High resolution olivine abundance mapping in the Copernicus crater combining spectral data of Chandrayaan-1 M3 and Kaguya MI

We present a technique for improving the spatial resolution of satellite spectrophotometric data of the Moon’s surface using an artificial neural network. We demonstrate this approach using the high-spectral low-spatial resolution Moon Mineralogy Mapper (M 3 ) spectrophotometer and the low-spectral high-spatial resolution Multiband Imager (MI) Kaguya datasets for super-resolution olivine mapping over the Copernicus crater. The super-resolution of spectral maps is achieved by correlating spectral data of these instruments using a multilayer perceptron. An important advantage of the method is the use of a single data frame from each dataset to study a particular lunar region. The obtained maps of the olivine abundance provide new spatial context of the investigated mineral distribution: olivine-rich surface units become visible primarily as flow tubes, lava ponds on the crater walls and boulder outcrops associated with high olivine content (up to 90 vol.%) at the central peak of the investigated crater. The content of the olivine-reaches deposits of the area on the central peak reaches up to 35 vol. % of the lunar regolith. • A super-resolution technique is proposed for high – resolution olivine mapping • The content of lunar olivine varies from 0 to 35 vol. % for the Copernicus crater region • High-olivine spots are associated with surface areas covered with boulders • Shapes and morphology of smaller deposits on the northern slope are refined

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Journal
Planetary and Space Science
Published
2025-01-10
DOI
https://doi.org/10.1016/j.pss.2025.106039
Primary Topic
Planetary Science and Exploration
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article
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article

High resolution olivine abundance mapping in the Copernicus crater combining spectral data of Chandrayaan-1 M3 and Kaguya MI

V. V. Korokhin, Yehor Surkov, U. Mall
Planetary and Space Science
Planetary Science and Exploration
article

High resolution olivine abundance mapping in the Copernicus crater combining spectral data of Chandrayaan-1 M3 and Kaguya MI

V. V. Korokhin, Yehor Surkov, U. Mall
article en

Abstract

We present a technique for improving the spatial resolution of satellite spectrophotometric data of the Moon’s surface using an artificial neural network. We demonstrate this approach using the high-spectral low-spatial resolution Moon Mineralogy Mapper (M 3 ) spectrophotometer and the low-spectral high-spatial resolution Multiband Imager (MI) Kaguya datasets for super-resolution olivine mapping over the Copernicus crater. The super-resolution of spectral maps is achieved by correlating spectral data of these instruments using a multilayer perceptron. An important advantage of the method is the use of a single data frame from each dataset to study a particular lunar region. The obtained maps of the olivine abundance provide new spatial context of the investigated mineral distribution: olivine-rich surface units become visible primarily as flow tubes, lava ponds on the crater walls and boulder outcrops associated with high olivine content (up to 90 vol.%) at the central peak of the investigated crater. The content of the olivine-reaches deposits of the area on the central peak reaches up to 35 vol. % of the lunar regolith. • A super-resolution technique is proposed for high – resolution olivine mapping • The content of lunar olivine varies from 0 to 35 vol. % for the Copernicus crater region • High-olivine spots are associated with surface areas covered with boulders • Shapes and morphology of smaller deposits on the northern slope are refined

Planetary and Space ScienceVol. 256
Max Planck Institute for Solar System Research (DE), V. N. Karazin Kharkiv National University (UA)
Climate action
Openalex Percentile: Top 100%
Planetary Science and Exploration
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High resolution olivine abundance mapping in the Copernicus crater combining spectral data of Chandrayaan-1 M3 and Kaguya MI — V. V. Korokhin, Yehor Surkov, et al. · Planetary and Space Science (2025) | TGRS Research Map | TGRS