DocumentCode
2611949
Title
Research on spectral characteristics model of lettuce canopy nitrogen content
Author
Hongyan, Gao ; Hanping, Mao ; Xiaodong, Zhang ; Jun, Sun
Author_Institution
Key Lab. of Modern Agric. Equip. & Technol., Jiangsu Univ., Zhenjiang, China
Volume
5
fYear
2011
fDate
15-17 Oct. 2011
Firstpage
2335
Lastpage
2338
Abstract
Lettuce canopy spectral reflectance was measured by hand-held portable spectrum analyzer, the reflectance characteristics was analyzed in the different nitrogen levels and different growth. After the first derivative treatment, then correlation analysis, lettuce canopy nitrogen associated with the four-sensitive band, which were 400 ~ 470nm, 510 ~ 590nm, 600 ~ 670nm, 680 ~ 750nm. Further used stepwise regression analysis, selected the sensitive wavelengths in different growth stages. Partial least squares regression was used for setting up prediction models in different growth. 24 samples were verified models in the same period, the measured and predicted of the correlation coefficient were 0.8570, 0.8853 and 0.8591, and RMSE were 0.6355, 0.6122 and 0.5472.
Keywords
geochemistry; regression analysis; spectral analysers; vegetation; correlation analysis; correlation coefficient; four-sensitive band; hand-held portable spectrum analyzer; lettuce canopy nitrogen content; lettuce canopy spectral reflectance; nitrogen levels; partial least squares regression; prediction models; reflectance characteristics; spectral characteristics model; stepwise regression analysis; Correlation; Educational institutions; Laboratories; Mathematical model; Nitrogen; Predictive models; Reflectivity; Lettuce; Nitrogen; Partial Least Squares Regression Analysis; Reflectance Spectra;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Signal Processing (CISP), 2011 4th International Congress on
Conference_Location
Shanghai
Print_ISBN
978-1-4244-9304-3
Type
conf
DOI
10.1109/CISP.2011.6100675
Filename
6100675
Link To Document