Estimating Soil Organic Carbon Using VIS/NIR Spectroscopy with SVMR and SPA Methods

Xiaoting Peng; Tiezhu Shi; Aihong Song; Yiyun Chen; Wenxiu Gao

doi:10.3390/rs6042699

Estimating Soil Organic Carbon Using VIS/NIR Spectroscopy with SVMR and SPA Methods

Remote Sensing ◽

10.3390/rs6042699 ◽

2014 ◽

Vol 6 (4) ◽

pp. 2699-2717 ◽

Cited By ~ 67

Author(s):

Xiaoting Peng ◽

Tiezhu Shi ◽

Aihong Song ◽

Yiyun Chen ◽

Wenxiu Gao

Keyword(s):

Organic Carbon ◽

Soil Organic Carbon ◽

Nir Spectroscopy

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Peer Review #2 of "Machine-learning-based quantitative estimation of soil organic carbon content by VIS/NIR spectroscopy (v0.1)"

10.7287/peerj.5714v0.1/reviews/2 ◽

2018 ◽

Author(s):

P Sorenson

Keyword(s):

Machine Learning ◽

Organic Carbon ◽

Soil Organic Carbon ◽

Carbon Content ◽

Peer Review ◽

Quantitative Estimation ◽

Nir Spectroscopy ◽

Organic Carbon Content ◽

Soil Organic Carbon Content

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Strategies for the efficient estimation of soil organic carbon at the field scale with vis-NIR spectroscopy: Spectral libraries and spiking vs. local calibrations

Geoderma ◽

10.1016/j.geoderma.2019.07.014 ◽

2019 ◽

Vol 354 ◽

pp. 113856 ◽

Cited By ~ 7

Author(s):

Michael Seidel ◽

Christopher Hutengs ◽

Bernard Ludwig ◽

Sören Thiele-Bruhn ◽

Michael Vohland

Keyword(s):

Organic Carbon ◽

Soil Organic Carbon ◽

Nir Spectroscopy ◽

Efficient Estimation ◽

Field Scale ◽

Spectral Libraries

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Estimating forest soil organic carbon content using vis-NIR spectroscopy: Implications for large-scale soil carbon spectroscopic assessment

Geoderma ◽

10.1016/j.geoderma.2019.04.003 ◽

2019 ◽

Vol 348 ◽

pp. 37-44 ◽

Cited By ~ 16

Author(s):

Shangshi Liu ◽

Haihua Shen ◽

Songchao Chen ◽

Xia Zhao ◽

Asim Biswas ◽

...

Keyword(s):

Organic Carbon ◽

Soil Organic Carbon ◽

Carbon Content ◽

Soil Carbon ◽

Forest Soil ◽

Large Scale ◽

Nir Spectroscopy ◽

Organic Carbon Content ◽

Soil Organic Carbon Content

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Optimal sample selection for measurement of soil organic carbon using on-line vis-NIR spectroscopy

Computers and Electronics in Agriculture ◽

10.1016/j.compag.2018.06.042 ◽

2018 ◽

Vol 151 ◽

pp. 469-477 ◽

Cited By ~ 21

Author(s):

Said Nawar ◽

Abdul M. Mouazen

Keyword(s):

Organic Carbon ◽

Soil Organic Carbon ◽

Sample Selection ◽

Nir Spectroscopy ◽

Optimal Sample ◽

On Line ◽

Selection For

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In-situ prediction of soil organic carbon by vis-NIR spectroscopy: an efficient use of limited field data

European Journal of Soil Science ◽

10.1111/ejss.12448 ◽

2017 ◽

Vol 68 (5) ◽

pp. 689-702 ◽

Cited By ~ 8

Author(s):

A. Kühnel ◽

C. Bogner

Keyword(s):

Organic Carbon ◽

Soil Organic Carbon ◽

Field Data ◽

Nir Spectroscopy ◽

In Situ Prediction

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Peer Review #2 of "Machine-learning-based quantitative estimation of soil organic carbon content by VIS/NIR spectroscopy (v0.2)"

10.7287/peerj.5714v0.2/reviews/2 ◽

2018 ◽

Author(s):

P Sorenson

Keyword(s):

Machine Learning ◽

Organic Carbon ◽

Soil Organic Carbon ◽

Carbon Content ◽

Peer Review ◽

Quantitative Estimation ◽

Nir Spectroscopy ◽

Organic Carbon Content ◽

Soil Organic Carbon Content

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Soil Organic Carbon Prediction Using Vis-NIR Spectroscopy with a Large Dataset

Computer and Computing Technologies in Agriculture XI - IFIP Advances in Information and Communication Technology ◽

10.1007/978-3-030-06137-1_8 ◽

2019 ◽

pp. 76-86

Author(s):

Yang Shi ◽

Rujing Wang ◽

Yubing Wang

Keyword(s):

Organic Carbon ◽

Soil Organic Carbon ◽

Nir Spectroscopy ◽

Large Dataset

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Application of VIS-NIR spectroscopy for estimation of soil organic carbon using different spectral preprocessing techniques and multivariate methods in the middle Indo-Gangetic plains of India

Geoderma Regional ◽

10.1016/j.geodrs.2020.e00349 ◽

2020 ◽

Vol 23 ◽

pp. e00349

Author(s):

Seema ◽

A.K. Ghosh ◽

B.S. Das ◽

N. Reddy

Keyword(s):

Organic Carbon ◽

Soil Organic Carbon ◽

Nir Spectroscopy ◽

Multivariate Methods ◽

Gangetic Plains

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Monitoring soil organic carbon content using Vis-NIR spectroscopy: A case study in southern Italy

Rendiconti online della Società Geologica Italiana ◽

10.3301/rol.2017.09 ◽

2017 ◽

Vol 42 ◽

pp. 38-41 ◽

Cited By ~ 1

Author(s):

Massimo Conforti ◽

Giorgio Matteucci ◽

Gabriele Buttafuoco

Keyword(s):

Organic Carbon ◽

Soil Organic Carbon ◽

Carbon Content ◽

Southern Italy ◽

Nir Spectroscopy ◽

Organic Carbon Content ◽

Soil Organic Carbon Content

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On-line vis-NIR spectroscopy prediction of soil organic carbon using machine learning

Soil and Tillage Research ◽

10.1016/j.still.2019.03.006 ◽

2019 ◽

Vol 190 ◽

pp. 120-127 ◽

Cited By ~ 22

Author(s):

S. Nawar ◽

A.M. Mouazen

Keyword(s):

Machine Learning ◽

Organic Carbon ◽

Soil Organic Carbon ◽

Nir Spectroscopy ◽

On Line

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