Oshio, Haruki and Yoshida, Yukio and Matsunaga, Tsuneo and Deutscher, Nicholas M. and Dubey, Manvendra and Griffith, David W. T. and Hase, Frank and Iraci, Laura T. and Kivi, Rigel and Liu, Cheng and Morino, Isamu and Notholt, Justus and Oh, Young-Suk and Ohyama, Hirofumi and Petri, Christof and Pollard, David F. and Roehl, Coleen and Shiomi, Kei and Sussmann, Ralf and Té, Yao and Velazco, Voltaire A. and Warneke, Thorsten and Wunch, Debra (2020) Bias Correction of the Ratio of Total Column CH₄ to CO₂ Retrieved from GOSAT Spectra. Remote Sensing, 12 (19). Art. No. 3155. ISSN 2072-4292. doi:10.3390/rs12193155. https://resolver.caltech.edu/CaltechAUTHORS:20200928-075434934
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Abstract
The proxy method, using the ratio of total column CH₄ to CO₂ to reduce the effects of common biases, has been used to retrieve column-averaged dry-air mole fraction of CH₄ from satellite data. The present study characterizes the remaining scattering effects in the CH₄/CO₄ ratio component of the Greenhouse gases Observing SATellite (GOSAT) retrieval and uses them for bias correction. The variation of bias between the GOSAT and Total Carbon Column Observing Network (TCCON) ratio component with GOSAT data-derived variables was investigated. Then, it was revealed that the variability of the bias could be reduced by using four variables for the bias correction—namely, airmass, 2 μm band radiance normalized with its noise level, the ratio between the partial column-averaged dry-air mole fraction of CH₄ for the lower atmosphere and that for the upper atmosphere, and the difference in surface albedo between the CH₄ and CO₄ bands. The ratio of partial column CH₄ reduced the dependence of bias on the cloud fraction and the difference between hemispheres. In addition to the reduction of bias (from 0.43% to 0%), the precision (standard deviation of the difference between GOSAT and TCCON) was reduced from 0.61% to 0.55% by the correction. The bias and its temporal variation were reduced for each site: the mean and standard deviation of the mean bias for individual seasons were within 0.2% for most of the sites.
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Additional Information: | © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). Received: 21 August 2020; Accepted: 23 September 2020; Published: 25 September 2020. GOSAT clear-sky retrieval in the present study was conducted at the GOSAT-2 Research Computation Facility. The Garmisch TCCON station has been supported by the European Space Agency (ESA) under grant 4000120088/17/I-EF and by the German Bundesministerium für Wirtschaft und Energie (BMWi) via the Deutsche Zentrum für Luft- und Raumfahrt (DLR) under grant 50EE1711D. TCCON stations at Tsukuba, Rikubetsu and Burgos are supported in part by the GOSAT series project. Burgos is also partially supported by the Energy Development Corp, Philippines. Darwin and Wollongong TCCON sites and NMD are supported by Australian Research Council funding via FT180100327, DP160101598, DP140101552, DP110103118, DP0879468 and LE0668470 and NASA grants NAG5-12247 and NNG05-GD07G and the University of Wollongong. The Paris TCCON site has received funding from Sorbonne Université, the French research center CNRS, the French space agency CNES, and Région Île-de-France. Author Contributions: Conceptualization, Y.Y.; methodology, H.O. (Haruki Oshio) and Y.Y.; software, H.O. (Haruki Oshio) and Y.Y.; validation, H.O. (Haruki Oshio); formal analysis, H.O. (Haruki Oshio) and Y.Y.; investigation, H.O. (Haruki Oshio); resources, T.M., N.M.D., M.D., D.W.T.G., F.H., L.T.I., R.K., C.L., I.M., J.N., Y.-S.O., H.O. (Hirofumi Ohyama), C.P., D.F.P., C.R., K.S., R.S., Y.T., V.A.V., T.W., and D.W.; data curation, Y.Y. and T.M.; writing—original draft preparation, H.O. (Haruki Oshio); writing—review and editing, all; visualization, H.O. (Haruki Oshio); supervision, Y.Y.; project administration, T.M.; funding acquisition, T.M. All authors have read and agreed to the published version of the manuscript. The authors declare no conflict of interest. | ||||||||||||||||||||||||||||||||||||||
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Subject Keywords: | methane; proxy method; GOSAT; TCCON | ||||||||||||||||||||||||||||||||||||||
Issue or Number: | 19 | ||||||||||||||||||||||||||||||||||||||
DOI: | 10.3390/rs12193155 | ||||||||||||||||||||||||||||||||||||||
Record Number: | CaltechAUTHORS:20200928-075434934 | ||||||||||||||||||||||||||||||||||||||
Persistent URL: | https://resolver.caltech.edu/CaltechAUTHORS:20200928-075434934 | ||||||||||||||||||||||||||||||||||||||
Official Citation: | Oshio, H.; Yoshida, Y.; Matsunaga, T.; Deutscher, N.M.; Dubey, M.; Griffith, D.W.T.; Hase, F.; Iraci, L.T.; Kivi, R.; Liu, C.; Morino, I.; Notholt, J.; Oh, Y.-S.; Ohyama, H.; Petri, C.; Pollard, D.F.; Roehl, C.; Shiomi, K.; Sussmann, R.; Té, Y.; Velazco, V.A.; Warneke, T.; Wunch, D. Bias Correction of the Ratio of Total Column CH4 to CO2 Retrieved from GOSAT Spectra. Remote Sens. 2020, 12, 3155 | ||||||||||||||||||||||||||||||||||||||
Usage Policy: | No commercial reproduction, distribution, display or performance rights in this work are provided. | ||||||||||||||||||||||||||||||||||||||
ID Code: | 105577 | ||||||||||||||||||||||||||||||||||||||
Collection: | CaltechAUTHORS | ||||||||||||||||||||||||||||||||||||||
Deposited By: | Tony Diaz | ||||||||||||||||||||||||||||||||||||||
Deposited On: | 28 Sep 2020 15:50 | ||||||||||||||||||||||||||||||||||||||
Last Modified: | 16 Nov 2021 18:44 |
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