Use of near-infrared spectroscopy as an indicator of emerald ash borer infestation in white ash stem tissue

被引:9
|
作者
Finley, Kaelyn [1 ]
Chhin, Sophan [1 ]
Nzokou, Pascal [1 ]
O'Brien, Joseph [2 ]
机构
[1] Michigan State Univ, Dept Forestry, Nat Resources Bldg,480 Wilson Rd,Room 126, E Lansing, MI 48824 USA
[2] US Forest Serv, Forest Hlth Protect, 1992 Folwell Ave, St Paul, MN 55108 USA
关键词
Agrilus planipennis; Detection tool; Forest health; Fraxinus americana; Near-infrared spectroscopy; Wood borer; AGRILUS-PLANIPENNIS; HYPERSPECTRAL IMAGERY; UNITED-STATES; OUTER BARK; WOOD; COLEOPTERA; BUPRESTIDAE; DECLINE; FOREST; PHLOEM;
D O I
10.1016/j.foreco.2016.01.032
中图分类号
S7 [林业];
学科分类号
0829 ; 0907 ;
摘要
Emerald ash borer (EAB) (Agrilus planipennis), is a non-native beetle responsible for widespread mortality of several North American ash species (Fraxinus sp.). Current non-destructive methods for early detection of EAB in specific trees are limited, which restricts the effectiveness of management efforts to contain this invasive threat. This study explored the application of near-infrared (NIR) spectroscopy as a novel method for detection of EAB in white ash (Fraxinus americana). Increment borers were used to non-destructively and efficiently collect increment cores from visibly healthy and EAB infested white ash trees for subsequent NIR analysis. White ash trees were sampled across sites of different land use categories (i.e., natural forests versus recreational areas) and different latitudinal regions in the eastern Lower Peninsula and in the western Upper Peninsula of Michigan. NIR diffuse reflectance spectra were collected from three stem tissue types (outer bark, phloem, and xylem) using a NIR spectrometer over the wavelength range of 1134-2190 nm. Spectral measurements were treated with a Savitzky-Golay smoothing filter, followed by a 1st and 2nd derivative transformation to increase spectral sensitivity. Near infrared spectroscopy was successfully able to discriminate between EAB infested and visually healthy trees using step-wise linear discriminant analysis for each of the three stem tissue types (outer bark, phloem and xylem). The NIR spectra of xylem tissue transformed using a Savitzky-Golay smoothing filter with a 1st derivative transformation over the full NIR wavelength range (1134-2190 nm) had the highest classification accuracy (97%) for discriminating between healthy versus EAB infested trees. This study underscores potential for future research in developing NIR spectroscopy as a cost-effective method of early detection and monitoring of emerald ash borer and other stem-boring insects in support of current detection methods. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:41 / 52
页数:12
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