Nondestructive estimation of canopy chlorophyll content using Hyperion and Landsat/TM images

天蓬 归一化差异植被指数 遥感 叶绿素 高光谱成像 环境科学 增强植被指数 叶绿素a 植被(病理学) 叶面积指数 专题制图器 植被指数 卫星图像 地质学 植物 生物 病理 医学
作者
Chaoyang Wu,Li Wang,Zheng Niu,Shuai Gao,Mingquan Wu
出处
期刊:International Journal of Remote Sensing [Taylor & Francis]
卷期号:31 (8): 2159-2167 被引量:61
标识
DOI:10.1080/01431161003614382
摘要

Remote sensing offers a nondestructive tool for the quick and precise estimation of canopy chlorophyll content that serves as an important indicator of the plant ecosystem. In this study, the canopy chlorophyll content of 26 samples in 2007 and 40 samples in 2008 of maize were nondestructively estimated by a set of vegetation indices (VIs; Normalized Difference Vegetation Index, NDVI; Green Chlorophyll Index, CIgreen; modified soil adjust vegetation index, MSAVI; and Enhanced Vegetation Index, EVI) derived from the hyperspectral Hyperion and Thematic Mapper (TM) images. The PROSPECT model was used for sensitivity analysis among the indices and results indicated that CIgreen had a large linear correlation with chlorophyll content ranging from 100–1000 mg m−2. EVI showed a moderate ability in avoiding saturation and reached a saturation of chlorophyll content above 600 mg m−2. Both of the other two indices, MSAVI and NDVI, showed a clear saturation at chlorophyll content of 400 mg m−2, which demonstrated they may be inappropriate for chlorophyll interpretation at high values. A validation study was also conducted with satellite observations (Hyperion and TM) and in-situ measurements of chlorophyll content in maize. Results indicated that canopy chlorophyll content can be remotely evaluated by VIs with r 2 ranging from the lowest of 0.73 for NDVI to the highest of 0.86 for CIgreen. EVI had a greater precision (r 2=0.81) than MASVI (r 2=0.75) in canopy chlorophyll content estimation. The results agreed well with the sensitivity study and will be helpful in developing future models for canopy chlorophyll evaluation.

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