An Approach for Foliar Trait Retrieval from Airborne Imaging Spectroscopy of Tropical Forests

被引:60
作者
Martin, Roberta E. [1 ]
Chadwick, K. Dana [1 ]
Brodrick, Philip G. [1 ]
Carranza-Jimenez, Loreli [1 ]
Vaughn, Nicholas R. [1 ]
Asner, Gregory P. [1 ]
机构
[1] Carnegie Inst Sci, Dept Global Ecol, 260 Panama St, Stanford, CA 94305 USA
基金
美国安德鲁·梅隆基金会;
关键词
Airborne remote sensing; Borneo; Carnegie Airborne Observatory; foliar traits; imaging spectroscopy; Malaysia; PLSR; Sabah; Spectranomics; tropical forest; MOUNT KINABALU; RAIN-FORESTS; PLANT; DIVERSITY; LEAF; CLASSIFICATION; CONSERVATION; VEGETATION; WORLDWIDE; SELECTION;
D O I
10.3390/rs10020199
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Spatial information on forest functional composition is needed to inform management and conservation efforts, yet this information is lacking, particularly in tropical regions. Canopy foliar traits underpin the functional biodiversity of forests, and have been shown to be remotely measurable using airborne 350-2510 nm imaging spectrometers. We used newly acquired imaging spectroscopy data constrained with concurrent light detection and ranging (LiDAR) measurements from the Carnegie Airborne Observatory (CAO), and field measurements, to test the performance of the Spectranomics approach for foliar trait retrieval. The method was previously developed in Neotropical forests, and was tested here in the humid tropical forests of Malaysian Borneo. Multiple foliar chemical traits, as well as leaf mass per area (LMA), were estimated with demonstrable precision and accuracy. The results were similar to those observed for Neotropical forests, suggesting a more general use of the Spectranomics approach for mapping canopy traits in tropical forests. Future mapping studies using this approach can advance scientific investigations and applications based on imaging spectroscopy.
引用
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页数:20
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