2018
DOI: 10.5194/amt-11-611-2018
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Retrieval of an ice water path over the ocean from ISMAR and MARSS millimeter and submillimeter brightness temperatures

Abstract: Abstract. A neural-network-based retrieval method to determine the snow ice water path (SIWP), liquid water path (LWP), and integrated water vapor (IWV) from millimeter and submillimeter brightness temperatures, measured by using airborne radiometers (ISMAR and MARSS), is presented. The neural networks were trained by using atmospheric profiles from the ICON numerical weather prediction (NWP) model and by radiative transfer simulations using the Atmospheric Radiative Transfer Simulator (ARTS). The basic perfor… Show more

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Cited by 46 publications
(36 citation statements)
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“…The observations of MWI, which cover the frequency range from 19 GHz up to 183 GHz, will provide additional sensitivity to liquid and frozen precipitation as well as water vapor.The advent of space-borne sub-millimeter radiometry of clouds brings with it great potential for the study ice in the atmosphere. The information content and retrieval performance from radiometer observations alone has been studied in detail for 50 column-integrated ice mass (Jiménez et al, 2007;Wang et al, 2017;Brath et al, 2018) as well as for the vertical distribution of ice in the atmosphere (Birman et al, 2017;Grützun et al, 2018;Aires et al, 2019). Also the concept of combining millimeter and sub-millimeter radiometer observations with active observations from a cloud radar has been investigated (Evans et al, 2005; Jiang et al, 2019).This work applies the concept of synergistic radar and sub-millimeter radiometer retrievals to the upcoming ICI and MWI 55 sensors by combining them with a conceptual W-band cloud radar.…”
mentioning
confidence: 99%
“…The observations of MWI, which cover the frequency range from 19 GHz up to 183 GHz, will provide additional sensitivity to liquid and frozen precipitation as well as water vapor.The advent of space-borne sub-millimeter radiometry of clouds brings with it great potential for the study ice in the atmosphere. The information content and retrieval performance from radiometer observations alone has been studied in detail for 50 column-integrated ice mass (Jiménez et al, 2007;Wang et al, 2017;Brath et al, 2018) as well as for the vertical distribution of ice in the atmosphere (Birman et al, 2017;Grützun et al, 2018;Aires et al, 2019). Also the concept of combining millimeter and sub-millimeter radiometer observations with active observations from a cloud radar has been investigated (Evans et al, 2005; Jiang et al, 2019).This work applies the concept of synergistic radar and sub-millimeter radiometer retrievals to the upcoming ICI and MWI 55 sensors by combining them with a conceptual W-band cloud radar.…”
mentioning
confidence: 99%
“…ARTS is a freely available software package, which has been designed for radiative transfer simulations for the mm and sub-mm spectral range, including polarization capabilities. ARTS has been comprehensively tested by comparison to a range of other MW radiative transfer models [59,60] and its performance has been demonstrated in various applications [11,12,14,44]. It can be operated in spherical geometry for 1D, 2D, and 3D atmospheres, and thus, it can be employed for a wide range of remote sensing applications.…”
Section: Atmospheric Radiative Transfer Simulatormentioning
confidence: 99%
“…Toward that end, the upcoming Ice Cloud Imager (ICI) instrument, which covers frequencies between 183.31 GHz and 668 GHz, on board the Meteorological Operational Satellite-Second Generation (Metop-SG) [9] operated by the European Organization of Meteorological Satellites (EUMETSAT), is going to fill this gap [10]. The performance of the sub-mm wavelengths in terms of retrieving ice properties has been manifested by airborne and limb sounding instruments; e.g., the International Submillimetre Airborne Radiometer (ISMAR) [11,12], the Compact Scanning Submillimeter-wave Imaging Radiometer (CoSSIR) [13], Superconducting Submillimeter-Wave Limb-Emission Sounder (SMILES), and the Odin-Sub-Millimetre Radiometer (Odin-SMR) [14]. Accordingly, ICI, with frequencies sensitive to the size, content, shape, and orientation of ice hydrometeors, aims at improving the representation of ice-containing clouds in NWP models.…”
mentioning
confidence: 99%
“…6,7 ISMAR is installed onboard the FAAM BAe-146 Atmospheric Research Aircraft which is operated by the a) Electronic mail: arvid.hammar@omnisys.se. UK Met Office.…”
Section: Introductionmentioning
confidence: 99%