Title :
Systematic detection of Titan´s clouds in VIMS/Cassini hyperspectral images using a new automated algorithm
Author :
Rodriguez, Sébastien ; Schmidt, Frederic ; Moussaoui, Said ; Le Mouelic, Stephane ; Rannou, Pascal ; Barnes, Jason W. ; Sotin, Christophe ; Brown, Robert H. ; Baines, Kevin H. ; Buratti, Bonnie J. ; Clark, Roger N. ; Nicholson, Phil D.
Author_Institution :
Lab. AIM, Univ. Paris 7, Paris, France
Abstract :
Titan is the Saturn´s largest moon where meteorological processes are very active, as observed most recently by the Cassini/Huygens orbiter. Cloud monitoring is a prime method to observe, describe and understand present climate on Titan. Unlike our previous detection method, which was based on manual control of threshold, we investigate here the possibility of a fully automated methodology based on blind source separation to analyzing years of Cassini near-infrared cloud images. Since the spectral signature of Titan clouds are diverse and not known a priori, the choice of a blind source separation seems to be appropriate. Preliminary results show that Titan´s cloud detection is possible using the recent implementation of a Bayesian source separation method.
Keywords :
Saturn; planetary atmospheres; planetary remote sensing; planetary satellites; Bayesian source separation method; Cassini near-infrared cloud images; Cassini-Huygens orbiter; Saturn moon; Titan climate; Titan clouds; VIMS-CASSINI hyperspectral images; automated algorithm; blind source separation; cloud monitoring; fully automated methodology; meteorological processes; spectral signature; Bayesian methods; Blind source separation; Clouds; Hyperspectral imaging; Markov processes; Pixel; USA Councils; Markov chain; Titan: clouds; blind source separation; meteorology; near-infrared; spectro-imagery;
Conference_Titel :
Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2010 2nd Workshop on
Conference_Location :
Reykjavik
Print_ISBN :
978-1-4244-8906-0
Electronic_ISBN :
978-1-4244-8907-7
DOI :
10.1109/WHISPERS.2010.5594893