Multitemporal classification of TerraSAR-X data for wetland vegetation mapping

作者: Julie Betbeder , Sébastien Rapinel , Thomas Corpetti , Eric Pottier , Samuel Corgne

DOI: 10.1117/1.JRS.8.083648

关键词:

摘要: This paper is concerned with wetland vegetation mapping using multitemporal syn- thetic aperture radar imagery. Although wetlands play a key role in controlling flooding and nonpoint source pollution, sequestering carbon providing an abundance of ecological ser- vices, knowledge the flora fauna these environments patchy, understanding their functioning still insufficient for reliable functional assessment on areas larger than few hectares. The aim this to evaluate TerraSAR-X imagery precisely map distribution formations considering flood duration. A series six dual-polarization images (HH-VV) was acquired 2012 during dry wet seasons. One polarimetric parameter, Shannon entropy (SE), two intensity parameters (σ° HH σ° VV), which vary status roughness, were first extracted. These then classified support vector machine techniques based specific kernel adapted comparison time-series data, K-nearest neighbors, decision tree (DT) algorithms. results show that can be identified very accurately (kappa index ¼ 0.85) from classification SE temporal profiles derived images. They also reveal importance use param- eters instead backscattering coefficients alone (HH or VV) combined VV). © 2014 Society Photo-Optical Instrumentation Engineers (SPIE) (DOI: 10.1117/1.JRS.8.083648)

参考文章(52)
James Clifford, Donald J. Berndt, Using dynamic time warping to find patterns in time series knowledge discovery and data mining. pp. 359- 370 ,(1994)
Richard A Olshen, Charles J Stone, Leo Breiman, Jerome H Friedman, Classification and regression trees ,(1983)
Floyd M. Henderson, Anthony J. Lewis, Radar detection of wetland ecosystems: a review Journal of remote sensing. ,vol. 29, pp. 5809- 5835 ,(2008) , 10.1080/01431160801958405
Masayuki Takada, Yoshio Mishima, Shosuke Natsume, Estimation of surface soil properties in peatland using ALOS/PALSAR Landscape and Ecological Engineering. ,vol. 5, pp. 45- 58 ,(2009) , 10.1007/S11355-008-0061-4
D. Civco, J. Hurd, S. Prisloe, M. Gilmore, Characterization of Coastal Wetland Systems using Multiple Remote Sensing Data Types and Analytical Techniques international geoscience and remote sensing symposium. pp. 3442- 3446 ,(2006) , 10.1109/IGARSS.2006.883
B. Brisco, R. Touzi, J.J. van der Sanden, F. Charbonneau, T.J. Pultz, M. D'Iorio, Water resource applications with RADARSAT-2 – a preview International Journal of Digital Earth. ,vol. 1, pp. 130- 147 ,(2008) , 10.1080/17538940701782577
Aurélie Davranche, Gaëtan Lefebvre, Brigitte Poulin, Wetland monitoring using classification trees and SPOT-5 seasonal time series Remote Sensing of Environment. ,vol. 114, pp. 552- 562 ,(2010) , 10.1016/J.RSE.2009.10.009
Eric Pottier, Laurent Ferro-Famil, PolSARPro V5.0: An ESA educational toolbox used for self-education in the field of POLSAR and POL-INSAR data analysis international geoscience and remote sensing symposium. pp. 7377- 7380 ,(2012) , 10.1109/IGARSS.2012.6351925