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On the use of satellite-derived CH4 : CO2 columns in a joint inversion of CH4 and CO2 fluxes

Item

Title (Dublin Core)

On the use of satellite-derived CH4 : CO2 columns in a joint inversion of CH4 and CO2 fluxes

Description (Dublin Core)

We present a method for assimilating total column CH<sub>4</sub> : CO<sub>2</sub> ratio measurements from satellites for inverse modeling of CH<sub>4</sub> and CO<sub>2</sub> fluxes using the variational approach. Unlike conventional approaches, in which retrieved CH<sub>4</sub> : CO<sub>2</sub> are multiplied by model-derived total column CO<sub>2</sub> and only the resulting CH<sub>4</sub> is assimilated, our method assimilates the ratio of CH<sub>4</sub> and CO<sub>2</sub> directly and is therefore called the ratio method. It is a dual tracer inversion, in which surface fluxes of CH<sub>4</sub> and CO<sub>2</sub> are optimized simultaneously. The optimization of CO<sub>2</sub> fluxes turns the hard constraint of prescribing model-derived CO<sub>2</sub> fields into a weak constraint on CO<sub>2</sub>, which allows us to account for uncertainties in CO<sub>2</sub>. The method has been successfully tested in a synthetic inversion setup. We show that the ratio method is able to reproduce assumed true CH<sub>4</sub> and CO<sub>2</sub> fluxes starting from a prior, which is derived by perturbing the true fluxes randomly. We compare the performance of the ratio method with that of the traditional proxy approach and the use of only surface measurements for estimating CH<sub>4</sub> fluxes. Our results confirm that the optimized CH<sub>4</sub> fluxes are sensitive to the treatment of CO<sub>2</sub>, and that hard constraints on CO<sub>2</sub> may significantly compromise results that are obtained for CH<sub>4</sub>. We find that the relative performance of ratio and proxy methods have a regional dependence. The ratio method performs better than the proxy method in regions where the CO<sub>2</sub> fluxes are most uncertain. However, both ratio and proxy methods perform better than the surface-measurement-only inversion, confirming the potential of spaceborne measurements for accurately determining fluxes of CH<sub>4</sub> and other greenhouse gases (GHGs).

Creator (Dublin Core)

Pandey, S.
Houweling, S.
Krol, M.
Aben, I.
Röckmann, T.

Date (Dublin Core)

2018-09-10

Type (Dublin Core)

Text

Format (Dublin Core)

application/pdf

Identifier (Dublin Core)

10.5194/acp-15-8615-2015
https://acp.copernicus.org/articles/15/8615/2015/

Source (Dublin Core)

eISSN: 1680-7324

Language (Dublin Core)

eng
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