Global Inversion of Lunar Surface Oxides by Adding Chang’e-5 Samples Article Swipe
Shuangshuang Wu
,
Jianping Chen
,
Chenli Xue
,
Yiwen Pan
,
Cheng Zhang
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.3390/rs16101812
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.3390/rs16101812
The chemical distribution on the lunar surface results from the combined effects of both endogenic and exogenic geological processes. Exploring global maps of chemical composition helps to gain insights into the compositional variation among three major geological units, unraveling the geological evolution of the Moon. The existing oxide abundance maps were obtained from spectral images of remote sensing and geochemical data from samples returned by Apollo and Luna, missing the chemical characteristics of the Moon’s late critical period. In this study, by adding geochemical data from Chang’e (CE)-5 lunar samples, we construct inversion models between the Christiansen feature (CF) and oxide abundance of lunar samples using the particle swarm optimization–extreme gradient boosting (PSO-XGBoost) algorithm. Then, new global oxide maps (Al2O3, CaO, FeO, and MgO) and Mg# with the resolution of 32 pixels/degree (ppd) were produced, which reduced the space weathering effect to some extent. The PSO-XGBoost models were compared with partial least square regression (PLSR) models and four previous results, indicating that PSO-XGBoost models possess the capability to effectively describe nonlinear relationships between CF and oxide abundance. Furthermore, the average contents of our results and the Diviner results for 21 major maria demonstrate high correlations, with R2 of 0.95, 0.82, 0.95, and 0.86, respectively. In addition, a new Mg# map was generated, which reveals different magmatic evolutionary processes in the three geologic units.
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- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.3390/rs16101812
- https://www.mdpi.com/2072-4292/16/10/1812/pdf?version=1716271082
- OA Status
- gold
- Cited By
- 1
- References
- 66
- Related Works
- 10
- OpenAlex ID
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https://doi.org/10.3390/rs16101812Digital Object Identifier
- Title
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Global Inversion of Lunar Surface Oxides by Adding Chang’e-5 SamplesWork title
- Type
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2024Year of publication
- Publication date
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2024-05-20Full publication date if available
- Authors
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Shuangshuang Wu, Jianping Chen, Chenli Xue, Yiwen Pan, Cheng ZhangList of authors in order
- Landing page
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https://doi.org/10.3390/rs16101812Publisher landing page
- PDF URL
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https://www.mdpi.com/2072-4292/16/10/1812/pdf?version=1716271082Direct link to full text PDF
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goldOpen access status per OpenAlex
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https://www.mdpi.com/2072-4292/16/10/1812/pdf?version=1716271082Direct OA link when available
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Geology, Geologic map, Mineralogy, Inversion (geology), Weathering, Remote sensing, Geochemistry, Geomorphology, Structural basinTop concepts (fields/topics) attached by OpenAlex
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1Total citation count in OpenAlex
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