 2021, 173 p.
  26. Witte J. C., Thompson A. M., Smit H. G. J. et al., First reprocessing of Southern Hemisphere ADditional OZonesondes profile records: 3. Uncertainty in ozone profile and total column, J. Geophysical Research: Atmospheres, 2018, V. 123, No. 6, pp. 3243–3268, DOI: 10.1002/2017JD027791.
  27. WHO global air quality guidelines: particulate matter (PM2.5 and PM10), ozone, nitrogen dioxide, sulfur dioxide and carbon monoxide, Geneva: World Health Organization, 2021, 294 p.