Non-Gaussian clustering of SAR images for glacier change detection

Our aim is to use unsupervised, non-Gaussian cluster-ing of Arctic glaciers for post-classification change de-tection. Firstly, we demonstrate the consistency of non-Gaussian clustering algorithms for Envisat ASAR im-ages by characterizing the expected random error level for different SAR acquisitio...

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Main Authors: Vahid Akbari, Anthony Doulgeris, Torbjørn Eltoft
Other Authors: The Pennsylvania State University CiteSeerX Archives
Format: Text
Language:English
Subjects:
Online Access:http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.1025.6812
http://munin.uit.no/bitstream/handle/10037/3092/article.pdf%3Bjsessionid%3D88B41996396680CEEA152500EA279589?sequence%3D5
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spelling ftciteseerx:oai:CiteSeerX.psu:10.1.1.1025.6812 2023-05-15T14:49:50+02:00 Non-Gaussian clustering of SAR images for glacier change detection Vahid Akbari Anthony Doulgeris Torbjørn Eltoft The Pennsylvania State University CiteSeerX Archives application/pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.1025.6812 http://munin.uit.no/bitstream/handle/10037/3092/article.pdf%3Bjsessionid%3D88B41996396680CEEA152500EA279589?sequence%3D5 en eng http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.1025.6812 http://munin.uit.no/bitstream/handle/10037/3092/article.pdf%3Bjsessionid%3D88B41996396680CEEA152500EA279589?sequence%3D5 Metadata may be used without restrictions as long as the oai identifier remains attached to it. http://munin.uit.no/bitstream/handle/10037/3092/article.pdf%3Bjsessionid%3D88B41996396680CEEA152500EA279589?sequence%3D5 Non-Gaussian Statistical modeling text ftciteseerx 2016-10-30T00:02:07Z Our aim is to use unsupervised, non-Gaussian cluster-ing of Arctic glaciers for post-classification change de-tection. Firstly, we demonstrate the consistency of non-Gaussian clustering algorithms for Envisat ASAR im-ages by characterizing the expected random error level for different SAR acquisition conditions (such as inci-dence angle).This allows us to determine whether an ob-served variation is statistically significant and therefore can be used for post-classification change detection of Arctic glaciers. Real significant change was not detected with mixed configurations during the time period of this study. Text Arctic Unknown Arctic Asar ENVELOPE(134.033,134.033,68.667,68.667)
institution Open Polar
collection Unknown
op_collection_id ftciteseerx
language English
topic Non-Gaussian
Statistical modeling
spellingShingle Non-Gaussian
Statistical modeling
Vahid Akbari
Anthony Doulgeris
Torbjørn Eltoft
Non-Gaussian clustering of SAR images for glacier change detection
topic_facet Non-Gaussian
Statistical modeling
description Our aim is to use unsupervised, non-Gaussian cluster-ing of Arctic glaciers for post-classification change de-tection. Firstly, we demonstrate the consistency of non-Gaussian clustering algorithms for Envisat ASAR im-ages by characterizing the expected random error level for different SAR acquisition conditions (such as inci-dence angle).This allows us to determine whether an ob-served variation is statistically significant and therefore can be used for post-classification change detection of Arctic glaciers. Real significant change was not detected with mixed configurations during the time period of this study.
author2 The Pennsylvania State University CiteSeerX Archives
format Text
author Vahid Akbari
Anthony Doulgeris
Torbjørn Eltoft
author_facet Vahid Akbari
Anthony Doulgeris
Torbjørn Eltoft
author_sort Vahid Akbari
title Non-Gaussian clustering of SAR images for glacier change detection
title_short Non-Gaussian clustering of SAR images for glacier change detection
title_full Non-Gaussian clustering of SAR images for glacier change detection
title_fullStr Non-Gaussian clustering of SAR images for glacier change detection
title_full_unstemmed Non-Gaussian clustering of SAR images for glacier change detection
title_sort non-gaussian clustering of sar images for glacier change detection
url http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.1025.6812
http://munin.uit.no/bitstream/handle/10037/3092/article.pdf%3Bjsessionid%3D88B41996396680CEEA152500EA279589?sequence%3D5
long_lat ENVELOPE(134.033,134.033,68.667,68.667)
geographic Arctic
Asar
geographic_facet Arctic
Asar
genre Arctic
genre_facet Arctic
op_source http://munin.uit.no/bitstream/handle/10037/3092/article.pdf%3Bjsessionid%3D88B41996396680CEEA152500EA279589?sequence%3D5
op_relation http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.1025.6812
http://munin.uit.no/bitstream/handle/10037/3092/article.pdf%3Bjsessionid%3D88B41996396680CEEA152500EA279589?sequence%3D5
op_rights Metadata may be used without restrictions as long as the oai identifier remains attached to it.
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