中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Forest canopy height mapping over China using GLAS and MODIS data

文献类型:期刊论文

作者Yang Ting1; Wang Cheng1; Li GuiCai1; Luo SheZhou1; Xi XiaoHuan1; Gao Shuai1; Zeng HongCheng1
刊名SCIENCE CHINA-EARTH SCIENCES
出版日期2015
卷号58期号:1页码:416-428
关键词GLAS waveform decomposition terrain index canopy height model
通讯作者Wang, C (reprint author), Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China.
英文摘要The Geoscience Laser Altimeter System (GLAS) accurately detects the vertical structural information of a target within its laser spot and is a promising system for the inversion of structural features and other biophysical parameters of forest ecosystems. Since the GLAS footprints are discontinuously distributed with a relativity low density, continuous vegetation height distributions cannot be mapped with a high accuracy using GLAS data alone. The MODIS BRDF product provides more forest structural information than other optical remote sensing data. This study aimed to map forest canopy heights over China from the GLAS and MODIS BRDF data. Firstly, the waveform characteristic parameters were extracted from the GLAS data by the method of wavelet analysis, and the terrain index was calculated using the ASTER GDEM data. Secondly, the model reducing the topographic influence was constructed from the waveform characteristic parameters and terrain index. Thirdly, the final canopy height estimation model was constructed from the neural network combining the canopy height estimated with the GLAS point and the MODIS BRDF data, and applied to get the continuous canopy height map over China. Finally, the map was validated by the measured data and the airborne LiDAR data, and the validation results indicated that forest canopy heights can be estimated with high accuracy from combined GLAS and MODIS data.
研究领域[WOS]Geosciences, Multidisciplinary
收录类别SCI
语种英语
WOS记录号WOS:000347720400009
源URL[http://ir.ceode.ac.cn/handle/183411/38336]  
专题遥感与数字地球研究所_SCI/EI期刊论文_期刊论文
作者单位1.[Yang Ting
2.Wang Cheng
3.Luo SheZhou
4.Xi XiaoHuan] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing 100094, Peoples R China
5.[Yang Ting] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
6.[Li GuiCai] China Meteorol Adm, Natl Satellite Meteorol Ctr, Beijing 100081, Peoples R China
7.[Gao Shuai] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Natl Key Lab Remote Sensing, Beijing 100101, Peoples R China
8.[Zeng HongCheng] Univ Toronto, Fac Forestry, Toronto, ON M5S 3B3, Canada
推荐引用方式
GB/T 7714
Yang Ting,Wang Cheng,Li GuiCai,et al. Forest canopy height mapping over China using GLAS and MODIS data[J]. SCIENCE CHINA-EARTH SCIENCES,2015,58(1):416-428.
APA Yang Ting.,Wang Cheng.,Li GuiCai.,Luo SheZhou.,Xi XiaoHuan.,...&Zeng HongCheng.(2015).Forest canopy height mapping over China using GLAS and MODIS data.SCIENCE CHINA-EARTH SCIENCES,58(1),416-428.
MLA Yang Ting,et al."Forest canopy height mapping over China using GLAS and MODIS data".SCIENCE CHINA-EARTH SCIENCES 58.1(2015):416-428.

入库方式: OAI收割

来源:遥感与数字地球研究所

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