DocumentCode :
2396820
Title :
A new NIR technique for rapid determination of soil moisture content
Author :
Liang, Xiuying ; Li, XiaoYu ; Lei, Tingwu
Author_Institution :
Huazhong Agric. Univ., Wuhan, China
fYear :
2012
fDate :
19-20 May 2012
Firstpage :
16
Lastpage :
20
Abstract :
As soil moisture prediction model with the whole near-infrared spectral regions is complex and the single-band prediction model is susceptible to environmental impact, a dual-band method for measuring soil moisture content (MC) rapidly was proposed in this study. A total of 116 soil samples were collected and the NIR reflectance spectra of all soil samples were measured. The spectral data were transformed to new spectral data with logarithmic transformation and logarithmic of reciprocal transformation. The spectral bands of the new spectral data and the original spectral data that is sensitive and insensitive to soil moisture content were achieved by correlation coefficient method. The models for prediction of soil MC were developed based on single linear regression (SLR) with the sensitive spectral band and insensitive spectral band. The results show that the prediction precision of the models was high and the highest correlation coefficient of the models reached 0.9913 with the root mean square error of prediction RMSEP of 1.1983%. Thus, it is concluded that the methods used in this paper are available methods for rapid detection of soil MC and also provides theoretical basis for developing a low-cost portable near-infrared moisture meter.
Keywords :
hydrological techniques; infrared spectroscopy; moisture; moisture measurement; regression analysis; soil; spectrochemical analysis; NIR reflectance spectra; correlation coefficient method; dual band method; logarithmic transformation; low cost portable near infrared moisture meter; near infrared spectral region; near infrared technique; rapid soil moisture content determination; reciprocal transformation logarithm; single linear regression; soil moisture prediction model; Correlation; Moisture measurement; Predictive models; Reflectivity; Soil measurements; Soil moisture; Dual-band Single linear regression model; NIR spectroscopy; Soil moisture content;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems and Informatics (ICSAI), 2012 International Conference on
Conference_Location :
Yantai
Print_ISBN :
978-1-4673-0198-5
Type :
conf
DOI :
10.1109/ICSAI.2012.6223513
Filename :
6223513
Link To Document :
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