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Toward High Precision XCO(2) Retrievals From TanSat Observations: Retrieval Improvement and Validation Against TCCON Measurements
TanSat is the 1st Chinese carbon dioxide (CO(2)) measurement satellite, launched in 2016. In this study, the University of Leicester Full Physics (UoL‐FP) algorithm is implemented for TanSat nadir mode XCO(2) retrievals. We develop a spectrum correction method to reduce the retrieval errors by the o...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7983077/ https://www.ncbi.nlm.nih.gov/pubmed/33777605 http://dx.doi.org/10.1029/2020JD032794 |
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author | Yang, D. Boesch, H. Liu, Y. Somkuti, P. Cai, Z. Chen, X. Di Noia, A. Lin, C. Lu, N. Lyu, D. Parker, R. J. Tian, L. Wang, M. Webb, A. Yao, L. Yin, Z. Zheng, Y. Deutscher, N. M. Griffith, D. W. T. Hase, F. Kivi, R. Morino, I. Notholt, J. Ohyama, H. Pollard, D. F. Shiomi, K. Sussmann, R. Té, Y. Velazco, V. A. Warneke, T. Wunch, D. |
author_facet | Yang, D. Boesch, H. Liu, Y. Somkuti, P. Cai, Z. Chen, X. Di Noia, A. Lin, C. Lu, N. Lyu, D. Parker, R. J. Tian, L. Wang, M. Webb, A. Yao, L. Yin, Z. Zheng, Y. Deutscher, N. M. Griffith, D. W. T. Hase, F. Kivi, R. Morino, I. Notholt, J. Ohyama, H. Pollard, D. F. Shiomi, K. Sussmann, R. Té, Y. Velazco, V. A. Warneke, T. Wunch, D. |
author_sort | Yang, D. |
collection | PubMed |
description | TanSat is the 1st Chinese carbon dioxide (CO(2)) measurement satellite, launched in 2016. In this study, the University of Leicester Full Physics (UoL‐FP) algorithm is implemented for TanSat nadir mode XCO(2) retrievals. We develop a spectrum correction method to reduce the retrieval errors by the online fitting of an 8(th) order Fourier series. The spectrum‐correction model and its a priori parameters are developed by analyzing the solar calibration measurement. This correction provides a significant improvement to the O(2) A band retrieval. Accordingly, we extend the previous TanSat single CO(2) weak band retrieval to a combined O(2) A and CO(2) weak band retrieval. A Genetic Algorithm (GA) has been applied to determine the threshold values of post‐screening filters. In total, 18.3% of the retrieved data is identified as high quality compared to the original measurements. The same quality control parameters have been used in a footprint independent multiple linear regression bias correction due to the strong correlation with the XCO(2) retrieval error. Twenty sites of the Total Column Carbon Observing Network (TCCON) have been selected to validate our new approach for the TanSat XCO(2) retrieval. We show that our new approach produces a significant improvement on the XCO(2) retrieval accuracy and precision when compared to TCCON with an average bias and RMSE of −0.08 ppm and 1.47 ppm, respectively. The methods used in this study can help to improve the XCO(2) retrieval from TanSat and subsequently the Level‐2 data production, and hence will be applied in the TanSat operational XCO(2) processing. |
format | Online Article Text |
id | pubmed-7983077 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-79830772021-03-24 Toward High Precision XCO(2) Retrievals From TanSat Observations: Retrieval Improvement and Validation Against TCCON Measurements Yang, D. Boesch, H. Liu, Y. Somkuti, P. Cai, Z. Chen, X. Di Noia, A. Lin, C. Lu, N. Lyu, D. Parker, R. J. Tian, L. Wang, M. Webb, A. Yao, L. Yin, Z. Zheng, Y. Deutscher, N. M. Griffith, D. W. T. Hase, F. Kivi, R. Morino, I. Notholt, J. Ohyama, H. Pollard, D. F. Shiomi, K. Sussmann, R. Té, Y. Velazco, V. A. Warneke, T. Wunch, D. J Geophys Res Atmos Research Articles TanSat is the 1st Chinese carbon dioxide (CO(2)) measurement satellite, launched in 2016. In this study, the University of Leicester Full Physics (UoL‐FP) algorithm is implemented for TanSat nadir mode XCO(2) retrievals. We develop a spectrum correction method to reduce the retrieval errors by the online fitting of an 8(th) order Fourier series. The spectrum‐correction model and its a priori parameters are developed by analyzing the solar calibration measurement. This correction provides a significant improvement to the O(2) A band retrieval. Accordingly, we extend the previous TanSat single CO(2) weak band retrieval to a combined O(2) A and CO(2) weak band retrieval. A Genetic Algorithm (GA) has been applied to determine the threshold values of post‐screening filters. In total, 18.3% of the retrieved data is identified as high quality compared to the original measurements. The same quality control parameters have been used in a footprint independent multiple linear regression bias correction due to the strong correlation with the XCO(2) retrieval error. Twenty sites of the Total Column Carbon Observing Network (TCCON) have been selected to validate our new approach for the TanSat XCO(2) retrieval. We show that our new approach produces a significant improvement on the XCO(2) retrieval accuracy and precision when compared to TCCON with an average bias and RMSE of −0.08 ppm and 1.47 ppm, respectively. The methods used in this study can help to improve the XCO(2) retrieval from TanSat and subsequently the Level‐2 data production, and hence will be applied in the TanSat operational XCO(2) processing. John Wiley and Sons Inc. 2020-11-09 2020-11-27 /pmc/articles/PMC7983077/ /pubmed/33777605 http://dx.doi.org/10.1029/2020JD032794 Text en ©2020. The Authors. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Yang, D. Boesch, H. Liu, Y. Somkuti, P. Cai, Z. Chen, X. Di Noia, A. Lin, C. Lu, N. Lyu, D. Parker, R. J. Tian, L. Wang, M. Webb, A. Yao, L. Yin, Z. Zheng, Y. Deutscher, N. M. Griffith, D. W. T. Hase, F. Kivi, R. Morino, I. Notholt, J. Ohyama, H. Pollard, D. F. Shiomi, K. Sussmann, R. Té, Y. Velazco, V. A. Warneke, T. Wunch, D. Toward High Precision XCO(2) Retrievals From TanSat Observations: Retrieval Improvement and Validation Against TCCON Measurements |
title | Toward High Precision XCO(2) Retrievals From TanSat Observations: Retrieval Improvement and Validation Against TCCON Measurements |
title_full | Toward High Precision XCO(2) Retrievals From TanSat Observations: Retrieval Improvement and Validation Against TCCON Measurements |
title_fullStr | Toward High Precision XCO(2) Retrievals From TanSat Observations: Retrieval Improvement and Validation Against TCCON Measurements |
title_full_unstemmed | Toward High Precision XCO(2) Retrievals From TanSat Observations: Retrieval Improvement and Validation Against TCCON Measurements |
title_short | Toward High Precision XCO(2) Retrievals From TanSat Observations: Retrieval Improvement and Validation Against TCCON Measurements |
title_sort | toward high precision xco(2) retrievals from tansat observations: retrieval improvement and validation against tccon measurements |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7983077/ https://www.ncbi.nlm.nih.gov/pubmed/33777605 http://dx.doi.org/10.1029/2020JD032794 |
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