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Rotational Raman scattering in the Earth's atmosphere ... - SRON

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Accurate model<strong>in</strong>g of spectral f<strong>in</strong>e-structure <strong>in</strong> Earth radiance spectra measured with GOME 93<br />

4.5 Retrieval of a solar spectrum on a f<strong>in</strong>e spectral grid from <strong>the</strong><br />

comb<strong>in</strong>ation of an earthsh<strong>in</strong>e and a solar measurement<br />

To reduce <strong>the</strong> undersampl<strong>in</strong>g error discussed <strong>in</strong> Section 4.4, we present a retrieval scheme to determ<strong>in</strong>e<br />

a solar spectrum from <strong>the</strong> comb<strong>in</strong>ation of a solar irradiance and an Earth radiance measurement. This<br />

comb<strong>in</strong>ation allows a significant reduction of <strong>the</strong> undersampl<strong>in</strong>g error for two reasons: First, <strong>the</strong><br />

shift between <strong>the</strong> solar wavelength grid and <strong>the</strong> Earth wavelength grid makes <strong>the</strong> solar irradiance<br />

measurement and <strong>the</strong> Earth radiance measurement two differently sampled representations of <strong>the</strong><br />

same underly<strong>in</strong>g high-resolution solar spectrum. Second, <strong>the</strong> Earth and solar wavelength grids are<br />

very stable (Section 4.4.3).<br />

The <strong>in</strong>version scheme described <strong>in</strong> Section 4.4.1 can be adopted <strong>in</strong> a straightforward way to retrieve<br />

a solar spectrum x on a f<strong>in</strong>e spectral grid from <strong>the</strong> comb<strong>in</strong>ation of Eqs. (4.11) and (4.12), i.e.<br />

(<br />

)<br />

y ear<br />

=<br />

y sun<br />

(<br />

)<br />

K ear<br />

x +<br />

K sun<br />

(<br />

)<br />

e ear<br />

. (4.18)<br />

e sun<br />

Here <strong>the</strong> number of measurements is <strong>in</strong>creased from M to 2M, which results <strong>in</strong> <strong>the</strong> 2M dimensional<br />

measurement vector y = (y ear ,y sun ) T with <strong>the</strong> correspond<strong>in</strong>g error vector e y = (e ear ,e sun ) T . Fur<strong>the</strong>rmore,<br />

<strong>the</strong> kernel matrix K = (K ear ,K sun ) T is a 2M × N matrix. Apart from <strong>the</strong> effect of <strong>the</strong><br />

<strong>atmosphere</strong> on <strong>the</strong> Earth radiance spectrum, <strong>the</strong> additional measurement components result <strong>in</strong> an effectively<br />

<strong>in</strong>creased sampl<strong>in</strong>g of <strong>the</strong> <strong>in</strong>cident solar spectrum, and <strong>in</strong> turn reduces <strong>the</strong> undersampl<strong>in</strong>g<br />

problem.<br />

To obta<strong>in</strong> <strong>the</strong> solar spectrum from <strong>the</strong> comb<strong>in</strong>ation of both measurements, we aga<strong>in</strong> employ <strong>the</strong><br />

m<strong>in</strong>imum length solution <strong>in</strong> Eq. (4.15). Ow<strong>in</strong>g to <strong>the</strong> use of both measurements, <strong>the</strong> rms of <strong>the</strong><br />

null-space component decreases significantly from 23.4% to 20.1%, and thus <strong>the</strong> row space component<br />

conta<strong>in</strong>s more spectral f<strong>in</strong>e-structure. This improvement arises ma<strong>in</strong>ly from <strong>the</strong> two different<br />

sampl<strong>in</strong>gs of <strong>the</strong> solar and earthsh<strong>in</strong>e spectra. Here atmospheric effects such as <strong>the</strong> extra smooth<strong>in</strong>g<br />

attributable to <strong>Raman</strong> <strong>scatter<strong>in</strong>g</strong> (see Fig. 4.1) are less important.<br />

When apply<strong>in</strong>g this approach, it is important that <strong>the</strong> unknown atmospheric and surface parameters<br />

that affect <strong>the</strong> earthsh<strong>in</strong>e spectrum can be retrieved simultaneously with <strong>the</strong> solar spectrum. O<strong>the</strong>r<br />

geophysical parameters have to be assumed a priori. To fulfill this condition as well as possible, we<br />

select an Earth radiance spectrum of a clear sky scene over land (by mak<strong>in</strong>g use of <strong>the</strong> cloud filter <strong>in</strong><br />

Krijger et al. [2005]), i.e. a measurement that is not affected by clouds or underwater <strong>scatter<strong>in</strong>g</strong> <strong>in</strong><br />

<strong>the</strong> ocean. For such a scene we consider <strong>the</strong> surface albedo and its l<strong>in</strong>ear dependence on wavelength<br />

as <strong>the</strong> only unknown geophysical parameters. Additionally, we <strong>in</strong>clude a wavelength shift ∆λ <strong>in</strong><br />

<strong>the</strong> <strong>in</strong>strument response function <strong>in</strong> Eq. (4.9) as an additional fit parameter to correct for a possible<br />

wavelength calibration error.<br />

To demonstrate that <strong>the</strong> undersampl<strong>in</strong>g problem of GOME can be significantly reduced by this<br />

approach, we comb<strong>in</strong>ed <strong>the</strong> Earth radiance spectrum number 967 <strong>in</strong> GOME orbit 80702165 and <strong>the</strong><br />

Earth radiance spectrum number 800 <strong>in</strong> GOME orbit 81003031 with <strong>the</strong> correspond<strong>in</strong>g solar spectra.<br />

Then, <strong>in</strong> <strong>the</strong> same way as described <strong>in</strong> Section 4.4.3, <strong>the</strong> retrieved solar spectra were used to model<br />

<strong>the</strong> rema<strong>in</strong><strong>in</strong>g Earth radiance spectra of all clear sky measurements over land of both orbits.

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