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TerraSAR-X 图像对甘蔗的多时相观测。

Multitemporal observations of sugarcane by TerraSAR-X images.

机构信息

CEMAGREF, UMR TETIS, 500 rue François Breton, 34093 Montpellier cedex 5, France.

出版信息

Sensors (Basel). 2010;10(10):8899-919. doi: 10.3390/s101008899. Epub 2010 Sep 28.

Abstract

The objective of this study is to investigate the potential of TerraSAR-X (X-band) in monitoring sugarcane growth on Reunion Island (located in the Indian Ocean). Multi-temporal TerraSAR data acquired at various incidence angles (17°, 31°, 37°, 47°, 58°) and polarizations (HH, HV, VV) were analyzed in order to study the behaviour of SAR (synthetic aperture radar) signal as a function of sugarcane height and NDVI (Normalized Difference Vegetation Index). The potential of TerraSAR for mapping the sugarcane harvest was also studied. Radar signal increased quickly with crop height until a threshold height, which depended on polarization and incidence angle. Beyond this threshold, the signal increased only slightly, remained constant, or even decreased. The threshold height is slightly higher with cross polarization and higher incidence angles (47° in comparison with 17° and 31°). Results also showed that the co-polarizations channels (HH and VV) were well correlated. High correlation between SAR signal and NDVI calculated from SPOT-4/5 images was observed. TerraSAR data showed that after strong rains the soil contribution to the backscattering of sugarcane fields can be important for canes with heights of terminal visible dewlap (htvd) less than 50 cm (total cane heights around 155 cm). This increase in radar signal after strong rains could involve an ambiguity between young and mature canes. Indeed, the radar signal on TerraSAR images acquired in wet soil conditions could be of the same order for fields recently harvested and mature sugarcane fields, making difficult the detection of cuts. Finally, TerraSAR data at high spatial resolution were shown to be useful for monitoring sugarcane harvest when the fields are of small size or when the cut is spread out in time. The comparison between incidence angles of 17°, 37° and 58° shows that 37° is more suitable to monitor the sugarcane harvest. The cut is easily detectable on TerraSAR images for data acquired less than two or three months after the cut. The radar signal decreases about 5dB for images acquired some days after the cut and 3 dB for data acquired two month after the cut (VV-37°). The difference in radar signal becomes negligible (<1 dB) between harvested fields and mature canes for sugarcane harvested since three months or more.

摘要

本研究旨在探讨 TerraSAR-X(X 波段)在监测留尼汪岛(位于印度洋)甘蔗生长方面的潜力。分析了多时序 TerraSAR 数据,这些数据的入射角(17°、31°、37°、47°、58°)和极化方式(HH、HV、VV)不同,目的是研究 SAR(合成孔径雷达)信号随甘蔗高度和 NDVI(归一化植被指数)变化的特征。还研究了 TerraSAR 用于绘制甘蔗收获图的潜力。随着作物高度的增加,雷达信号迅速增加,直到一个取决于极化方式和入射角的阈值高度。超过这个阈值后,信号增加幅度较小,保持不变,甚至减小。交叉极化和较高入射角(47°与 17°和 31°相比)下的阈值高度略高。结果还表明,同极化通道(HH 和 VV)相关性良好。从 SPOT-4/5 图像计算得出的 SAR 信号与 NDVI 之间具有高度相关性。TerraSAR 数据表明,在强降雨后,土壤对甘蔗田后向散射的贡献可能对高度小于 50 厘米(总蔗高度约为 155 厘米)的终端可见露水(htvd)甘蔗很重要。强降雨后雷达信号的这种增加可能会导致幼蔗和成熟蔗之间的模糊性。事实上,在土壤湿润条件下获取的 TerraSAR 图像上的雷达信号对于最近收获的田地和成熟的甘蔗田可能处于相同的量级,这使得切割的检测变得困难。最后,当田地面积较小时,或者切割时间较长时,高空间分辨率的 TerraSAR 数据可用于监测甘蔗收获。对 17°、37°和 58°入射角进行比较表明,37°更适合监测甘蔗收获。在切割后不到两个月或三个月的时间内,TerraSAR 图像上很容易检测到切割。在切割后几天内获取的数据,雷达信号下降约 5dB,在切割后两个月内获取的数据,雷达信号下降约 3dB(VV-37°)。对于已经收获了三个月或更长时间的甘蔗,收获的田地和成熟的甘蔗之间的雷达信号差异变得可以忽略不计(<1dB)。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cf4d/3230945/0d3a6c381690/sensors-10-08899f1.jpg

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