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Relationships between vegetation indices and different burn and vegetation ratios. A multi-scale approach applied in a fire affected area

机译:植被指数与不同燃烧和植被比的关系。一种在火灾影响区域应用的多种方法

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Vegetation indices have been widely used in remote sensing literature for burned land mapping and monitoring. In the present study we used satellite data (IKONOS, LANDSAT, ASTER, MODIS) of multiple spectral (visible, near, shortwave infrared) and spatial (1-500 meters) resolutions, acquired shortly after a very destructive fire occurred in the mountain of Parnitha in Attica, Greece the summer of 2007. The aim of our study is to examine and evaluate the performance of some vegetation indices for burned land mapping and also to characterize the relationships between vegetation indices and the percent of fire-scorched (burned) and non fire-scorched (vegetated) areas. The available satellite images were processed geometrically, radiometrically and atmospherically. The very high resolution IKONOS imagery was served as a base to estimate the percent of cover of burned areas, bare soil and vegetation by applying the maximum likelihood classification algorithm. The percent of cover for each type was then correlated to vegetation indices for all the satellite images, and regression models were fit to characterize those relationships. In total 57 versions of some classical vegetation indices were computed using LANDSAT, ASTER and MODIS data. Most of them were modified by replacing Red with SWIR channel, as the latter has been proved sensitive to burned area discrimination. IPVI and NDVI showed a better performance among the indices tested to estimate the percent of vegetation, while most of the modified versions of the indices showed highest performance to estimate the percent of burned areas.
机译:植被指数已广泛应用于烧毁土地映射和监测的遥感文献。在本研究中,我们使用多个光谱(可见,近,短波红外)和空间(1-500米)分辨率的卫星数据(Ikonos,Landsat,Aster,Modis),在山上发生非常破坏的火灾后不久就获得了2007年夏天,希腊的阿提卡帕尼亚。我们的研究目的是审查和评估一些燃烧的土地映射的一些植被指数的表现,也是为了表征植被指数与火灾百分比(烧伤)和烧焦百分比的关系非火灾(植被)区域。可用的卫星图像几何上,无线化地和大气地处理。非常高分辨率的ikonos图像作为估计通过应用最大似然分类算法来估计烧伤区域,裸土和植被的封面的基础。然后,每种类型的盖子百分比与所有卫星图像的植被指数相关,并且回归模型适合表征这些关系。总共使用Landsat,Aster和Modis数据计算了57个版本的一些古典植被指数。其中大多数通过用SWIR频道替换红色来修改,因为后者已被证明对烧毁区域歧视敏感。 IPVI和NDVI在测试的指数中表现出更好的性能,以估计植被的百分比,而大多数修改版本的指数显示出最高的性能,以估计烧毁区域的百分比。

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