DocumentCode :
512957
Title :
Hand-held spectrometry for estimating thrips (Fulmekiola serrata) incidence in sugarcane
Author :
Abdel-Rahman, E.M. ; Van Den Berg, Maurits ; Way, Mike J. ; Ahmed, Fethi B.
Author_Institution :
Sch. of Environ. Sci., Univ. of KwaZulu-Natal, Durban, South Africa
Volume :
4
fYear :
2009
fDate :
12-17 July 2009
Abstract :
The aim of this study was to investigate the potential use of leaf level spectrometric data to predict the incidence of sugarcane thrips Fulmekiola serrata (Kobus). A hand-held FieldSpec® 3 spectroradiometer (ASD) was employed to collect the spectral measurements. The analysis was conducted using spindle leaves from 4-5 month old sugarcane crops of one variety (N19), sampled from commercial fields. A random forest algorithm followed by partial least squares regression were used for the analysis. Models developed were deemed adequate to predict December nymph numbers and March adult numbers, but different models needed to be developed according to thrips life stage assessed and the season at which the estimation takes place.
Keywords :
least squares approximations; spectrometers; vegetation; vegetation mapping; December nymph numbers; Fulmekiola serrata; March adult numbers; hand-held FieldSpec 3 spectroradiometer; hand-held spectrometry; leaf level spectrometric data; partial least squares regression; random forest algorithm; spindle leaves; sugarcane crops; sugarcane thrips; Spectroscopy; Fulmekiola serrata; partial least squares (PLS) regression; spectrometry; sugarcane; thrips;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium,2009 IEEE International,IGARSS 2009
Conference_Location :
Cape Town
Print_ISBN :
978-1-4244-3394-0
Electronic_ISBN :
978-1-4244-3395-7
Type :
conf
DOI :
10.1109/IGARSS.2009.5417322
Filename :
5417322
Link To Document :
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