Preprints
https://doi.org/10.5194/egusphere-2025-6328
https://doi.org/10.5194/egusphere-2025-6328
07 Jan 2026
 | 07 Jan 2026

Impact of Sentinel-5 SWIR Detector Persistence on Trace Gas Retrievals

Mari C. Martinez-Velarte, Jochen Landgraf, Ben Veihelmann, Bernd Sierk, and Tobias Borsdorff

Abstract. Launched in August 2025, the Sentinel-5 (S5) mission aims to enhance greenhouse gas monitoring by working alongside existing Copernicus satellites, such as the Sentinel-5 Precursor. S5 is equipped with shortwave-infrared (SWIR) grating spectrometers that provide operational daily retrievals of CH4 and CO, while the coverage of the SWIR region also makes S5 measurements sensitive to atmospheric CO2. One particular challenge for S5 is the persistence effect in its SWIR mercury-cadmium-telluride (MCT) detectors, which can introduce scene-dependent radiometric biases when the signal at a detector pixel changes between consecutive readouts, as occurs in scenes with along-track brightness variations. 

This study quantifies persistence-induced biases for CH4, CO, and the CH4/CO2 proxy ratio using the operational RemoTeC CH4 retrieval algorithm, an also examines persistence errors for a potential CO2 product. We simulate realistic scenes over regions like the Nile Delta, California's Central Valley, and the Lusatian lignite district, which exhibit the spatial radiance variability relevant for persistence effects. Across these scenes, the induced biases remain small, with typical amplitudes below 0.12 % for CH4, 0.10 % for CO2, 0.34 % for CO, and 0.06 % for the CH4/CO2 proxy. However, localized outliers reaching up to 1.59 % for CH4, 1.55 % for CO2, 4.01 % for CO and 0.71 % for the proxy constitute a substantial fraction of the CO and the proxy performance targets, and exceed those defined for CH4 and CO2. Our findings suggest that targeted post-filtering, such as omitting coastal and land–water interface pixels, can effectively reduce the most significant outliers in the persistence bias, thus aligning the retrieval biases with the required mission performance. 

Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. While Copernicus Publications makes every effort to include appropriate place names, the final responsibility lies with the authors. Views expressed in the text are those of the authors and do not necessarily reflect the views of the publisher.
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Journal article(s) based on this preprint

22 Jul 2026
Impact of Sentinel-5 SWIR detector persistence on trace gas retrievals
Mari C. Martinez-Velarte, Jochen Landgraf, Ben Veihelmann, Bernd Sierk, and Tobias Borsdorff
Atmos. Meas. Tech., 19, 4703–4720, https://doi.org/10.5194/amt-19-4703-2026,https://doi.org/10.5194/amt-19-4703-2026, 2026
Short summary
Mari C. Martinez-Velarte, Jochen Landgraf, Ben Veihelmann, Bernd Sierk, and Tobias Borsdorff

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2025-6328', Anonymous Referee #1, 25 Jan 2026
    • AC1: 'Reply on RC1', Tobias Borsdorff, 04 May 2026
  • RC2: 'Comment on egusphere-2025-6328', Anonymous Referee #2, 11 Mar 2026
    • AC2: 'Reply on RC2', Tobias Borsdorff, 04 May 2026
  • RC3: 'Comment on egusphere-2025-6328', Anonymous Referee #3, 27 Mar 2026
    • AC3: 'Reply on RC3', Tobias Borsdorff, 04 May 2026

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2025-6328', Anonymous Referee #1, 25 Jan 2026
    • AC1: 'Reply on RC1', Tobias Borsdorff, 04 May 2026
  • RC2: 'Comment on egusphere-2025-6328', Anonymous Referee #2, 11 Mar 2026
    • AC2: 'Reply on RC2', Tobias Borsdorff, 04 May 2026
  • RC3: 'Comment on egusphere-2025-6328', Anonymous Referee #3, 27 Mar 2026
    • AC3: 'Reply on RC3', Tobias Borsdorff, 04 May 2026

Peer review completion

AR – Author's response | RR – Referee report | ED – Editor decision | EF – Editorial file upload
AR by Tobias Borsdorff on behalf of the Authors (07 May 2026)  Manuscript 
EF by Mario Ebel (08 May 2026)  Author's response   Author's tracked changes 
ED: Referee Nomination & Report Request started (08 May 2026) by Andrew Sayer
RR by Anonymous Referee #2 (18 May 2026)
ED: Publish subject to technical corrections (27 May 2026) by Andrew Sayer
AR by Tobias Borsdorff on behalf of the Authors (28 May 2026)  Manuscript 

Post-review adjustments

AA – Author's adjustment | EA – Editor approval
AA by Tobias Borsdorff on behalf of the Authors (14 Jul 2026)   Author's adjustment   Manuscript
EA: Adjustments approved (14 Jul 2026) by Andrew Sayer

Journal article(s) based on this preprint

22 Jul 2026
Impact of Sentinel-5 SWIR detector persistence on trace gas retrievals
Mari C. Martinez-Velarte, Jochen Landgraf, Ben Veihelmann, Bernd Sierk, and Tobias Borsdorff
Atmos. Meas. Tech., 19, 4703–4720, https://doi.org/10.5194/amt-19-4703-2026,https://doi.org/10.5194/amt-19-4703-2026, 2026
Short summary
Mari C. Martinez-Velarte, Jochen Landgraf, Ben Veihelmann, Bernd Sierk, and Tobias Borsdorff
Mari C. Martinez-Velarte, Jochen Landgraf, Ben Veihelmann, Bernd Sierk, and Tobias Borsdorff

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Short summary
Launched in August 2025, Sentinel-5 provides daily CH4 and CO retrievals and is sensitive to CO2. Its SWIR MCT detectors exhibit persistence effects causing scene-dependent biases. This study quantifies these biases for CH4, CO, CO2, and the CH4/CO2 proxy using RemoTeC over regions with high radiance variability. Typical biases are small (<0.34 %), but outliers reach 1.59–4.01 %. Targeted post-filtering can reduce outliers and meet mission performance.
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