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Volumn 52, Issue , 2016, Pages 95-103

Improving the prediction of arsenic contents in agricultural soils by combining the reflectance spectroscopy of soils and rice plants

Author keywords

Genetic algorithm; Leaf chlorophyll; Paddy soil; Partial least squares regression; Soil organic matter; Visible and near infrared reflectance spectroscopy

Indexed keywords

AGRICULTURAL SOIL; ARSENIC; CHLOROPHYLL; GENETIC ALGORITHM; LEAF; LEAST SQUARES METHOD; SOIL ORGANIC MATTER; SPECTRAL REFLECTANCE;

EID: 84997784995     PISSN: 15698432     EISSN: 1872826X     Source Type: Journal    
DOI: 10.1016/j.jag.2016.06.002     Document Type: Article
Times cited : (70)

References (60)
  • 1
    • 84916608059 scopus 로고    scopus 로고
    • Visible and near-infrared reflectance spectroscopy is of limited practical use to monitor soil contamination by heavy metals
    • Baveye, P.C., Laba, M., Visible and near-infrared reflectance spectroscopy is of limited practical use to monitor soil contamination by heavy metals. J. Hazard. Mater. 285 (2015), 137–139.
    • (2015) J. Hazard. Mater. , vol.285 , pp. 137-139
    • Baveye, P.C.1    Laba, M.2
  • 2
    • 0032317096 scopus 로고    scopus 로고
    • Quantifying chlorophylls and caroteniods at leaf and canopy scales: an evaluation of some hyperspectral approaches
    • Blackburn, G.A., Quantifying chlorophylls and caroteniods at leaf and canopy scales: an evaluation of some hyperspectral approaches. Remote Sens. Environ. 66 (1998), 273–285.
    • (1998) Remote Sens. Environ. , vol.66 , pp. 273-285
    • Blackburn, G.A.1
  • 3
    • 0035042039 scopus 로고    scopus 로고
    • Near-infrared reflectance spectroscopy-principal components regression analyses of soil properties
    • Chang, C.W., Laird, D.A., Mausbach, M.J., Hurburgh, C.R., Near-infrared reflectance spectroscopy-principal components regression analyses of soil properties. Soil Sci. Soc. Am. J. 65 (2001), 480–490.
    • (2001) Soil Sci. Soc. Am. J. , vol.65 , pp. 480-490
    • Chang, C.W.1    Laird, D.A.2    Mausbach, M.J.3    Hurburgh, C.R.4
  • 4
    • 84937215255 scopus 로고    scopus 로고
    • Rapid identification of soil cadmium pollution risk at regional scale based on visible and near-infrared spectroscopy
    • Chen, T., Chang, Q.R., Clevers, J.G.P.W., Kooistra, L., Rapid identification of soil cadmium pollution risk at regional scale based on visible and near-infrared spectroscopy. Environ. Pollut. 206 (2015), 217–226.
    • (2015) Environ. Pollut. , vol.206 , pp. 217-226
    • Chen, T.1    Chang, Q.R.2    Clevers, J.G.P.W.3    Kooistra, L.4
  • 5
    • 44649189092 scopus 로고    scopus 로고
    • Mapping of heavy metal pollution in stream sediment using combined geochemistry, field spectroscopy, and hyperspectral remote sensing: a case study of the Rodalquilar mining area, SE Spain
    • Choe, E., van der Meer, F., van Ruitenbeek, F., van der Werff, H., de Smeth, B., Kim, K.W., Mapping of heavy metal pollution in stream sediment using combined geochemistry, field spectroscopy, and hyperspectral remote sensing: a case study of the Rodalquilar mining area, SE Spain. Remote Sens. Environ. 112 (2008), 3222–3233.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 3222-3233
    • Choe, E.1    van der Meer, F.2    van Ruitenbeek, F.3    van der Werff, H.4    de Smeth, B.5    Kim, K.W.6
  • 6
    • 21244436700 scopus 로고    scopus 로고
    • Performance of some variable selection methods when multicollinearity is present
    • Chong, I.G., Jun, C.H., Performance of some variable selection methods when multicollinearity is present. Chemom. Intell. Lab. Syst. 78 (2005), 103–112.
    • (2005) Chemom. Intell. Lab. Syst. , vol.78 , pp. 103-112
    • Chong, I.G.1    Jun, C.H.2
  • 7
    • 0028341434 scopus 로고
    • Evaluation of a sequential extraction procedure for the speciation of heavy metals in sediments
    • Davidson, C.M., Thomas, R.P., Evaluation of a sequential extraction procedure for the speciation of heavy metals in sediments. Anal. Chim. Acta 921 (1994), 277–286.
    • (1994) Anal. Chim. Acta , vol.921 , pp. 277-286
    • Davidson, C.M.1    Thomas, R.P.2
  • 8
    • 33646825851 scopus 로고    scopus 로고
    • Arsenic speciation and mobilization in CCA-contaminated soils: influence of organic matter content
    • Dobran, S., Zagury, G.J., Arsenic speciation and mobilization in CCA-contaminated soils: influence of organic matter content. Sci. Total Environ. 364 (2006), 239–250.
    • (2006) Sci. Total Environ. , vol.364 , pp. 239-250
    • Dobran, S.1    Zagury, G.J.2
  • 9
    • 84922876966 scopus 로고    scopus 로고
    • Assessment of the impact of geographical factors on the spatial distribution of heavy metals in soils around the steel production facility in Smederevo (Serbia)
    • Dragovic, R., Gajic, B., Dragovic, S., Dordevic, M., Dordevic, M., Mihailovic, N., Onjia, A., Assessment of the impact of geographical factors on the spatial distribution of heavy metals in soils around the steel production facility in Smederevo (Serbia). J. Clean. Prod. 84 (2014), 550–562.
    • (2014) J. Clean. Prod. , vol.84 , pp. 550-562
    • Dragovic, R.1    Gajic, B.2    Dragovic, S.3    Dordevic, M.4    Dordevic, M.5    Mihailovic, N.6    Onjia, A.7
  • 10
    • 84901923135 scopus 로고    scopus 로고
    • Determination of arsenic in national standard reference soil and stream sediment samples by atomic fluorescence spectrometry (in Chinese)
    • Guo, J.H., Ma, H.R., Wang, S.F., Determination of arsenic in national standard reference soil and stream sediment samples by atomic fluorescence spectrometry (in Chinese). Rock Miner. Anal. 28 (2009), 182–184.
    • (2009) Rock Miner. Anal. , vol.28 , pp. 182-184
    • Guo, J.H.1    Ma, H.R.2    Wang, S.F.3
  • 11
    • 0024034712 scopus 로고
    • Partial least-squares methods for spectral analyses.1. Relation to other quantitative calibration methods and the extraction of qualitative information
    • Haaland, D.M., Thomas, E.V., Partial least-squares methods for spectral analyses.1. Relation to other quantitative calibration methods and the extraction of qualitative information. Anal. Chem. 60 (1988), 1193–1202.
    • (1988) Anal. Chem. , vol.60 , pp. 1193-1202
    • Haaland, D.M.1    Thomas, E.V.2
  • 12
    • 13444287831 scopus 로고    scopus 로고
    • ROBPCA: a new approach to robust principal component analysis
    • Hubert, M., Rousseeuw, P.J., Vanden Branden, K., ROBPCA: a new approach to robust principal component analysis. Technometrics 47 (2005), 64–79.
    • (2005) Technometrics , vol.47 , pp. 64-79
    • Hubert, M.1    Rousseeuw, P.J.2    Vanden Branden, K.3
  • 13
    • 0003472929 scopus 로고
    • Soil Chemical Analysis
    • Prentice Hall
    • Jackson, M.L., Soil Chemical Analysis. 1960, Prentice Hall.
    • (1960)
    • Jackson, M.L.1
  • 14
    • 85152197360 scopus 로고    scopus 로고
    • Trace Elements in Soils and Plants
    • CRC Press Boca Raton, FL
    • Kabata-Pendias, A., Trace Elements in Soils and Plants. 2000, CRC Press, Boca Raton, FL.
    • (2000)
    • Kabata-Pendias, A.1
  • 15
    • 0037096121 scopus 로고    scopus 로고
    • Estimate of heavy metal contamination in soils after a mining accident using reflectance spectroscopy
    • Kemper, T., Sommer, S., Estimate of heavy metal contamination in soils after a mining accident using reflectance spectroscopy. Environ. Sci. Technol. 36 (2002), 2742–2747.
    • (2002) Environ. Sci. Technol. , vol.36 , pp. 2742-2747
    • Kemper, T.1    Sommer, S.2
  • 16
    • 84894887900 scopus 로고
    • Computer aided design of experiments
    • Kennard, R.W., Stone, L.A., Computer aided design of experiments. Technometrics 11 (1969), 137–148.
    • (1969) Technometrics , vol.11 , pp. 137-148
    • Kennard, R.W.1    Stone, L.A.2
  • 17
    • 84912569933 scopus 로고    scopus 로고
    • On the quantitative relationships between environmental parameters and heavy metals pollution in Mediterranean soils using GIS regression-tress: the case study of Lebanon
    • Kheir, R.B., Shomar, B., Greve, M.B., Greve, M.H., On the quantitative relationships between environmental parameters and heavy metals pollution in Mediterranean soils using GIS regression-tress: the case study of Lebanon. J. Geochem. Explor. 147 (2014), 250–259.
    • (2014) J. Geochem. Explor. , vol.147 , pp. 250-259
    • Kheir, R.B.1    Shomar, B.2    Greve, M.B.3    Greve, M.H.4
  • 19
    • 32644475336 scopus 로고    scopus 로고
    • Metal contamination in urban, suburban, and country park soils of Hong Kong: a study based on GIS and multivariate statistics
    • Lee, C.S., Li, X.D., Shi, W.Z., Cheung, S.C., Thornton, I., Metal contamination in urban, suburban, and country park soils of Hong Kong: a study based on GIS and multivariate statistics. Sci. Total Environ. 356 (2006), 45–61.
    • (2006) Sci. Total Environ. , vol.356 , pp. 45-61
    • Lee, C.S.1    Li, X.D.2    Shi, W.Z.3    Cheung, S.C.4    Thornton, I.5
  • 20
    • 0942279397 scopus 로고    scopus 로고
    • The study of metal contamination in urban soils of Hong Kong using a GIS-based approach
    • Li, X.D., Lee, S.I., Wong, S.C., Shi, W.Z., Thornton, I., The study of metal contamination in urban soils of Hong Kong using a GIS-based approach. Environ. Pollut. 129 (2004), 113–124.
    • (2004) Environ. Pollut. , vol.129 , pp. 113-124
    • Li, X.D.1    Lee, S.I.2    Wong, S.C.3    Shi, W.Z.4    Thornton, I.5
  • 21
    • 34548140920 scopus 로고    scopus 로고
    • Speciation of heavy metals in soil from Shanghai chemical industry park
    • Li, Y.Q., Chen, L., Qiu, Y.L., Zhao, J.F., Li, J.Z., Speciation of heavy metals in soil from Shanghai chemical industry park. Ecol. Environ. 13 (2004), 154–155.
    • (2004) Ecol. Environ. , vol.13 , pp. 154-155
    • Li, Y.Q.1    Chen, L.2    Qiu, Y.L.3    Zhao, J.F.4    Li, J.Z.5
  • 22
    • 84963857341 scopus 로고    scopus 로고
    • A hyperspectral index sensitive to subtle changes in the canopy chlorophyll content under arsenic stress
    • Li, X.Q., Liu, X.N., Liu, M.L., Wang, C.C., Xia, X.P., A hyperspectral index sensitive to subtle changes in the canopy chlorophyll content under arsenic stress. Int. J. Appl. Earth Obs. 36 (2015), 41–53.
    • (2015) Int. J. Appl. Earth Obs. , vol.36 , pp. 41-53
    • Li, X.Q.1    Liu, X.N.2    Liu, M.L.3    Wang, C.C.4    Xia, X.P.5
  • 23
    • 84901487904 scopus 로고    scopus 로고
    • Transferability of a visible and near-infrared model for soil organic matter estimation in Riparian landscapes
    • Liu, Y.L., Jiang, Q.H., Fei, T., Wang, J.J., Shi, T.Z., Guo, K., Li, X.R., Chen, Y.Y., Transferability of a visible and near-infrared model for soil organic matter estimation in Riparian landscapes. Remote Sens. 6 (2014), 4305–4322.
    • (2014) Remote Sens. , vol.6 , pp. 4305-4322
    • Liu, Y.L.1    Jiang, Q.H.2    Fei, T.3    Wang, J.J.4    Shi, T.Z.5    Guo, K.6    Li, X.R.7    Chen, Y.Y.8
  • 24
    • 84949818541 scopus 로고    scopus 로고
    • Optimizing the temporal scale in the assimilation of remote sensing and WOFOST model for dynamically monitoring heavy metal stress in rice
    • Liu, F., Liu, X.N., Wu, L., Xu, Z., Gong, L., Optimizing the temporal scale in the assimilation of remote sensing and WOFOST model for dynamically monitoring heavy metal stress in rice. IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens. 9 (2016), 1685–1695.
    • (2016) IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens. , vol.9 , pp. 1685-1695
    • Liu, F.1    Liu, X.N.2    Wu, L.3    Xu, Z.4    Gong, L.5
  • 25
    • 0031471281 scopus 로고    scopus 로고
    • Use of near-infrared reflectance spectroscopy in prediction of heavy metals in freshwater sediment by their association with organic matter
    • Malley, D.F., Williams, P.C., Use of near-infrared reflectance spectroscopy in prediction of heavy metals in freshwater sediment by their association with organic matter. Environ. Sci. Technol. 31 (1997), 3461–3467.
    • (1997) Environ. Sci. Technol. , vol.31 , pp. 3461-3467
    • Malley, D.F.1    Williams, P.C.2
  • 26
    • 0038244896 scopus 로고    scopus 로고
    • The effect of heavy metals accumulation on the chlorophyll concentration of Typha latifolia plants, growing in a substrate containing sewage sludge compost and watered with metaliferus water
    • Manios, T., Stentiford, E.I., Millner, P.A., The effect of heavy metals accumulation on the chlorophyll concentration of Typha latifolia plants, growing in a substrate containing sewage sludge compost and watered with metaliferus water. Ecol. Eng. 20 (2003), 65–74.
    • (2003) Ecol. Eng. , vol.20 , pp. 65-74
    • Manios, T.1    Stentiford, E.I.2    Millner, P.A.3
  • 27
    • 72849123225 scopus 로고    scopus 로고
    • Use of reflectance infrared spectroscopy for monitoring the metal content of the estuarine sediments of the Nerbioi-Ibaizabal River (Metropolitan Bilbao, Bay of Biscay, Basque Country)
    • Moros, J., Vallejuelo, S.F.O.D., Gredilla, A., Diego, A.D., Madariaga, J.M., Garrigues, S., Muardia, M.D.L., Use of reflectance infrared spectroscopy for monitoring the metal content of the estuarine sediments of the Nerbioi-Ibaizabal River (Metropolitan Bilbao, Bay of Biscay, Basque Country). Environ. Sci. Technol. 43 (2009), 9314–9320.
    • (2009) Environ. Sci. Technol. , vol.43 , pp. 9314-9320
    • Moros, J.1    Vallejuelo, S.F.O.D.2    Gredilla, A.3    Diego, A.D.4    Madariaga, J.M.5    Garrigues, S.6    Muardia, M.D.L.7
  • 28
    • 84919784560 scopus 로고    scopus 로고
    • Mobilization of heavy metals from urban contaminated soils under water inundation conditions
    • Mukwaturi, M., Lin, C.X., Mobilization of heavy metals from urban contaminated soils under water inundation conditions. J. Hazard. Mater. 285 (2015), 445–452.
    • (2015) J. Hazard. Mater. , vol.285 , pp. 445-452
    • Mukwaturi, M.1    Lin, C.X.2
  • 29
    • 84928155060 scopus 로고    scopus 로고
    • Mid-infrared spectroscopy and partial least-squares regression to estimate soil arsenic at a highly variable arsenic-contaminated site
    • Niazi, N.K., Singh, B., Minasny, B., Mid-infrared spectroscopy and partial least-squares regression to estimate soil arsenic at a highly variable arsenic-contaminated site. Int. J. Environ. Sci. Technol. 12 (2015), 1965–1974.
    • (2015) Int. J. Environ. Sci. Technol. , vol.12 , pp. 1965-1974
    • Niazi, N.K.1    Singh, B.2    Minasny, B.3
  • 30
    • 0003708207 scopus 로고    scopus 로고
    • Chemometrics—Statistics and Computer Application in Analytical Chemistry
    • Wiley-VCH Weinheim
    • Otto, M., Chemometrics—Statistics and Computer Application in Analytical Chemistry. 1999, Wiley-VCH, Weinheim.
    • (1999)
    • Otto, M.1
  • 31
    • 49049136379 scopus 로고
    • 2+ complexes of soil humic substances
    • 2+ complexes of soil humic substances. Geoderma 27 (1982), 195–208.
    • (1982) Geoderma , vol.27 , pp. 195-208
    • Piccolo, A.1    Stevenson, F.J.2
  • 32
    • 33846618132 scopus 로고    scopus 로고
    • Effect of arsenic on photosynthesis: growth and yield of five widely cultivated rice (Oryza sativa L.) varieties in Bangladesh
    • Rahman, M.A., Hasegawa, H., Rahman, M.M., Islam, M.N., Miah, M.A.M., Tasmen, A., Effect of arsenic on photosynthesis: growth and yield of five widely cultivated rice (Oryza sativa L.) varieties in Bangladesh. Chemosphere 67 (2007), 1072–1079.
    • (2007) Chemosphere , vol.67 , pp. 1072-1079
    • Rahman, M.A.1    Hasegawa, H.2    Rahman, M.M.3    Islam, M.N.4    Miah, M.A.M.5    Tasmen, A.6
  • 33
    • 84869742810 scopus 로고    scopus 로고
    • Proximal spectral sensing to monitor phytoremediation of metal-contaminated soils
    • Rathod, P.H., Rossiter, D.G., Noomen, M.F., van der Meer, F., Proximal spectral sensing to monitor phytoremediation of metal-contaminated soils. Int. J. Phytoremediation 15 (2013), 405–426.
    • (2013) Int. J. Phytoremediation , vol.15 , pp. 405-426
    • Rathod, P.H.1    Rossiter, D.G.2    Noomen, M.F.3    van der Meer, F.4
  • 34
    • 70350765023 scopus 로고    scopus 로고
    • Estimation of As and Cu contamination in agricultural soils around a mining area by reflectance spcetroscopy: a case study
    • Ren, H.Y., Zhuang, D.F., Singh, A.N., Pan, J.J., Qiu, D.S., Shi, R.H., Estimation of As and Cu contamination in agricultural soils around a mining area by reflectance spcetroscopy: a case study. Pedosphere 19 (2009), 719–726.
    • (2009) Pedosphere , vol.19 , pp. 719-726
    • Ren, H.Y.1    Zhuang, D.F.2    Singh, A.N.3    Pan, J.J.4    Qiu, D.S.5    Shi, R.H.6
  • 35
    • 0042553279 scopus 로고
    • Smooting and differentiation data by simplified least square procedure
    • Savitzky, A., Golay, M.J.E., Smooting and differentiation data by simplified least square procedure. Anal. Chem. 36 (1964), 1627–1639.
    • (1964) Anal. Chem. , vol.36 , pp. 1627-1639
    • Savitzky, A.1    Golay, M.J.E.2
  • 36
    • 84873836384 scopus 로고    scopus 로고
    • Reflectance spectroscopy as a tool for monitoring contaminated soils
    • Schwartz, G., Eshel, G., Ben-Dor, E., Reflectance spectroscopy as a tool for monitoring contaminated soils. Soil Contam., 2011, 67–90.
    • (2011) Soil Contam. , pp. 67-90
    • Schwartz, G.1    Eshel, G.2    Ben-Dor, E.3
  • 37
    • 84929043486 scopus 로고    scopus 로고
    • Soil organic carbon content estimation with laboratory-based visible-near-infrared reflectance spectroscopy: feature selection
    • Shi, T.Z., Chen, Y.Y., Liu, H.Z., Wang, J.J., Wu, G.F., Soil organic carbon content estimation with laboratory-based visible-near-infrared reflectance spectroscopy: feature selection. Appl. Spectrosc. 68 (2014), 831–837.
    • (2014) Appl. Spectrosc. , vol.68 , pp. 831-837
    • Shi, T.Z.1    Chen, Y.Y.2    Liu, H.Z.3    Wang, J.J.4    Wu, G.F.5
  • 38
    • 84890727159 scopus 로고    scopus 로고
    • Visible and near-infrared reflectance spectroscopy—an alternative for monitoring soil contamination by heavy metals
    • Shi, T.Z., Chen, Y.Y., Liu, Y.L., Wu, G.F., Visible and near-infrared reflectance spectroscopy—an alternative for monitoring soil contamination by heavy metals. J. Hazard. Mater. 265 (2014), 166–176.
    • (2014) J. Hazard. Mater. , vol.265 , pp. 166-176
    • Shi, T.Z.1    Chen, Y.Y.2    Liu, Y.L.3    Wu, G.F.4
  • 39
    • 84901946747 scopus 로고    scopus 로고
    • Monitoring arsenic contamination in agricultural soils with reflectance spectroscopy of rice plants
    • Shi, T.Z., Liu, H.Z., Wang, J.J., Chen, Y.Y., Fei, T., Wu, G.F., Monitoring arsenic contamination in agricultural soils with reflectance spectroscopy of rice plants. Environ. Sci. Technol. 48 (2014), 6264–6272.
    • (2014) Environ. Sci. Technol. , vol.48 , pp. 6264-6272
    • Shi, T.Z.1    Liu, H.Z.2    Wang, J.J.3    Chen, Y.Y.4    Fei, T.5    Wu, G.F.6
  • 40
    • 84956686330 scopus 로고    scopus 로고
    • Estimation of arsenic in agricultural soils using hyperspectral vegetation indices of rice
    • Shi, T.Z., Liu, H.Z., Chen, Y.Y., Wang, J.J., Wu, G.F., Estimation of arsenic in agricultural soils using hyperspectral vegetation indices of rice. J. Hazard. Mater. 308 (2016), 243–252.
    • (2016) J. Hazard. Mater. , vol.308 , pp. 243-252
    • Shi, T.Z.1    Liu, H.Z.2    Chen, Y.Y.3    Wang, J.J.4    Wu, G.F.5
  • 41
    • 0033384664 scopus 로고    scopus 로고
    • Chemistry of arsenic in soils: I. Sorption of arsenate and arsenite by four Australian soils
    • Smith, E., Naidu, R., Alston, A.M., Chemistry of arsenic in soils: I. Sorption of arsenate and arsenite by four Australian soils. J. Environ. Qual. 28 (1999), 1719–1726.
    • (1999) J. Environ. Qual. , vol.28 , pp. 1719-1726
    • Smith, E.1    Naidu, R.2    Alston, A.M.3
  • 42
    • 84865408574 scopus 로고    scopus 로고
    • Diffuse reflectance spectroscopy for monitoring potentially toxic elements in the agricultural soils of Changjiang Rive Delta, China
    • Song, Y.X., Li, F.L., Yang, Z.F., Ayoko, G.A., Frost, R.L., Ji, J.F., Diffuse reflectance spectroscopy for monitoring potentially toxic elements in the agricultural soils of Changjiang Rive Delta, China. Appl. Clay Sci. 64 (2012), 75–85.
    • (2012) Appl. Clay Sci. , vol.64 , pp. 75-85
    • Song, Y.X.1    Li, F.L.2    Yang, Z.F.3    Ayoko, G.A.4    Frost, R.L.5    Ji, J.F.6
  • 43
  • 45
    • 12844278207 scopus 로고    scopus 로고
    • LIBRA: a MATLAB library for robust analysis
    • Verboven, S., Hubert, M., LIBRA: a MATLAB library for robust analysis. Chemometr. Intell. Lab. 75 (2005), 127–136.
    • (2005) Chemometr. Intell. Lab. , vol.75 , pp. 127-136
    • Verboven, S.1    Hubert, M.2
  • 46
    • 31944445266 scopus 로고    scopus 로고
    • Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties
    • Viscarra Rossel, R.A., Walvoort, D.J.J., McBratney, A.B., Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties. Geoderma 131 (2006), 59–75.
    • (2006) Geoderma , vol.131 , pp. 59-75
    • Viscarra Rossel, R.A.1    Walvoort, D.J.J.2    McBratney, A.B.3
  • 47
    • 36749102560 scopus 로고    scopus 로고
    • Parles: software for chemometric analysis of spectroscopic data
    • Viscarra Rossel, R.A., Parles: software for chemometric analysis of spectroscopic data. Chemom. Intell. Lab. Syst. 90 (2008), 72–83.
    • (2008) Chemom. Intell. Lab. Syst. , vol.90 , pp. 72-83
    • Viscarra Rossel, R.A.1
  • 48
    • 79960439123 scopus 로고    scopus 로고
    • Determination of total soil organic C and hot water-extractable C from VIS-NIR soil reflectance with partial least squares regression and spectral feature selection techniques
    • Vohland, M., Emmerling, C., Determination of total soil organic C and hot water-extractable C from VIS-NIR soil reflectance with partial least squares regression and spectral feature selection techniques. Eur. J. Soil Sci. 62 (2011), 598–606.
    • (2011) Eur. J. Soil Sci. , vol.62 , pp. 598-606
    • Vohland, M.1    Emmerling, C.2
  • 49
    • 80053054108 scopus 로고    scopus 로고
    • Comparing different multivariate calibration methods for the determination of soil organic carbon pools with visible to near infrared spectroscopy
    • Vohland, M., Besold, J., Hill, J., Frund, H., Comparing different multivariate calibration methods for the determination of soil organic carbon pools with visible to near infrared spectroscopy. Geoderma 166 (2011), 198–205.
    • (2011) Geoderma , vol.166 , pp. 198-205
    • Vohland, M.1    Besold, J.2    Hill, J.3    Frund, H.4
  • 50
    • 84868466192 scopus 로고    scopus 로고
    • Effect of air drying on speciation of heavy metals in flooded rice paddies
    • Wang, B., Huang, B., Qi, Y.B., Hu, W.Y., Sun, W.X., Effect of air drying on speciation of heavy metals in flooded rice paddies. Chin. Chem. Lett. 23 (2012), 1287–1290.
    • (2012) Chin. Chem. Lett. , vol.23 , pp. 1287-1290
    • Wang, B.1    Huang, B.2    Qi, Y.B.3    Hu, W.Y.4    Sun, W.X.5
  • 51
    • 84888438664 scopus 로고    scopus 로고
    • Prediction of low heavy metal concentrations in agricultural soils using visible and near-infrared reflectance spectroscopy
    • Wang, J.J., Cui, L.J., Gao, W.X., Shi, T.Z., Chen, Y.Y., Gao, Y., Prediction of low heavy metal concentrations in agricultural soils using visible and near-infrared reflectance spectroscopy. Geoderma 216 (2014), 1–9.
    • (2014) Geoderma , vol.216 , pp. 1-9
    • Wang, J.J.1    Cui, L.J.2    Gao, W.X.3    Shi, T.Z.4    Chen, Y.Y.5    Gao, Y.6
  • 52
    • 71649106555 scopus 로고    scopus 로고
    • A review of heavy metal contaminations in urban soils, urban road dusts and agricultural soils from China
    • Wei, B.G., Yang, L.S., A review of heavy metal contaminations in urban soils, urban road dusts and agricultural soils from China. Microchem. J. 94 (2010), 99–107.
    • (2010) Microchem. J. , vol.94 , pp. 99-107
    • Wei, B.G.1    Yang, L.S.2
  • 53
    • 13544273206 scopus 로고    scopus 로고
    • Feasibility of reflectance spectroscopy for the assessment of soil mercury contamination
    • Wu, Y.Z., Chen, J., Ji, J.F., Tian, Q.J., Wu, X.M., Feasibility of reflectance spectroscopy for the assessment of soil mercury contamination. Environ. Sci. Technol. 39 (2005), 873–878.
    • (2005) Environ. Sci. Technol. , vol.39 , pp. 873-878
    • Wu, Y.Z.1    Chen, J.2    Ji, J.F.3    Tian, Q.J.4    Wu, X.M.5
  • 54
    • 19344377974 scopus 로고    scopus 로고
    • Possibilities of reflectance spectroscopy for the assessment of contaminant elements in suburban soils
    • Wu, Y.Z., Chen, J., Wu, X.M., Tian, Q.J., Ji, J.F., Qin, Z.H., Possibilities of reflectance spectroscopy for the assessment of contaminant elements in suburban soils. Appl. Geochem. 20 (2005), 1051–1059.
    • (2005) Appl. Geochem. , vol.20 , pp. 1051-1059
    • Wu, Y.Z.1    Chen, J.2    Wu, X.M.3    Tian, Q.J.4    Ji, J.F.5    Qin, Z.H.6
  • 55
    • 34249028566 scopus 로고    scopus 로고
    • A mechanism study of reflectance spectroscopy for investigating heavy metals in soils
    • Wu, Y.Z., Chen, J., Ji, J.F., Gong, P., Liao, Q.L., Tian, Q.J., Ma, H.R., A mechanism study of reflectance spectroscopy for investigating heavy metals in soils. Soil Sci. Soc. Am. J. 71 (2007), 918–926.
    • (2007) Soil Sci. Soc. Am. J. , vol.71 , pp. 918-926
    • Wu, Y.Z.1    Chen, J.2    Ji, J.F.3    Gong, P.4    Liao, Q.L.5    Tian, Q.J.6    Ma, H.R.7
  • 56
    • 67650510922 scopus 로고    scopus 로고
    • Accounting for surface roughness effects in the near-infrared reflectance sensing of soils
    • Wu, C.Y., Jackson, M.L., Laba, M., Baveye, P.C., Accounting for surface roughness effects in the near-infrared reflectance sensing of soils. Geoderma 152 (2009), 171–180.
    • (2009) Geoderma , vol.152 , pp. 171-180
    • Wu, C.Y.1    Jackson, M.L.2    Laba, M.3    Baveye, P.C.4
  • 57
    • 69949114108 scopus 로고    scopus 로고
    • Alleviating moisture content effects on the visible near-infrared diffuse-reflectance sensing of soils
    • Wu, C.Y., Jackson, M.L., Laba, M., Baveye, P.C., Alleviating moisture content effects on the visible near-infrared diffuse-reflectance sensing of soils. Soil Sci. 174 (2009), 456–465.
    • (2009) Soil Sci. , vol.174 , pp. 456-465
    • Wu, C.Y.1    Jackson, M.L.2    Laba, M.3    Baveye, P.C.4
  • 58
    • 77952237874 scopus 로고    scopus 로고
    • Surrogate correlations and near-infrared diffuse reflectance sensing of trace metal content in soils
    • Wu, C.Y., Jacobson, A.R., Laba, M., Kim, B., Baveye, P.C., Surrogate correlations and near-infrared diffuse reflectance sensing of trace metal content in soils. Water Air Soil Pollut. 209 (2010), 337–390.
    • (2010) Water Air Soil Pollut. , vol.209 , pp. 337-390
    • Wu, C.Y.1    Jacobson, A.R.2    Laba, M.3    Kim, B.4    Baveye, P.C.5
  • 60
    • 84861194590 scopus 로고    scopus 로고
    • Quantitative analysis of soil nitrogen and carbon at a farm scale using visible and near infrared spectroscopy coupled with wavelength reduction
    • Yang, H., Kuang, B., Mouazen, A.M., Quantitative analysis of soil nitrogen and carbon at a farm scale using visible and near infrared spectroscopy coupled with wavelength reduction. Eur. J. Soil Sci. 63 (2011), 410–420.
    • (2011) Eur. J. Soil Sci. , vol.63 , pp. 410-420
    • Yang, H.1    Kuang, B.2    Mouazen, A.M.3


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