Rapid determination of soil classes in soil profiles using vis-NIR spectroscopy and multiple objectives mixed support vector classification: Soil classification using vis-NIR spectroscopy
- Authors:
-
[1];
[2];
- Institute of Agricultural Remote Sensing and Information Technology Application, College of Environmental and Resource Sciences, Zhejiang University, Hangzhou China, INRA, Unité InfoSol, Orléans France, SAS, INRA, Agrocampus Ouest, Rennes France
- Institute of Agricultural Remote Sensing and Information Technology Application, College of Environmental and Resource Sciences, Zhejiang University, Hangzhou China
- Key Laboratory of Information Traceability for Agricultural Products, Ministry of Agriculture of China, Hangzhou China
- Department of Soil and Environment, Swedish University of Agricultural Sciences, Skara Sweden
- Institute of Agricultural Remote Sensing and Information Technology Application, College of Environmental and Resource Sciences, Zhejiang University, Hangzhou China, State Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of Sciences, Nanjing China
- State Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of Sciences, Nanjing China
- Publication Date:
- Sponsoring Org.:
- USDOE Office of Electricity (OE), Advanced Grid Research & Development. Power Systems Engineering Research
- OSTI Identifier:
- 1473716
- Grant/Contract Number:
- 2017YFD0700501
- Resource Type:
- Publisher's Accepted Manuscript
- Journal Name:
- European Journal of Soil Science
- Additional Journal Information:
- Journal Name: European Journal of Soil Science Journal Volume: 70 Journal Issue: 1; Journal ID: ISSN 1351-0754
- Publisher:
- Wiley-Blackwell
- Country of Publication:
- United Kingdom
- Language:
- English
Citation Formats
Chen, S., Li, S., Ma, W., Ji, W., Xu, D., Shi, Z., and Zhang, G. Rapid determination of soil classes in soil profiles using vis-NIR spectroscopy and multiple objectives mixed support vector classification: Soil classification using vis-NIR spectroscopy. United Kingdom: N. p., 2018.
Web. doi:10.1111/ejss.12715.
Chen, S., Li, S., Ma, W., Ji, W., Xu, D., Shi, Z., & Zhang, G. Rapid determination of soil classes in soil profiles using vis-NIR spectroscopy and multiple objectives mixed support vector classification: Soil classification using vis-NIR spectroscopy. United Kingdom. doi:10.1111/ejss.12715.
Chen, S., Li, S., Ma, W., Ji, W., Xu, D., Shi, Z., and Zhang, G. Mon .
"Rapid determination of soil classes in soil profiles using vis-NIR spectroscopy and multiple objectives mixed support vector classification: Soil classification using vis-NIR spectroscopy". United Kingdom. doi:10.1111/ejss.12715.
@article{osti_1473716,
title = {Rapid determination of soil classes in soil profiles using vis-NIR spectroscopy and multiple objectives mixed support vector classification: Soil classification using vis-NIR spectroscopy},
author = {Chen, S. and Li, S. and Ma, W. and Ji, W. and Xu, D. and Shi, Z. and Zhang, G.},
abstractNote = {},
doi = {10.1111/ejss.12715},
journal = {European Journal of Soil Science},
number = 1,
volume = 70,
place = {United Kingdom},
year = {2018},
month = {9}
}
Free Publicly Available Full Text
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DOI: 10.1111/ejss.12715
DOI: 10.1111/ejss.12715
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Works referenced in this record:
Organic carbon prediction in soil cores using VNIR and MIR techniques in an alpine landscape
journal, May 2017
- Jia, Xiaolin; Chen, Songchao; Yang, Yuanyuan
- Scientific Reports, Vol. 7, Issue 1
Soil type classification and estimation of soil properties using support vector machines
journal, January 2010
- Kovačević, Miloš; Bajat, Branislav; Gajić, Boško
- Geoderma, Vol. 154, Issue 3-4
Comparing data mining and deterministic pedology to assess the frequency of WRB reference soil groups in the legend of small scale maps
journal, January 2015
- Lorenzetti, Romina; Barbetti, Roberto; Fantappiè, Maria
- Geoderma, Vol. 237-238
How well can VNIR spectroscopy distinguish soil classes?
journal, December 2016
- Zeng, Rong; Zhang, Gan-Lin; Li, De-Cheng
- Biosystems Engineering, Vol. 152
Colour space models for soil science
journal, August 2006
- Viscarra Rossel, R. A.; Minasny, B.; Roudier, P.
- Geoderma, Vol. 133, Issue 3-4
Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties
journal, March 2006
- Viscarra Rossel, R. A.; Walvoort, D. J. J.; McBratney, A. B.
- Geoderma, Vol. 131, Issue 1-2
Fine resolution map of top- and subsoil carbon sequestration potential in France
journal, July 2018
- Chen, Songchao; Martin, Manuel P.; Saby, Nicolas P. A.
- Science of The Total Environment, Vol. 630
Soil classification using visible/near-infrared diffuse reflectance spectra from multiple depths
journal, July 2014
- Vasques, G. M.; Demattê, J. A. M.; Viscarra Rossel, Raphael A.
- Geoderma, Vol. 223-225
Near-Infrared Reflectance Spectroscopic Analysis of soil c and n
journal, January 2002
- Chang, Cheng-Wen; Laird, David A.
- Soil Science, Vol. 167, Issue 2
Prediction of soil attributes using the Chinese soil spectral library and standardized spectra recorded at field conditions
journal, January 2016
- Ji, Wenjun; Li, Shuo; Chen, Songchao
- Soil and Tillage Research, Vol. 155
Estimating spatially downscaled rainfall by regression kriging using TRMM precipitation and elevation in Zhejiang Province, southeast China
journal, November 2014
- Teng, Hongfen; Shi, Zhou; Ma, Ziqiang
- International Journal of Remote Sensing, Vol. 35, Issue 22
Machine learning for predicting soil classes in three semi-arid landscapes
journal, February 2015
- Brungard, Colby W.; Boettinger, Janis L.; Duniway, Michael C.
- Geoderma, Vol. 239-240
A global spectral library to characterize the world's soil
journal, April 2016
- Viscarra Rossel, R. A.; Behrens, T.; Ben-Dor, E.
- Earth-Science Reviews, Vol. 155
In Situ Measurements of Organic Carbon in Soil Profiles Using vis-NIR Spectroscopy on the Qinghai–Tibet Plateau
journal, April 2015
- Li, Shuo; Shi, Zhou; Chen, Songchao
- Environmental Science & Technology, Vol. 49, Issue 8
An overview and comparison of machine-learning techniques for classification purposes in digital soil mapping
journal, March 2016
- Heung, Brandon; Ho, Hung Chak; Zhang, Jin
- Geoderma, Vol. 265
Accounting for the effects of water and the environment on proximally sensed vis-NIR soil spectra and their calibrations: Accounting for the effects of water on field soil spectra
journal, March 2015
- Ji, W.; Viscarra Rossel, R. A.; Shi, Z.
- European Journal of Soil Science, Vol. 66, Issue 3
Development of a national VNIR soil-spectral library for soil classification and prediction of organic matter concentrations
journal, February 2014
- Shi, Zhou; Wang, QianLong; Peng, Jie
- Science China Earth Sciences, Vol. 57, Issue 7
Updating a national soil classification with spectroscopic predictions and digital soil mapping
journal, May 2018
- Teng, Hongfen; Viscarra Rossel, Raphael A.; Shi, Zhou
- CATENA, Vol. 164
Discrimination of Australian soil horizons and classes from their visible-near infrared spectra
journal, May 2011
- Viscarra Rossel, R. A.; Webster, R.
- European Journal of Soil Science, Vol. 62, Issue 4
On-line measurement of some selected soil properties using a VIS–NIR sensor
journal, March 2007
- Mouazen, A. M.; Maleki, M. R.; De Baerdemaeker, J.
- Soil and Tillage Research, Vol. 93, Issue 1
Storage and sequestration potential of topsoil organic carbon in China's paddy soils
journal, January 2004
- Pan, Genxing; Li, Lianqing; Wu, Laosheng
- Global Change Biology, Vol. 10, Issue 1
Classification of Brazilian soils by using LIBS and variable selection in the wavelet domain
journal, May 2009
- Pontes, Márcio José Coelho; Cortez, Juliana; Galvão, Roberto Kawakami Harrop
- Analytica Chimica Acta, Vol. 642, Issue 1-2
Algorithms for quantitative pedology: A toolkit for soil scientists
journal, March 2013
- Beaudette, D. E.; Roudier, P.; O'Geen, A. T.
- Computers & Geosciences, Vol. 52
Soil sensing: A new paradigm for agriculture
journal, October 2016
- Viscarra Rossel, Raphael A.; Bouma, Johan
- Agricultural Systems, Vol. 148
Novel Proximal Sensing for Monitoring Soil Organic C Stocks and Condition
journal, April 2017
- Viscarra Rossel, Raphael A.; Lobsey, Craig R.; Sharman, Chris
- Environmental Science & Technology, Vol. 51, Issue 10
Assessment of important soil properties related to Chinese Soil Taxonomy based on vis–NIR reflectance spectroscopy
journal, January 2018
- Xu, Dongyun; Ma, Wanzhu; Chen, Songchao
- Computers and Electronics in Agriculture, Vol. 144
Digital soil mapping at local scale using a multi-depth Vis–NIR spectral library and terrain attributes
journal, July 2016
- Rizzo, Rodnei; Demattê, José A. M.; Lepsch, Igo F.
- Geoderma, Vol. 274
Cross-Reference Benchmarks for Translating the Genetic Soil Classification of China into the Chinese Soil Taxonomy
journal, April 2006
- Shi, Xue-Zheng; Yu, Dong-Sheng; Yang, Guo-Xiang
- Pedosphere, Vol. 16, Issue 2
An overview of pedometric techniques for use in soil survey
journal, September 2000
- McBratney, Alex B.; Odeh, Inakwu O. A.; Bishop, Thomas F. A.
- Geoderma, Vol. 97, Issue 3-4
Smoothing and Differentiation of Data by Simplified Least Squares Procedures.
journal, July 1964
- Savitzky, Abraham.; Golay, M. J. E.
- Analytical Chemistry, Vol. 36, Issue 8