Remote Sensing to Detect Nests of the Leaf-Cutting Ant Atta sexdens (Hymenoptera: Formicidae) in Teak Plantations

被引:8
|
作者
de Lima Santos, Isabel Carolina [1 ]
dos Santos, Alexandre [1 ]
Oumar, Zakariyyaa [2 ]
Soares, Marcus Alvarenga [3 ]
Cerqueira Silva, Julius Cesar [4 ]
Zanetti, Ronald [4 ]
Zanuncio, Jose Cola [5 ]
机构
[1] Inst Fed Mato Grosso IFMT, Lab Fitossanidade FitLab, Caixa Postal 244, BR-78200000 Caceres, Mato Grosso, Brazil
[2] Univ Witwatersrand, Sch Geog Archaeol & Environm Studies, Private Bag 3, ZA-2050 Johannesburg, South Africa
[3] Univ Fed Vales Jequitinhonha & Mucuri, Programa Posgrad Prod Vegetal, BR-39100000 Diamantina, MG, Brazil
[4] Univ Fed Lavras, Dept Entomol, Caixa Postal 3037, BR-37200000 Lavras, MG, Brazil
[5] Univ Fed Vicosa, Dept Entomol BIOAGRO, BR-36570900 Vicosa, MG, Brazil
关键词
Landsat-8; OLI; Leaf-cutting ants; Medium resolution images; Multivariate analysis; Tectona grandis; FSC PESTICIDE POLICY; EUCALYPTUS PLANTATIONS; ECONOMIC DAMAGE; TECTONA-GRANDIS; FOREST; MANAGEMENT; INDEXES; DEFOLIATION; LEVEL; CEDAR;
D O I
10.3390/rs11141641
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Leaf-cutting ants of the genus Atta are an important insect pest in forest plantations in many countries of South America. The objective of this work was to evaluate the potential for using Landsat-8 images, with medium spatial resolution and distributed free of charge, to detect leaf-cutting ant nests in Tectona grandis plantations in Brazil, using partial least squares discriminant analysis (PLS-DA). The regression model adjusted by PLS-DA selected three principal components with a cross-validation error of 0.275 to map and predict the presence of leaf-cutting ant nests in these plantations. The most important bands and vegetation indices were selected using the main variables in the projection (VIP) and predicted pixels with the presence or absence of leaf-cutting ant nests with an accuracy of 72.3% on an independent validation data set. The study indicates that Landsat-8 OLI images have the potential to detect and map leaf-cutting ant nests in T. grandis plantations.
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页数:12
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