Simulation of source intensity variations from atmospheric dust for solar occultation Fourier transform infrared spectroscopy at Mars
Graphical abstract
Introduction
Solar absorption spectroscopy is affected by airborne aerosols, which absorb and scatter incoming solar radiation. These often take the form of thin clouds, water vapour, pollution, and smog. In the case of ground-based observations, these conditions may change during the day, and lead to biases in retrieved volume mixing ratios (VMRs) that may vary between measurements. While making remote sensing observations from orbit, the optical path observed by the instrument changes during acquisition, and if the line-of-sight passes through atmospheric layers with varying aerosol loading, the aerosol optical depth will change during acquisition.
The Atmospheric Chemistry Experiment Fourier Transform Spectrometer (ACE-FTS) is a high-resolution Fourier transform spectrometer (FTS) in near-polar, low-Earth orbit on the Canadian Space Agency’s (CSA’s) SCISAT, launched in 2004 [1]. It operates in solar occultation geometry, measuring the absorption of solar radiation along the atmospheric limb and yielding transmission spectra using observations of the un-occulted Sun and deep space. An ACE-FTS-like instrument would be ideally suited for detecting trace gases on Mars, where the atmospheric chemistry and the existence and distribution of trace gases are not well known. ACE-FTS has a wide spectral range (750–4400 cm−1), allowing it to search for dozens of trace gases active in the infrared. It has a spectral resolution of 0.02 cm−1, orders of magnitude better than current Mars missions [8], [14], and capable of distinguishing isotopologues. Solar occultation geometry provides very high signal-to-noise ratios (SNRs) and long optical path lengths, and allows for self-calibration between each occultation.
A challenge of applying the ACE-FTS technique to the Martian atmosphere is the presence of suspended dust particles. Dust storms occur frequently on Mars, can be global in scale, and can elevate dust to altitudes above 50 km [17], [9]. With ACE-FTS, the treatment of interference from aerosols involves the use of retrievals from altitudes with clear skies, or specific studies of cloud properties (e.g., [7], [5]) or dust events (e.g., [21], [6]). However, on Mars, the extent of the dust layers can be too large to discount, while the duration of dust events can last the majority of a proposed mission length [4], [14], so retrieval algorithms for an ACE-FTS-like instrument at Mars must be able to derive trace gas VMR vertical profiles from a dusty atmosphere.
Keppel-Aleks et al. [12] proposed a now-widely-used technique to mitigate the effects of source intensity variation (SIV) for instruments in the Total Carbon Column Observing Network (TCCON) [25]. The Greenhouse gases Observing SATellite (GOSAT) Thermal And Near infrared Sensor for carbon Observation (TANSO) FTS uses a similar technique [15]. Both techniques Fourier transform a raw interferogram, apply a high-pass filter, perform an inverse Fourier transform, and divide the raw interferogram by the filtered interferogram. This requires knowledge of the DC signal level and cannot be applied to AC-coupled interferograms, which are commonly recorded to satisfy the requirements of specific analog-to-digital converters (ADCs) used on the ground (e.g., [24], [19]) and from orbit (e.g., [1], [13]). If operating an ACE-FTS-like instrument at Mars, DC coupling will be a necessary requirement to measure and mitigate changes in the incoming solar signal.
A solar occultation instrument tracks the centre of the solar disk as the spacecraft comes out of, or enters, the shadow of the planet. During an occultation, the location and altitude of the tangent point along the optical path changes continuously. ACE-FTS uses a double pendulum swing arm with a maximum optical path difference (OPD) of cm, and interferogram acquisition takes 2 s. How many interferograms are acquired during an occultation, and the altitude spacing between them, depends on the angle (between the orbit plane and the vector from the Sun). With ACE-FTS, angles between result in a mean tangent altitude spacing between measurements of 5.5–6 km above 20 km during an occultation.
On Mars, the amount of dust along the optical path can vary significantly over the altitude range tracked during a single interferogram acquisition (1–6 km, depending on angle), especially at the boundary of a dust layer. We generated synthetic spectra to simulate Mars atmospheric conditions, transformed these spectra into interferograms, and added DC signals. To simulate continuous acquisition, each interferogram was perturbed using the interferograms and DC levels of the measurements from the previous and next tangent height. We then investigated three methods to recover transmission spectra and compared them to the original synthetic spectra.
In Section 2, we describe the creation of synthetic spectra for the Mars atmosphere, their transformation into interferograms, and the SIV perturbation applied. In Section 3, we present the SIV mitigation strategies we investigated, and in Sections 4 Results, 5 Discussion we discuss comparisons of spectra and gas retrievals between the original synthetic spectra and those influenced by SIVs.
Section snippets
Simulated spectra
Synthetic transmission spectra, with a range of 850–4320 cm−1 and resolution of 0.02 cm−1 were generated using the GGG software suite used for analysis of spectra from the MkIV balloon-borne FTS [22] and TCCON [25]. The full spectral range is divided into two channels representing an HgCdTe (MCT) detector between 850 and 2000 cm−1, and an InSb detector between 1900 and 4320 cm−1. A priori profiles were developed at NASA’s Jet Propulsion Laboratory (JPL), based on Viking mission results [11], [16],
Mitigation
The strategy to mitigate SIVs, originally suggested by Brault [3], is to obtain a smooth function with which to re-weight the interferogram as:The resulting will have a constant DC level of 1, preserving spectral information in the centreburst and high-OPD wings, but requiring re-normalization. We examined three methods to obtain :
- (i)
using the known as ,
- (ii)
obtaining by high-pass filtering in the wavenumber domain as in
Spectra
The effects of the SIV perturbation are shown in Fig. 4. The top panel shows the maximum OPD regions of an interferogram with the cm−1 region’s x-axis reversed. This interferogram has been corrected using only the known , such that the cm−1 region and the cm−1 have the same DC level. This illustrates the magnitude of the asymmetry caused by perturbing the interferograms with those from altitudes above and below, simulating interferogram acquisition beginning in a different optical
Discussion
Keppel-Aleks et al. [12] distinguish between grey (absorbed equally at all wavelengths) and non-grey SIVs, correctly identifying the limitation of Method (ii) when the SIV strength is wavenumber-dependent. They applied and evaluated their filter on non-grey SIVs measured by a ground-based interferometer, then simulated low-amplitude grey SIVs that may be encountered by a ground-based FTS on Earth. They found that the correction was less effective for the grey dataset than non-grey, but still
Conclusions
A solar occultation FTS similar to the Earth-observing ACE-FTS is ideally suited to detecting unknown trace gases in the Martian atmosphere and retrieving their VMR vertical profiles. Dust storms elevate the dust content of the Martian atmosphere, scattering and absorbing transmitted solar radiation. A problem faced by an ACE-FTS-like mission to Mars is that the dust level through the optical path can vary strongly during the acquisition of each interferogram. We simulated transmission spectra
Acknowledgements
Funding for this project was provided by the CSA and the Natural Sciences and Engineering Research Council of Canada (NSERC). We would like to thank the ACE Science Team for providing Level 1 data (spectra), Level 0 data (raw interferograms), and for their help and input throughput the project. We want to thank collaborators on MATMOS and members of TCCON for guidance with GGG.
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