Title :
A monitoring system for glaciers on Svalbard based on Envisat ASAR wide swath data
Author :
Hindberg, Heidi ; Malnes, Eirik ; Høgda, Kjell Arild
Author_Institution :
Norut, Tromso, Norway
Abstract :
In this paper, we propose a method to monitor the extent of different facies on glaciers on Svalbard. The extent of the firn facies can be used as an indicator for trends in mass balance. We produce an averaged image from Envisat ASAR wide swath mode scenes for an entire winter season. The averaged image is segmented into three classes using a Gaussian Mixture Model. The method is able to detect the area covered by firn for years when the glacier has negative or zero mass balance, while quantitative results are difficult to achieve for years with positive mass balance.
Keywords :
Gaussian distribution; geophysical image processing; geophysical techniques; glaciology; image classification; image segmentation; radar imaging; remote sensing by radar; synthetic aperture radar; Envisat ASAR wide swath data; Envisat ASAR wide swath mode; Gaussian mixture model; Svalbard; firn facies; glacier monitoring system; image segmentation; negative mass balance; positive mass balance; zero mass balance; Backscatter; Ice; Monitoring; Satellites; Silicon; Snow; Synthetic aperture radar; Glaciers; SAR; classification; firn;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International
Conference_Location :
Munich
Print_ISBN :
978-1-4673-1160-1
Electronic_ISBN :
2153-6996
DOI :
10.1109/IGARSS.2012.6351145