Spectral clustering tools applied to Ceres in preparation for OSIRIS-REx color imaging of asteroid (101955) Bennu

1,2Juan Luis Rizos,1,2Julia de León,1,2Javier Licandro,3Humberto Campins,1,2,5Marcel Popescu,3Noemí Pinilla-Alonso,4Dathon Golish,3Mario de Prá,4Dante Lauretta
Icarus (in Press) Link to Article [https://doi.org/10.1016/j.icarus.2019.03.007]
1Instituto de Astrofísica de Canarias, C/Vía Láctea s/n, E-38205 La Laguna, Tenerife, Spain
2Departamento de Astrofísica, Universidad de La Laguna, E-38206 La Laguna, Tenerife, Spain
3Physics Department, University of Central Florida, P.O. Box 162385, Orlando, FL 32816-2385, USA
4Lunar and Planetary Laboratory, University of Arizona, 1415 N. Sixth Ave., Tucson, AZ 85705-0500, USA
5Astronomical Institute of the Romanian Academy, 5 Cuţitul de Argint, 040557 Bucharest, Romania
Copyright Elsevier

The OSIRIS-REx asteroid sample-return mission is investigating primitive near-Earth asteroid (101955) Bennu. Thousands of images will be acquired by the MapCam instrument onboard the spacecraft, an imager with four color filters based on the Eight-Color Asteroid Survey (ECAS): b′ (473 nm), v (550 nm), w (698 nm), and x (847 nm). This set of filters will allow identification and characterization of the absorption band centered at 700 nm and associated with hydrated silicates. In this work, we present and validate a spectral clustering methodology for application to the upcoming MapCam images of the surface of Bennu. Our procedure starts with the projection, calibration, and photometric correction of the images. In a second step, we apply a K-means algorithm and we use the Elbow criterion to identify natural clusters. This methodology allows us to find distinct areas with spectral similarities, which are characterized by parameters such as the spectral slope S′ and the center and depth of the 700-nm absorption band, if present. We validate this methodology using images of (1) Ceres from NASA’s Dawn mission. In particular, we analyze the Occator crater and Ahuna Mons. We identify one spectral cluster–located in the outer parts of the Occator crater interior–showing the 700-nm hydration band centered at 698 ± 7 nm and with a depth of 3.4 ± 1.0%. We interpret this finding in the context of the crater’s near-surface geology.


Fill in your details below or click an icon to log in:

WordPress.com Logo

You are commenting using your WordPress.com account. Log Out /  Change )

Google photo

You are commenting using your Google account. Log Out /  Change )

Twitter picture

You are commenting using your Twitter account. Log Out /  Change )

Facebook photo

You are commenting using your Facebook account. Log Out /  Change )

Connecting to %s