DocumentCode :
2340512
Title :
Study on spectral feature characterizing and soil nitrogen content prediction
Author :
He, Yong ; Song, Hai-Yan ; Pereira, Annia García ; Gómez, Antihus Hernández
Author_Institution :
Coll. of Biosyst. Eng. & Food Sci., Zhejiang Univ., Hangzhou, China
Volume :
9
fYear :
2005
fDate :
18-21 Aug. 2005
Firstpage :
5424
Abstract :
Near infrared reflectance spectroscopy offers the potential for rapid and cost-effective soil analysis. The spectra features of the soil samples at different soil particles, manually crushed; <0.25; .5-1; 1-2; 2-5 and >5 mm were collected and analyzed. The results indicated that particle size affected strongly the absorbance of the spectra. Accurate N prediction was obtained when the particle sizes vary from 0.5-1.0; 1.0-2.0 and 2.0-5 mm with r of 0.82; 0.81 and 0.82, respectively. Dried and humid soil samples reflectance spectra were also obtained to analyze the influence of the moisture content on soil spectra features. Poor N prediction was obtained when the soil kept its natural moisture with r of 0.57. This research will be useful for future applicability of NIR spectroscopy as a technique to make prediction on site.
Keywords :
feature extraction; geochemistry; geophysical signal processing; hydrological techniques; infrared spectroscopy; moisture measurement; nitrogen; soil; NIR spectroscopy; moisture content; near infrared reflectance spectroscopy; partial least square; reflectance spectra; soil analysis; soil nitrogen content prediction; soil particles; spectral absorption; spectral feature characterization; Atomic measurements; Helium; Infrared spectra; Moisture; Nitrogen; Optical reflection; Reflectivity; Soil measurements; Spectroscopy; Vibration measurement; NIR spectroscopy; nitrogen prediction; partial least square; soil moisture content; soil particle size;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics, 2005. Proceedings of 2005 International Conference on
Conference_Location :
Guangzhou, China
Print_ISBN :
0-7803-9091-1
Type :
conf
DOI :
10.1109/ICMLC.2005.1527902
Filename :
1527902
Link To Document :
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