The applicability of radiative transfer models for atmospherically correcting airborne hyperspectral data in Antarctica

As part of a collaborative project between BAS, DRDC Suffield (Canada) and ITRES Research Ltd., (Canada) the first known airborne hyperspectral dataset was acquired over the Antarctic in February 2011. The simultaneous deployment of commercially available visible-near infrared and shortwave infrared...

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Main Authors: Black, Martin, Fleming, Andrew, Teal Riley, Ferrier, Graham, Fretwell, Peter, McFee, John, Achal, Stephen, Diaz, Alejandra Umana
Format: Still Image
Language:unknown
Published: figshare 2014
Subjects:
Online Access:https://dx.doi.org/10.6084/m9.figshare.1035065.v1
https://figshare.com/articles/poster/The_applicability_of_radiative_transfer_models_for_atmospherically_correcting_airborne_hyperspectral_data_in_Antarctica/1035065/1
id ftdatacite:10.6084/m9.figshare.1035065.v1
record_format openpolar
spelling ftdatacite:10.6084/m9.figshare.1035065.v1 2023-05-15T13:49:31+02:00 The applicability of radiative transfer models for atmospherically correcting airborne hyperspectral data in Antarctica Black, Martin Fleming, Andrew Teal Riley Ferrier, Graham Fretwell, Peter McFee, John Achal, Stephen Diaz, Alejandra Umana 2014 https://dx.doi.org/10.6084/m9.figshare.1035065.v1 https://figshare.com/articles/poster/The_applicability_of_radiative_transfer_models_for_atmospherically_correcting_airborne_hyperspectral_data_in_Antarctica/1035065/1 unknown figshare https://dx.doi.org/10.6084/m9.figshare.1035065 Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 CC-BY Environmental Science Atmospheric Sciences FOS Earth and related environmental sciences Image graphic Poster ImageObject 2014 ftdatacite https://doi.org/10.6084/m9.figshare.1035065.v1 https://doi.org/10.6084/m9.figshare.1035065 2021-11-05T12:55:41Z As part of a collaborative project between BAS, DRDC Suffield (Canada) and ITRES Research Ltd., (Canada) the first known airborne hyperspectral dataset was acquired over the Antarctic in February 2011. The simultaneous deployment of commercially available visible-near infrared and shortwave infrared spectrometers generated a dataset covering 0.35 to 2.5 µm spectral range at a spectral resolution of 9.6-14 nm. To enable quantitative analysis of surface properties using imaging spectrometry data the removal of atmospheric absorption and scattering effects is an essential pre-processing step. The implementation of a sufficiently accurate and robust atmospheric correction methodology is of critical importance in ensuring that the results from spectral and spatial analysis algorithms are as accurate as possible. However, whilst methodologies are well established for most environments, there is currently no published methodology for correcting airborne hyperspectral data in the Antarctic region. This study presents initial results from an investigation into the applicability of the MODTRAN-5® radiative transfer model and the ATCOR-4 atmospheric correction package for producing atmospherically corrected hyperspectral data in the unique Antarctic environment; an environment that is cold, dry and has low levels of aerosols and atmospheric pollution. Initial results from radiative transfer modelling and atmospheric correction produce absolute reflectance spectra which are partially comparable to laboratory measured spectra. Improvements are seen with the hybrid approach of radiative transfer modelling and the empirical line method using in-scene ground targets. Residual noise remains present due to absorption by atmospheric gases and aerosols which are not appropriately modelled for this environment. Overall, this demonstrates that commercially available packages are not currently flexible enough to correct Antarctic hyperspectral data without the addition of in-scene ground calibration targets. The implementation of Antarctic aerosol and atmospheric profiles into the radiative transfer model would likely improve these corrections and remains an area of investigation for future hyperspectral campaigns in the region. Still Image Antarc* Antarctic Antarctica DataCite Metadata Store (German National Library of Science and Technology) Antarctic Canada Suffield ENVELOPE(-58.919,-58.919,-62.194,-62.194) The Antarctic
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language unknown
topic Environmental Science
Atmospheric Sciences
FOS Earth and related environmental sciences
spellingShingle Environmental Science
Atmospheric Sciences
FOS Earth and related environmental sciences
Black, Martin
Fleming, Andrew
Teal Riley
Ferrier, Graham
Fretwell, Peter
McFee, John
Achal, Stephen
Diaz, Alejandra Umana
The applicability of radiative transfer models for atmospherically correcting airborne hyperspectral data in Antarctica
topic_facet Environmental Science
Atmospheric Sciences
FOS Earth and related environmental sciences
description As part of a collaborative project between BAS, DRDC Suffield (Canada) and ITRES Research Ltd., (Canada) the first known airborne hyperspectral dataset was acquired over the Antarctic in February 2011. The simultaneous deployment of commercially available visible-near infrared and shortwave infrared spectrometers generated a dataset covering 0.35 to 2.5 µm spectral range at a spectral resolution of 9.6-14 nm. To enable quantitative analysis of surface properties using imaging spectrometry data the removal of atmospheric absorption and scattering effects is an essential pre-processing step. The implementation of a sufficiently accurate and robust atmospheric correction methodology is of critical importance in ensuring that the results from spectral and spatial analysis algorithms are as accurate as possible. However, whilst methodologies are well established for most environments, there is currently no published methodology for correcting airborne hyperspectral data in the Antarctic region. This study presents initial results from an investigation into the applicability of the MODTRAN-5® radiative transfer model and the ATCOR-4 atmospheric correction package for producing atmospherically corrected hyperspectral data in the unique Antarctic environment; an environment that is cold, dry and has low levels of aerosols and atmospheric pollution. Initial results from radiative transfer modelling and atmospheric correction produce absolute reflectance spectra which are partially comparable to laboratory measured spectra. Improvements are seen with the hybrid approach of radiative transfer modelling and the empirical line method using in-scene ground targets. Residual noise remains present due to absorption by atmospheric gases and aerosols which are not appropriately modelled for this environment. Overall, this demonstrates that commercially available packages are not currently flexible enough to correct Antarctic hyperspectral data without the addition of in-scene ground calibration targets. The implementation of Antarctic aerosol and atmospheric profiles into the radiative transfer model would likely improve these corrections and remains an area of investigation for future hyperspectral campaigns in the region.
format Still Image
author Black, Martin
Fleming, Andrew
Teal Riley
Ferrier, Graham
Fretwell, Peter
McFee, John
Achal, Stephen
Diaz, Alejandra Umana
author_facet Black, Martin
Fleming, Andrew
Teal Riley
Ferrier, Graham
Fretwell, Peter
McFee, John
Achal, Stephen
Diaz, Alejandra Umana
author_sort Black, Martin
title The applicability of radiative transfer models for atmospherically correcting airborne hyperspectral data in Antarctica
title_short The applicability of radiative transfer models for atmospherically correcting airborne hyperspectral data in Antarctica
title_full The applicability of radiative transfer models for atmospherically correcting airborne hyperspectral data in Antarctica
title_fullStr The applicability of radiative transfer models for atmospherically correcting airborne hyperspectral data in Antarctica
title_full_unstemmed The applicability of radiative transfer models for atmospherically correcting airborne hyperspectral data in Antarctica
title_sort applicability of radiative transfer models for atmospherically correcting airborne hyperspectral data in antarctica
publisher figshare
publishDate 2014
url https://dx.doi.org/10.6084/m9.figshare.1035065.v1
https://figshare.com/articles/poster/The_applicability_of_radiative_transfer_models_for_atmospherically_correcting_airborne_hyperspectral_data_in_Antarctica/1035065/1
long_lat ENVELOPE(-58.919,-58.919,-62.194,-62.194)
geographic Antarctic
Canada
Suffield
The Antarctic
geographic_facet Antarctic
Canada
Suffield
The Antarctic
genre Antarc*
Antarctic
Antarctica
genre_facet Antarc*
Antarctic
Antarctica
op_relation https://dx.doi.org/10.6084/m9.figshare.1035065
op_rights Creative Commons Attribution 4.0 International
https://creativecommons.org/licenses/by/4.0/legalcode
cc-by-4.0
op_rightsnorm CC-BY
op_doi https://doi.org/10.6084/m9.figshare.1035065.v1
https://doi.org/10.6084/m9.figshare.1035065
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