Crater Ray Explorer ( <scp>CRAYEX</scp> ): Toolkit to evaluate the spallation expanse of rayed craters on lunar surface

Abstract Among the various impact features on the Moon, the ejecta—especially the distinct ray systems—are particularly noteworthy. Impact craters formed during the Eratosthenian (3.16–0.8 Ga) and Copernican (0.8 Ga to present) periods tend to preserve these ray systems, although later impacts can obscure rays from older craters. In this study, a faster approach for ejecta ray delineation is proposed through a toolkit named CRAYEX (Crater RAY EXplorer). An image‐based methodology is applied to trace crater ejecta rays, taking advantage of albedo variations to discern both younger and older rayed ejecta material. The efficiency of this toolkit was demonstrated through a preliminary study of 10 representative craters distributed across both mare and highland terrains. To assess accuracy, the reliability of the thresholding method was tested by comparing Otsu, Multi‐Otsu, Li, Yen, inverted Otsu, and F1‐optimized thresholds. Among these, Otsu's method—based on the minimization of variance—proved to be the best approach for providing accurate segmentation results in remotely sensed images, yielding nearly optimal F1 measures. Using this approach, threshold values ranging from 0.4636 to 0.5118 were found to be effective for ejecta delineation from optical maturity (OMAT) images. Through iterative processes employing established methods (such as CraterPy for crater extraction and density slicing for intensity‐based segmentation), CRAYEX successfully delineated rayed ejecta materials with observed F1 scores ranging from 0.4 to 0.6. Thus, CRAYEX paves the way for a more comprehensive exploration of lunar impact craters.

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Publication Details

Journal
Meteoritics and Planetary Science
Published
2026-01-20
DOI
https://doi.org/10.1111/maps.70097
Primary Topic
Planetary Science and Exploration
Type
article
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article

Crater Ray Explorer ( CRAYEX ): Toolkit to evaluate the spallation expanse of rayed craters on lunar surface

S. Vishnu Mohan, Sachana Sathyan, Shyama Narendranath, Arya Nandakumar et al.
Meteoritics and Planetary Science
Planetary Science and Exploration
article

Crater Ray Explorer ( CRAYEX ): Toolkit to evaluate the spallation expanse of rayed craters on lunar surface

S. Vishnu Mohan, Sachana Sathyan, Shyama Narendranath, Arya Nandakumar, V. R. Rani, K. S. Sajinkumar, Megha Bhatt
article en

Abstract

Abstract Among the various impact features on the Moon, the ejecta—especially the distinct ray systems—are particularly noteworthy. Impact craters formed during the Eratosthenian (3.16–0.8 Ga) and Copernican (0.8 Ga to present) periods tend to preserve these ray systems, although later impacts can obscure rays from older craters. In this study, a faster approach for ejecta ray delineation is proposed through a toolkit named CRAYEX (Crater RAY EXplorer). An image‐based methodology is applied to trace crater ejecta rays, taking advantage of albedo variations to discern both younger and older rayed ejecta material. The efficiency of this toolkit was demonstrated through a preliminary study of 10 representative craters distributed across both mare and highland terrains. To assess accuracy, the reliability of the thresholding method was tested by comparing Otsu, Multi‐Otsu, Li, Yen, inverted Otsu, and F1‐optimized thresholds. Among these, Otsu's method—based on the minimization of variance—proved to be the best approach for providing accurate segmentation results in remotely sensed images, yielding nearly optimal F1 measures. Using this approach, threshold values ranging from 0.4636 to 0.5118 were found to be effective for ejecta delineation from optical maturity (OMAT) images. Through iterative processes employing established methods (such as CraterPy for crater extraction and density slicing for intensity‐based segmentation), CRAYEX successfully delineated rayed ejecta materials with observed F1 scores ranging from 0.4 to 0.6. Thus, CRAYEX paves the way for a more comprehensive exploration of lunar impact craters.

Meteoritics and Planetary ScienceVol. 61(2)
Physical Research Laboratory (IN), Indian Space Research Organisation (IN), University of Kerala (IN), Central Ground Water Board (IN)
Openalex Percentile: Top 80%
Planetary Science and Exploration
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