Endmember spectra and classified mosaics derived from CRISM mapping data at the south pole of Mars ...

Overview Multispectral mapping data from the Compact Reconnaissance Imaging Spectrometer for Mars (CRISM) provide a unique opportunity to characterize south polar ice deposits at higher spectral sampling, spatial resolution, or spatiotemporal coverage than previous work. This new perspective can hel...

Full description

Bibliographic Details
Main Author: Cartwright, S. F. A.
Format: Dataset
Language:English
Published: Zenodo 2023
Subjects:
ice
Online Access:https://dx.doi.org/10.5281/zenodo.8201616
https://zenodo.org/record/8201616
id ftdatacite:10.5281/zenodo.8201616
record_format openpolar
spelling ftdatacite:10.5281/zenodo.8201616 2023-12-31T10:23:06+01:00 Endmember spectra and classified mosaics derived from CRISM mapping data at the south pole of Mars ... Cartwright, S. F. A. 2023 https://dx.doi.org/10.5281/zenodo.8201616 https://zenodo.org/record/8201616 en eng Zenodo https://dx.doi.org/10.5281/zenodo.6960943 https://dx.doi.org/10.1029/2022je007372 https://dx.doi.org/10.5281/zenodo.8201615 Open Access Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 info:eu-repo/semantics/openAccess Mars polar ice spectroscopy machine learning Dataset dataset 2023 ftdatacite https://doi.org/10.5281/zenodo.820161610.5281/zenodo.696094310.1029/2022je00737210.5281/zenodo.8201615 2023-12-01T12:19:50Z Overview Multispectral mapping data from the Compact Reconnaissance Imaging Spectrometer for Mars (CRISM) provide a unique opportunity to characterize south polar ice deposits at higher spectral sampling, spatial resolution, or spatiotemporal coverage than previous work. This new perspective can help to constrain the nature and distribution of different mixtures of CO 2 ice, H 2 O ice, and dust that influence the formation, evolution, and preservation of Mars climate records. We processed 1103 CRISM observations spanning southern summer of six Mars Years through a combination of k -means clustering and random forest classification. Using a set of 12 spectral endmembers directly tied to previous work with high-resolution CRISM targeted data, we made a series of temporally restricted mosaics showing surface spectral variation over time. The endmember set and classified mosaics produced in this work can provide critical context for future studies of the dynamic processes that shape south polar ice deposits. ... Dataset South pole DataCite Metadata Store (German National Library of Science and Technology)
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language English
topic Mars
polar
ice
spectroscopy
machine learning
spellingShingle Mars
polar
ice
spectroscopy
machine learning
Cartwright, S. F. A.
Endmember spectra and classified mosaics derived from CRISM mapping data at the south pole of Mars ...
topic_facet Mars
polar
ice
spectroscopy
machine learning
description Overview Multispectral mapping data from the Compact Reconnaissance Imaging Spectrometer for Mars (CRISM) provide a unique opportunity to characterize south polar ice deposits at higher spectral sampling, spatial resolution, or spatiotemporal coverage than previous work. This new perspective can help to constrain the nature and distribution of different mixtures of CO 2 ice, H 2 O ice, and dust that influence the formation, evolution, and preservation of Mars climate records. We processed 1103 CRISM observations spanning southern summer of six Mars Years through a combination of k -means clustering and random forest classification. Using a set of 12 spectral endmembers directly tied to previous work with high-resolution CRISM targeted data, we made a series of temporally restricted mosaics showing surface spectral variation over time. The endmember set and classified mosaics produced in this work can provide critical context for future studies of the dynamic processes that shape south polar ice deposits. ...
format Dataset
author Cartwright, S. F. A.
author_facet Cartwright, S. F. A.
author_sort Cartwright, S. F. A.
title Endmember spectra and classified mosaics derived from CRISM mapping data at the south pole of Mars ...
title_short Endmember spectra and classified mosaics derived from CRISM mapping data at the south pole of Mars ...
title_full Endmember spectra and classified mosaics derived from CRISM mapping data at the south pole of Mars ...
title_fullStr Endmember spectra and classified mosaics derived from CRISM mapping data at the south pole of Mars ...
title_full_unstemmed Endmember spectra and classified mosaics derived from CRISM mapping data at the south pole of Mars ...
title_sort endmember spectra and classified mosaics derived from crism mapping data at the south pole of mars ...
publisher Zenodo
publishDate 2023
url https://dx.doi.org/10.5281/zenodo.8201616
https://zenodo.org/record/8201616
genre South pole
genre_facet South pole
op_relation https://dx.doi.org/10.5281/zenodo.6960943
https://dx.doi.org/10.1029/2022je007372
https://dx.doi.org/10.5281/zenodo.8201615
op_rights Open Access
Creative Commons Attribution 4.0 International
https://creativecommons.org/licenses/by/4.0/legalcode
cc-by-4.0
info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.5281/zenodo.820161610.5281/zenodo.696094310.1029/2022je00737210.5281/zenodo.8201615
_version_ 1786834509476397056