Intercomparison of CO measurements from TROPOMI, ACE-FTS, and a high-Arctic ground-based Fourier transform spectrometer

The TROPOspheric Monitoring Instrument (TROPOMI) provides a daily, spatially resolved (initially 7×7 km 2 , upgraded to 7×5.6 km 2 in August 2019) global dataset of CO columns; however, due to the relative sparseness of reliable ground-based data sources, it can be challenging to characterize the va...

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Published in:Atmospheric Measurement Techniques
Main Authors: Wizenberg, Tyler, Strong, Kimberly, Walker, Kaley, Lutsch, Erik, Borsdorff, Tobias, Landgraf, Jochen
Format: Text
Language:English
Published: 2021
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Online Access:https://doi.org/10.5194/amt-14-7707-2021
https://amt.copernicus.org/articles/14/7707/2021/
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description The TROPOspheric Monitoring Instrument (TROPOMI) provides a daily, spatially resolved (initially 7×7 km 2 , upgraded to 7×5.6 km 2 in August 2019) global dataset of CO columns; however, due to the relative sparseness of reliable ground-based data sources, it can be challenging to characterize the validity and accuracy of satellite data products in remote regions such as the high Arctic. In these regions, satellite intercomparisons can supplement model- and ground-based validation efforts and serve to verify previously observed differences. In this paper, we compare the CO products from TROPOMI, the Atmospheric Chemistry Experiment (ACE) Fourier transform spectrometer (FTS), and a high-Arctic ground-based FTS located at the Polar Environment Atmospheric Research Laboratory (PEARL) in Eureka, Nunavut (80.05 ∘ N, 86.42 ∘ W). A global comparison of TROPOMI reference profiles scaled by the retrieved total column with ACE-FTS CO partial columns for the period from 28 November 2017 to 31 May 2020 displays excellent agreement between the two datasets ( R =0.93 ) and a small relative bias of <math xmlns="http://www.w3.org/1998/Math/MathML" id="M8" display="inline" overflow="scroll" dspmath="mathml"><mrow><mo>-</mo><mn mathvariant="normal">0.83</mn><mo>±</mo><mn mathvariant="normal">0.26</mn><mspace linebreak="nobreak" width="0.125em"/><mi mathvariant="italic">%</mi></mrow></math> <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="75pt" height="10pt" class="svg-formula" dspmath="mathimg" md5hash="ec2fc91239eaea953aa270178bffcd62"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="amt-14-7707-2021-ie00001.svg" width="75pt" height="10pt" src="amt-14-7707-2021-ie00001.png"/></svg:svg> (bias ± standard error of the mean). Additional comparisons were performed within five latitude bands: the north polar region (60 to 90 ∘ N), northern mid-latitudes (20 to 60 ∘ N), the equatorial region (20 ∘ S to 20 ∘ N), southern mid-latitudes (60 to 20 ∘ S), and the south polar region (90 to 60 ∘ S). Latitudinal comparisons of the TROPOMI and ACE-FTS CO datasets show strong correlations ranging from R =0.93 (southern mid-latitudes) to R =0.86 (equatorial region) between the CO products but display a dependence of the mean differences on latitude. Positive mean biases of 7.93±0.61 % and 7.21±0.52 % were found in the northern and southern polar regions, respectively, while a negative bias of <math xmlns="http://www.w3.org/1998/Math/MathML" id="M20" display="inline" overflow="scroll" dspmath="mathml"><mrow><mo>-</mo><mn mathvariant="normal">9.41</mn><mo>±</mo><mn mathvariant="normal">0.55</mn><mspace width="0.125em" linebreak="nobreak"/><mi mathvariant="italic">%</mi></mrow></math> <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="75pt" height="10pt" class="svg-formula" dspmath="mathimg" md5hash="3314d38cf1206597667eb79418835d83"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="amt-14-7707-2021-ie00002.svg" width="75pt" height="10pt" src="amt-14-7707-2021-ie00002.png"/></svg:svg> was observed in the equatorial region. To investigate whether these differences are introduced by cloud contamination, which is reflected in the TROPOMI averaging kernel shape, the latitudinal comparisons were repeated for cloud-covered pixels and clear-sky pixels only, as well as for the unsmoothed and smoothed cases. Clear-sky pixels were found to be biased higher with poorer correlations on average than clear + cloudy scenes and cloud-covered scenes only. Furthermore, the latitudinal dependence on the biases was observed in both the smoothed and unsmoothed cases. To provide additional context to the global comparisons of TROPOMI with ACE-FTS in the Arctic, both satellite datasets were compared against measurements from the ground-based PEARL-FTS. Comparisons of TROPOMI with smoothed PEARL-FTS total columns in the period of 3 March 2018 to 27 March 2020 display a strong correlation ( R =0.88 ); however, a positive mean bias of 14.7±0.16 % was also found. A partial column comparison of ACE-FTS with the PEARL-FTS in the period from 25 February 2007 to 18 March 2020 shows good agreement ( R =0.79 ) and a mean positive bias of 7.89±0.21 % in the ACE-FTS product relative to the ground-based FTS. The magnitude and sign of the mean relative differences are consistent across all intercomparisons in this work, as well as with recent ground-based validation efforts, suggesting that the current TROPOMI CO product exhibits a positive bias in the high-Arctic region. However, the observed bias is within the TROPOMI mission accuracy requirement of ±15 % , providing further confirmation that the data quality in these remote high-latitude regions meets this specification.
format Text
author Wizenberg, Tyler
Strong, Kimberly
Walker, Kaley
Lutsch, Erik
Borsdorff, Tobias
Landgraf, Jochen
spellingShingle Wizenberg, Tyler
Strong, Kimberly
Walker, Kaley
Lutsch, Erik
Borsdorff, Tobias
Landgraf, Jochen
Intercomparison of CO measurements from TROPOMI, ACE-FTS, and a high-Arctic ground-based Fourier transform spectrometer
author_facet Wizenberg, Tyler
Strong, Kimberly
Walker, Kaley
Lutsch, Erik
Borsdorff, Tobias
Landgraf, Jochen
author_sort Wizenberg, Tyler
title Intercomparison of CO measurements from TROPOMI, ACE-FTS, and a high-Arctic ground-based Fourier transform spectrometer
title_short Intercomparison of CO measurements from TROPOMI, ACE-FTS, and a high-Arctic ground-based Fourier transform spectrometer
title_full Intercomparison of CO measurements from TROPOMI, ACE-FTS, and a high-Arctic ground-based Fourier transform spectrometer
title_fullStr Intercomparison of CO measurements from TROPOMI, ACE-FTS, and a high-Arctic ground-based Fourier transform spectrometer
title_full_unstemmed Intercomparison of CO measurements from TROPOMI, ACE-FTS, and a high-Arctic ground-based Fourier transform spectrometer
title_sort intercomparison of co measurements from tropomi, ace-fts, and a high-arctic ground-based fourier transform spectrometer
publishDate 2021
url https://doi.org/10.5194/amt-14-7707-2021
https://amt.copernicus.org/articles/14/7707/2021/
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spelling ftcopernicus:oai:publications.copernicus.org:amt96058 2023-05-15T15:00:25+02:00 Intercomparison of CO measurements from TROPOMI, ACE-FTS, and a high-Arctic ground-based Fourier transform spectrometer Wizenberg, Tyler Strong, Kimberly Walker, Kaley Lutsch, Erik Borsdorff, Tobias Landgraf, Jochen 2021-12-08 application/pdf https://doi.org/10.5194/amt-14-7707-2021 https://amt.copernicus.org/articles/14/7707/2021/ eng eng doi:10.5194/amt-14-7707-2021 https://amt.copernicus.org/articles/14/7707/2021/ eISSN: 1867-8548 Text 2021 ftcopernicus https://doi.org/10.5194/amt-14-7707-2021 2021-12-13T17:22:30Z The TROPOspheric Monitoring Instrument (TROPOMI) provides a daily, spatially resolved (initially 7×7 km 2 , upgraded to 7×5.6 km 2 in August 2019) global dataset of CO columns; however, due to the relative sparseness of reliable ground-based data sources, it can be challenging to characterize the validity and accuracy of satellite data products in remote regions such as the high Arctic. In these regions, satellite intercomparisons can supplement model- and ground-based validation efforts and serve to verify previously observed differences. In this paper, we compare the CO products from TROPOMI, the Atmospheric Chemistry Experiment (ACE) Fourier transform spectrometer (FTS), and a high-Arctic ground-based FTS located at the Polar Environment Atmospheric Research Laboratory (PEARL) in Eureka, Nunavut (80.05 ∘ N, 86.42 ∘ W). A global comparison of TROPOMI reference profiles scaled by the retrieved total column with ACE-FTS CO partial columns for the period from 28 November 2017 to 31 May 2020 displays excellent agreement between the two datasets ( R =0.93 ) and a small relative bias of <math xmlns="http://www.w3.org/1998/Math/MathML" id="M8" display="inline" overflow="scroll" dspmath="mathml"><mrow><mo>-</mo><mn mathvariant="normal">0.83</mn><mo>±</mo><mn mathvariant="normal">0.26</mn><mspace linebreak="nobreak" width="0.125em"/><mi mathvariant="italic">%</mi></mrow></math> <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="75pt" height="10pt" class="svg-formula" dspmath="mathimg" md5hash="ec2fc91239eaea953aa270178bffcd62"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="amt-14-7707-2021-ie00001.svg" width="75pt" height="10pt" src="amt-14-7707-2021-ie00001.png"/></svg:svg> (bias ± standard error of the mean). Additional comparisons were performed within five latitude bands: the north polar region (60 to 90 ∘ N), northern mid-latitudes (20 to 60 ∘ N), the equatorial region (20 ∘ S to 20 ∘ N), southern mid-latitudes (60 to 20 ∘ S), and the south polar region (90 to 60 ∘ S). Latitudinal comparisons of the TROPOMI and ACE-FTS CO datasets show strong correlations ranging from R =0.93 (southern mid-latitudes) to R =0.86 (equatorial region) between the CO products but display a dependence of the mean differences on latitude. Positive mean biases of 7.93±0.61 % and 7.21±0.52 % were found in the northern and southern polar regions, respectively, while a negative bias of <math xmlns="http://www.w3.org/1998/Math/MathML" id="M20" display="inline" overflow="scroll" dspmath="mathml"><mrow><mo>-</mo><mn mathvariant="normal">9.41</mn><mo>±</mo><mn mathvariant="normal">0.55</mn><mspace width="0.125em" linebreak="nobreak"/><mi mathvariant="italic">%</mi></mrow></math> <svg:svg xmlns:svg="http://www.w3.org/2000/svg" width="75pt" height="10pt" class="svg-formula" dspmath="mathimg" md5hash="3314d38cf1206597667eb79418835d83"><svg:image xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="amt-14-7707-2021-ie00002.svg" width="75pt" height="10pt" src="amt-14-7707-2021-ie00002.png"/></svg:svg> was observed in the equatorial region. To investigate whether these differences are introduced by cloud contamination, which is reflected in the TROPOMI averaging kernel shape, the latitudinal comparisons were repeated for cloud-covered pixels and clear-sky pixels only, as well as for the unsmoothed and smoothed cases. Clear-sky pixels were found to be biased higher with poorer correlations on average than clear + cloudy scenes and cloud-covered scenes only. Furthermore, the latitudinal dependence on the biases was observed in both the smoothed and unsmoothed cases. To provide additional context to the global comparisons of TROPOMI with ACE-FTS in the Arctic, both satellite datasets were compared against measurements from the ground-based PEARL-FTS. Comparisons of TROPOMI with smoothed PEARL-FTS total columns in the period of 3 March 2018 to 27 March 2020 display a strong correlation ( R =0.88 ); however, a positive mean bias of 14.7±0.16 % was also found. A partial column comparison of ACE-FTS with the PEARL-FTS in the period from 25 February 2007 to 18 March 2020 shows good agreement ( R =0.79 ) and a mean positive bias of 7.89±0.21 % in the ACE-FTS product relative to the ground-based FTS. The magnitude and sign of the mean relative differences are consistent across all intercomparisons in this work, as well as with recent ground-based validation efforts, suggesting that the current TROPOMI CO product exhibits a positive bias in the high-Arctic region. However, the observed bias is within the TROPOMI mission accuracy requirement of ±15 % , providing further confirmation that the data quality in these remote high-latitude regions meets this specification. Text Arctic Eureka Nunavut Copernicus Publications: E-Journals Arctic Eureka ENVELOPE(-85.940,-85.940,79.990,79.990) Nunavut Atmospheric Measurement Techniques 14 12 7707 7728