Leaf-Level Field Spectroscopy to Discriminate Invasive Species (Psidium guajava']java L. and Hovenia dulcis Thunb.) from Native Tree Species in the Southern Brazilian Atlantic Forest

被引:2
作者
Mallmann, Caroline Lorenci [1 ,2 ]
Pereira Filho, Waterloo [1 ]
Dreyer, Jaqueline B. B. [3 ]
Tabaldi, Luciane A. [4 ]
Durgante, Flavia Machado [5 ,6 ]
机构
[1] Santa Maria Fed Univ, Dept Geosci, BR-97105900 Santa Maria, Brazil
[2] Secretary Environm & Infrastruct State Rio Grande, BR-86010923 Porto Alegre, Brazil
[3] Santa Maria Fed Univ, Dept Forestry Engn, BR-97105900 Santa Maria, Brazil
[4] Santa Maria Fed Univ, Dept Biol, BR-97105900 Santa Maria, Brazil
[5] Karlsruhe Inst Technol, Inst Geog & Geoecol, D-76131 Karlsruhe, Germany
[6] Natl Inst Amazonian Res, Dept Bot, BR-69011970 Petropolis, Brazil
关键词
remote sensing; invasive alien species; leaf functional traits; linear discriminant analysis; optical properties; FUEL MOISTURE-CONTENT; PROTECTED AREAS; PLANT INVASION; CLASSIFICATION; BIODIVERSITY; REFLECTANCE; CHLOROPHYLL; MANAGEMENT; SAVANNA; TRAITS;
D O I
10.3390/rs15030791
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Invasive species are known to have potential advantages over the native community and can be expressed in their leaf functional traits. Thus, leaf-level traits with spectral reflectance can provide valuable insights for distinguishing invasive trees from native trees in complex forest environments. We conducted field spectroscopy measurements in a subtropical area, where we also collected trait data for 12 functional traits of invasive (Psidium guajava and Hovenia dulcis), and native species (Psidium cattleianum and Luehea divaricata). We found that photosynthetic pigments were responsible for the greatest interspecific variability, especially in the green region of the spectrum at 550 nm, therefore contributing to detection of invasive species. In addition, according to LDA and stepwise procedures, the most informative reflectance spectra were concentrated in the visible range that is closely related to pigment absorption features. Furthermore, we aimed to understand the leaf optical properties of the target invasive species by using a combination of narrow bands and linear regression models. P. guajava showed high correlations with specific leaf area, Car/Chl and relative water content. H. dulcis had a strong correlation with water content, specific leaf area and Chla/Chlb. Overall, this methodology proved to be appropriate for discriminating invasive trees, although parameterization by species is necessary.
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页数:23
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