• 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