شماره ركورد كنفرانس :
3976
عنوان مقاله :
Correlation of NDVI calculated with GreenSeeker and VNIR spectroscopy
پديدآورندگان :
Sepehr Behnam Bu-ali Sina University , Mohamadi Monavar Hosna mohamadihosna@gmail.com Bu-ali Sina University
كليدواژه :
GreenSeeker , VNIR Spectroscopy , NDVI
عنوان كنفرانس :
ششمين سمينار ملي دوسالانه كمومتريكس ايران
چكيده فارسي :
Optical sensors are recognized as non-destructive and cost effective methods to estimate
different vegetation Indices. The objective of this study was to evaluate the reliability of
normalized difference vegetative index (NDVI) values calculated by the GreenSeeker
(GS) hand held sensor (Trimble, USA) as an indirect indicator of tomato and cucumber
Nitrogen (N) status, and compare to the Visible-NIR (VNIR) spectra. NDVI index is
commonly used to differentiate plant properties such as chlorophyll, biomass, and plant
nutrition [1]. A reflectance VNIR system operating in the range 300-1100 nm was
applied to evaluate performance of GS. The experiment was conducted in spring 2017
on tomato and cucumber planted in greenhouse which supplemented with five
treatments of 46% Urea controlled release fertilizer (CRF). NDVI readings were
recorded every weeks during the growth seasons and spectra of leaves earned in two
stages (After the first and last repeated fertilization) like [2]. Sensors values were
compared to actual leaf N concentration with Kjeldahl measurement. Results obtained
by VNIR spectroscopy combined with chemometric analysis for the determination of N
content. Spectra were analyzed by The Unscrambler software (version 10X, Camo,
Norway) in order to build Partial least square (PLS) regression models able to estimate
NDVI parameter of tomato and cucumber. Spectral data were normalized by Standard
Normal Variate (SNV) and pretreated using a derivative transform calculation
(Savitzky–Golaymethod) by 1st derivative [3]. Spectral data were elaborated by leave
one-out cross validation (LOOCV) of PLS regression technique. High correlation
models between spectral data and NDVI of GS and also Kjeldahl method were obtained
for the N concentration (0.75 R2 0.89 and 0.81 R2 0.90 for spectra-GS and
spectra- Kjeldahl respectively). The GS readings of tomato’s leaves were less correlated
with leaf N concentration at early stages of establishment due to plants small size and
background noise compared to wide leaves of cucumber