Estimation of thrips (Fulmekiola serrata Kobus) density in sugarcane using leaf-level hyperspectral data
Autor: | Abdel-Rahman, Elfatih M, Way, Mike, Ahmed, Fethi, Ismail, Riyad, Adam, Elhadi |
---|---|
Jazyk: | angličtina |
Rok vydání: | 2013 |
Zdroj: | South African Journal of Plant and Soil; Vol 30, No 2 (2013) |
ISSN: | 0257-1862 2167-034X |
Popis: | The aim of this study was to investigate the potential use of leaf-level hyperspectral data to predict the density of sugarcane thrips Fulmekiola serrata (Kobus). A hand-held spectroradiometer was used to make the spectral measurements on spindle leaves of 4- to 5-month-old plants of sugarcane cv. N19 growing in commercial fields near Umfolozi, South Africa. A random forest algorithm followed by partial least squares regression was used for the analysis. Developed models were adequate to predict nymph numbers in December and adult numbers in March, but different models were needed for the thrips life stage assessed and the season when the estimation took place.Keywords: density, Fulmekiola serrata, hyperspectral data, sugarcane, thripsSouth African Journal of Plant and Soil 2013, 30(2): 91–96 |
Databáze: | OpenAIRE |
Externí odkaz: |