DocumentCode :
1619307
Title :
A New Approach to Detect Soil Nutrient Content Based on NIR Spectroscopy Technique
Author :
Haiyan Song ; Yong He ; Pereira, A.G.
Author_Institution :
Coll. of Biosyst. Eng. & Food Sci., Zhejiang Univ., Hangzhou
fYear :
2006
Firstpage :
3149
Lastpage :
3152
Abstract :
The objective of this research was to evaluate the prediction ability of NIR to soil nutrient content. A total of 165 soil samples were obtained from the field and analyzed their spectra features. 135 samples spectra were used during the calibration and cross-validation stage, 30 samples spectra were used to predict N, P, K and OM concentration. NIR spectra and constituents were related using partial least square regression (PLSR) technique. The r between measured and predicted values of N and OM, were 0.92 and 0.93 respectively, demonstrated that NIRS have potential to predict accurately this constituents in this soil, not being this way in the prediction of P and K with r, 0.48 and 0.68 respectively, demonstrated a poorly for P and a less successfully for K prediction. The result also shows that NIR could be a good tool to be combined with precision farming application
Keywords :
calibration; farming; infrared spectra; infrared spectroscopy; least squares approximations; nitrogen; phosphorus; potassium; regression analysis; soil; spectrochemical analysis; K; N; NIR spectroscopy; P; calibration; cross-validation; partial least square regression; precision farming application; soil nutrient content; Agricultural engineering; Chemical analysis; Crops; Economic forecasting; Economic indicators; Environmental economics; Geographic Information Systems; Laboratories; Soil measurements; Spectroscopy;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
Conference_Location :
Shanghai
Print_ISBN :
0-7803-8741-4
Type :
conf
DOI :
10.1109/IEMBS.2005.1617143
Filename :
1617143
Link To Document :
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