In situ near-infrared spectroscopy for soil organic matter prediction in paddy soil, Pasak watershed, Thailand C., Tawornpruek S., Watana S. (2018): In situ near-infrared spectroscopy for soil organic matter prediction in paddy soil, Pasak watershed, Thailand. Plant Soil Environ., 64: 70-75.
download PDF
Soil organic matter (SOM) is a major index of soil quality assessment because it is one of the key soil properties controlling nutrient budgets in agricultural production systems. The aim of the in situ near-infrared spectroscopy (NIRS) for SOM prediction in paddy area is evaluation of the potential of SOM and prediction of other soil properties. There are keys for soil fertility and soil quality assessments. A spectral reflectance of 130 soil samples was collected by field spectroradiometer in a region of near-infrared. Spectral reflectance collections were processed by the first derivative transformation with the Savitsky-Golay algorithms. Partial least square regression method was used to develop a calibration model between soil properties and spectral reflectance, which was used for prediction and validation processes. Finally, the results of this study demonstrate that NIRS is an effective method that can be used to predict SOM (R2 = 0.73, RPD (ratio of performance to deviation) = 1.82) and total nitrogen (R2 = 0.72, RPD = 1.78). Therefore, NIRS is a potential tool for soil properties predictions. The use of these techniques will facilitate the implementation of soil management with a decreasing cost and time of soil study in a large scale. However, further works are necessary to develop more accurate soil properties prediction and to apply this method to other areas.
Analytical Spectral Devices (ASD) (1995): Field Spec Pro Spectrometer. Boulder, Analytical Spectral Devices.
Ben-Dor E., Chabrillat S., Demattê J.A.M., Taylor G.R., Hill J., Whiting M.L., Sommer S. (2009): Using Imaging Spectroscopy to study soil properties. Remote Sensing of Environment, 113, S38-S55
Chang Cheng-Wen, Laird David A. (2002): NEAR-INFRARED REFLECTANCE SPECTROSCOPIC ANALYSIS OF SOIL C AND N. Soil Science, 167, 110-116
Chang Cheng-Wen, Laird David A., Mausbach Maurice J., Hurburgh Charles R. (2001): Near-Infrared Reflectance Spectroscopy–Principal Components Regression Analyses of Soil Properties. Soil Science Society of America Journal, 65, 480-
Dick W.A., Gregorich E.G. (2004): Developing and maintaining soil organic matter levels. In: Schjoinning P., Elmholt S., Christensen B.T. (eds.): Managing Soil Quality: Challengers in Modern Agriculture. London, CAB International, 103–120.
FAO (2005): The Importance of Soil Organic Matter: Key to Drought-Resistant Soil and Sustained Food. Rome, Food and Agriculture Organization of the United Nations, 5–9.
Feyziyev Fikrat, Babayev Maharram, Priori Simone, L’Abate Giovanni (2016): Using Visible-Near Infrared Spectroscopy to Predict Soil Properties of Mugan Plain, Azerbaijan. Open Journal of Soil Science, 06, 52-58
Gholizadech A., Soom M.A.M., Saberioon M.M., Borůvka L. (2013): Visible and near infrared reflectance spectroscopy to determine chemical properties of paddy soils. Journal of Food, Agriculture and Environment, 11: 859–866.
He Ting, Wang Jing, Lin Zongjian, Cheng Ye (2009): Spectral features of soil organic matter. Geo-spatial Information Science, 12, 33-40
Magdoff F., Weil R.R. (2004): Significance of soil organic matter to soil quality and health. In: Magdoff F., Wei R.R. (eds.): Soil Organic Matter in Sustainable Agriculture. Boca Raton, CRC Press, 1–43.
Martin P D, Malley D F, Manning G., Fuller L. (2002): Determination of soil organic carbon and nitrogen at the field level using near-infrared spectroscopy. Canadian Journal of Soil Science, 82, 413-422
McCarty G.W., Reeves J.B. III, Reeves V.B., Follett R.F., Kimble J.M. (2002): Mid-infrared and near-infrared diffuse reflectance spectroscopy for soil carbon measurement. Soil Science Society of America Journal, 66: 640–646.
National Soil Survey Center (1996): Soil Survey Laboratory Methods Manual. Lincoln, United States Department of Agriculture, No. 42, Version 3.
Nelson D.W., Sommers L.E. (1996): Total carbon and organic matter. In: Sparks D.L., Page A.L., Helmke P.A., Loeppert R.H. (eds.): Methods of Soil Analysis. Part III. Chemical Method. Madison, American Society of Agronomy Inc., 961–1010.
Palacios-Orueta Alicia, Ustin Susan L. (1996): Multivariate statistical classification of soil spectra. Remote Sensing of Environment, 57, 108-118
Pratt P.F. (1987): Potassium. In: Black C.A. (ed.): Methods of Soil Analysis, Part 2. Chemical and Microbiological Properties. 2nd Edition. Agronomy Monograph No. 9. Madison, American Society of Agronomy, 234–237.
Price John C. (1998): An Approach for Analysis of Reflectance Spectra. Remote Sensing of Environment, 64, 316-330
Rossel R.A. Viscarra, Behrens T. (2010): Using data mining to model and interpret soil diffuse reflectance spectra. Geoderma, 158, 46-54
Viscarra Rossel R.A., Walvoort D.J.J., McBratney A.B., Janik L.J., Skjemstad J.O. (2006): Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties. Geoderma, 131, 59-75
Savitzky Abraham., Golay M. J. E. (1964): Smoothing and Differentiation of Data by Simplified Least Squares Procedures.. Analytical Chemistry, 36, 1627-1639
Soil Survey Division (1980): Manual of Land Suitability Identification for Economic Crops. 28th Edition. Bangkok, Ministry of Agriculture and Cooperatives. 76. (In Thai)
Velasquez Elena, Lavelle Patrick, Barrios Edmundo, Joffre Richard, Reversat France (2005): Evaluating soil quality in tropical agroecosystems of Colombia using NIRS. Soil Biology and Biochemistry, 37, 889-898
Wenjun Ji, Zhou Shi, Jingyi Huang, Shuo Li, Motta Andrea (2014): In Situ Measurement of Some Soil Properties in Paddy Soil Using Visible and Near-Infrared Spectroscopy. PLoS ONE, 9, e105708-
Jiří Zbíral, David Čižmár, Stanislav Malý, Elena Obdržálková (2017): Determination of glomalin in agriculture and forest soils by near-infrared spectroscopy. Plant, Soil and Environment, 63, 226-230
Zornoza R., Guerrero C., Mataix-Solera J., Scow K.M., Arcenegui V., Mataix-Beneyto J. (2008): Near infrared spectroscopy for determination of various physical, chemical and biochemical properties in Mediterranean soils. Soil Biology and Biochemistry, 40, 1923-1930
download PDF

© 2022 Czech Academy of Agricultural Sciences | Prohlášení o přístupnosti