MARINE POLLUTION BULLETIN | 卷:112 |
Offshore platform sourced pollution monitoring using space-borne fully polarimetric C and X band synthetic aperture radar | |
Article | |
Singha, Suman1  Ressel, Rudolf1  | |
[1] German Aerosp Ctr DLR, Remote Sensing Technol Inst IMF, Maritime Safety & Secur Lab, Henrich Focke Str 4, D-28199 Bremen, Germany | |
关键词: Offshore pollution; Platform monitoring; Oil spill; Polarimetric synthetic aperture radar (Pol-SAR); TerraSAR-X; RADARSAT-2; | |
DOI : 10.1016/j.marpolbul.2016.07.044 | |
来源: Elsevier | |
【 摘 要 】
Use of polarimetric SAR data for offshore pollution monitoring is relatively new and shows great potential for operational offshore platform monitoring. This paper describes the development of an automated oil spill detection chain for operational purposes based on C-band (RADARSAT-2) and X-band (TerraSAR-X) fully polarimetric images, wherein we use polarimetric features to characterize oil spills and look-alikes. Numbers of near coincident TerraSAR-X and RADARSAT-2 images have been acquired over offshore platforms. Ten polarimetric feature parameters were extracted from different,types of oil and 'look-alike' spots and divided into training and validation dataset. Extracted features were then used to develop a pixel based Artificial Neural Network classifier. Mutual information contents among extracted features were assessed and feature parameters were ranked according to their ability to discriminate between oil spill and look-alike spots. Polarimetric features such as Scattering Diversity, Surface Scattering Fraction and Span proved to be most suitable for operational services. (C) 2016 Elsevier Ltd. All rights reserved.
【 授权许可】
Free
【 预 览 】
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10_1016_j_marpolbul_2016_07_044.pdf | 8996KB | download |