A Classification Scheme for Sediments and Habitats on Exposed Intertidal Flats with Multi-Frequency Polarimetric SAR

被引:7
作者
Wang, Wensheng [1 ,2 ]
Gade, Martin [3 ]
Stelzer, Kerstin [4 ]
Kohlus, Jorn [5 ]
Zhao, Xinyu [1 ,2 ]
Fu, Kun [1 ,2 ]
机构
[1] Chinese Acad Sci, Inst Elect, Key Lab Network Informat Syst Technol NIST, Beijing 100190, Peoples R China
[2] Chinese Acad Sci, Aerosp Informat Res Inst, Beijing 100094, Peoples R China
[3] Univ Hamburg, Inst Meereskunde, D-20146 Hamburg, Germany
[4] Brockmann Consult GmbH, Geoinformat Serv, D-21029 Hamburg, Germany
[5] Nationalpk & Meeresschutz Schleswig Holstein LKN, Landesbetrieb Kustenschutz, D-25832 Tonning, Germany
关键词
intertidal flats; SAR; sediments; bivalve beds; polarization; classification; decomposition; Kennaugh elements;
D O I
10.3390/rs13030360
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We developed an extension of a previously proposed classification scheme that is based upon Freeman-Durden and Cloude-Pottier decompositions of polarimetric Synthetic Aperture Radar (SAR) data, along with a Double-Bounce Eigenvalue Relative Difference (DERD) parameter, and a Random Forest (RF) classifier. The extension was done, firstly, by using dual-copolarization SAR data acquired at shorter wavelengths (C- and X-band, in addition to the previously used L-band) and, secondly, by adding indicators derived from the (polarimetric) Kennaugh elements. The performance of the newly developed classification scheme, herein abbreviated as FCDK-RF, was tested using SAR data of exposed intertidal flats. We demonstrate that the FCDK-RF scheme is capable of distinguishing between different sediment types, namely mud and sand, at high spatial accuracies. Moreover, the classification scheme shows good potential in the detection of bivalve beds on the exposed flats. Our results show that the developed FCDK-RF scheme can be applied for the mapping of sediments and habitats in the Wadden Sea on the German North Sea coast using multi-frequency and multi-polarization SAR from ALOS-2 (L-band), Radarsat-2 (C-band) and TerraSAR-X (X-band).
引用
收藏
页码:1 / 13
页数:13
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