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The inversion of average vegetation height using ICESat GLAS and MODIS data - a case study of three provinces in Northeastern China

机译:利用ICESat GLAS和MODIS数据反演平均植被高度-以东北三省为例

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摘要

The average vegetation height can be accurately extracted from ICESat GLAS data, however, a certain spatial interval exist in laser strips and dots reduces the mapping accuracy of average canopy height after the interpolation of the GLAS data. The MODIS-BRDF/albedo data consist of canopy structural data, such as LAI, canopy height etc. So the combination of ICESat GLAS and MODIS data can be obtained more accurate distribution of average canopy height and achieve the distribution of continuous canopy height. In this paper, the GLAS / MODIS data were collected in forest-rich three provinces in northeastern China. We firstly filtered GLAS waveform data and get the average vegetation height, and then selected the optional MODIS-BRDF / albedo bands to retrieve the average vegetation height. An artificial neural networks model was esTablelished by training the MODIS BRDF data, and finally obtained the average vegetation height over the whole three provinces. The fusion method between GLAS data and optical remote sensing image was proposed to make up for their shortages and obtained a continuous distribution of average vegetation height. It increases the analysis dimensions of forest ecosystem and produces more accurate data for forest biomass and carbon storage estimates.
机译:可以从ICESat GLAS数据中准确提取平均植被高度,但是,在激光条中存在一定的空间间隔,并且在GLAS数据插值后,点降低了平均冠层高度的映射精度。 MODIS-BRDF /反照率数据由冠层结构数据(如LAI,冠层高度等)组成。因此,ICESat GLAS和MODIS数据的组合可以更准确地分配平均冠层高度,并实现连续冠层高度的分布。本文收集了中国东北三个森林资源丰富的省份的GLAS / MODIS数据。我们首先对GLAS波形数据进行滤波,得到平均植被高度,然后选择可选的MODIS-BRDF /反照率波段来获取平均植被高度。通过训练MODIS BRDF数据建立了一个人工神经网络模型,最终获得了整个三个省的平均植被高度。提出了GLAS数据与光学遥感图像融合的方法,以弥补它们的不足,获得平均植被高度的连续分布。它增加了森林生态系统的分析范围,并为森林生物量和碳储量估算提供了更准确的数据。

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