메뉴 건너뛰기




Volumn 580, Issue , 2017, Pages 430-439

Modeling and mapping of cadmium in soils based on qualitative and quantitative auxiliary variables in a cadmium contaminated area

Author keywords

Environmental variable; Heavy metals; Regression kriging; Spatial prediction; Variability

Indexed keywords

CADMIUM; ERRORS; FORECASTING; HEAVY METALS; INTERPOLATION; LAND USE; MAPPING; MEAN SQUARE ERROR; REGRESSION ANALYSIS; SOILS; SPATIAL DISTRIBUTION;

EID: 85009401582     PISSN: 00489697     EISSN: 18791026     Source Type: Journal    
DOI: 10.1016/j.scitotenv.2016.10.088     Document Type: Article
Times cited : (47)

References (49)
  • 1
    • 84855854943 scopus 로고    scopus 로고
    • Factors affecting paddy soil arsenic concentration in Bangladesh: prediction and uncertainty of geostatistical risk mapping
    • Ahmed, Z.U., Panaullah, G.M., DeGloria, S.D., Duxbury, J.M., Factors affecting paddy soil arsenic concentration in Bangladesh: prediction and uncertainty of geostatistical risk mapping. Sci. Total Environ. 412 (2011), 324–335.
    • (2011) Sci. Total Environ. , vol.412 , pp. 324-335
    • Ahmed, Z.U.1    Panaullah, G.M.2    DeGloria, S.D.3    Duxbury, J.M.4
  • 2
    • 0018441920 scopus 로고
    • A physically based variable contributing area model of basin hydrology
    • Beven, K.J., Kirkbj, M.J., A physically based variable contributing area model of basin hydrology. Hydrol. Sci. J. 24:1 (1979), 46–58.
    • (1979) Hydrol. Sci. J. , vol.24 , Issue.1 , pp. 46-58
    • Beven, K.J.1    Kirkbj, M.J.2
  • 3
    • 0034893326 scopus 로고    scopus 로고
    • A comparison of prediction methods for the creation of field-extent soil property maps
    • Bishop, T.F.A., McBratney, A.B., A comparison of prediction methods for the creation of field-extent soil property maps. Geoderma 103 (2001), 149–160.
    • (2001) Geoderma , vol.103 , pp. 149-160
    • Bishop, T.F.A.1    McBratney, A.B.2
  • 5
    • 36549009955 scopus 로고    scopus 로고
    • Identification of trace element sources and associated risk assessment in vegetable soils of the urban? Rural transitional area of Hangzhou, China
    • Chen, T., Liu, X., Zhu, M., Zhao, K., Wu, J., Xu, J., et al. Identification of trace element sources and associated risk assessment in vegetable soils of the urban? Rural transitional area of Hangzhou, China. Environ. Pollut. 151 (2008), 67–78.
    • (2008) Environ. Pollut. , vol.151 , pp. 67-78
    • Chen, T.1    Liu, X.2    Zhu, M.3    Zhao, K.4    Wu, J.5    Xu, J.6
  • 6
    • 0001149975 scopus 로고
    • Chloride as a factor in mobilities of Ni(II), Cu(II), and Cd(II) in soil
    • Doner, H.E., Chloride as a factor in mobilities of Ni(II), Cu(II), and Cd(II) in soil. Soil Sci. Soc. Am. J. 42 (1978), 882–885.
    • (1978) Soil Sci. Soc. Am. J. , vol.42 , pp. 882-885
    • Doner, H.E.1
  • 7
    • 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., et al. 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
  • 8
    • 84938053450 scopus 로고    scopus 로고
    • Spatial distribution and environmental factors of catchment-scale soil heavy metal contamination in the dry-hot valley of Upper Red River in southwestern China
    • Duan, X., Zhang, G., Rong, L., Fang, H., He, D., Feng, D., Spatial distribution and environmental factors of catchment-scale soil heavy metal contamination in the dry-hot valley of Upper Red River in southwestern China. Catena 135 (2015), 59–69.
    • (2015) Catena , vol.135 , pp. 59-69
    • Duan, X.1    Zhang, G.2    Rong, L.3    Fang, H.4    He, D.5    Feng, D.6
  • 9
    • 0003655152 scopus 로고    scopus 로고
    • Guide to GIS and Image Processing. IDRISI32, Release 2
    • Eastman, J.R., Guide to GIS and Image Processing. IDRISI32, Release 2. 2, 2001, 133e138.
    • (2001) , vol.2 , pp. 133e138
    • Eastman, J.R.1
  • 10
    • 85013107949 scopus 로고    scopus 로고
    • Prediction of Soil Properties by Digital Terrain Modelling
    • Florinsky, I.V., R.G., E., G.R., M., L.G., F., Prediction of Soil Properties by Digital Terrain Modelling. 2002.
    • (2002)
    • Florinsky, I.V.1    R.G., E.2    G.R., M.3    L.G., F.4
  • 11
    • 44449152583 scopus 로고    scopus 로고
    • Heavy metal pollution of soils and vegetables from midstream and downstream of Xiangjiang River
    • Guo, Z., Xiao, X., Chen, T., Liao, X., Song, J., Wu, B., Heavy metal pollution of soils and vegetables from midstream and downstream of Xiangjiang River. Acta Geograph. Sin. 63 (2008), 3–11.
    • (2008) Acta Geograph. Sin. , vol.63 , pp. 3-11
    • Guo, Z.1    Xiao, X.2    Chen, T.3    Liao, X.4    Song, J.5    Wu, B.6
  • 12
    • 0031783999 scopus 로고    scopus 로고
    • Trace element toxicity relationships to crop production and livestock and human health: implications for management
    • Gupta, U.C., Gupta, S.C., Trace element toxicity relationships to crop production and livestock and human health: implications for management. Commun. Soil Sci. Plant Anal. 29:11–14 (1998), 1491–1522.
    • (1998) Commun. Soil Sci. Plant Anal. , vol.29 , Issue.11-14 , pp. 1491-1522
    • Gupta, U.C.1    Gupta, S.C.2
  • 13
    • 1842583695 scopus 로고    scopus 로고
    • A generic framework for spatial prediction of soil variables based on regression-kriging
    • Hengl, T., Heuvelink, G.B.M., Stein, A., A generic framework for spatial prediction of soil variables based on regression-kriging. Geoderma 120 (2004), 75–93.
    • (2004) Geoderma , vol.120 , pp. 75-93
    • Hengl, T.1    Heuvelink, G.B.M.2    Stein, A.3
  • 14
    • 34848884281 scopus 로고    scopus 로고
    • About regression-kriging: from equations to case studies
    • Hengl, T., Heuvelink, G.B.M., Rossiter, D.G., About regression-kriging: from equations to case studies. Comput. Geosci. 33 (2007), 1301–1315.
    • (2007) Comput. Geosci. , vol.33 , pp. 1301-1315
    • Hengl, T.1    Heuvelink, G.B.M.2    Rossiter, D.G.3
  • 15
    • 0003980257 scopus 로고
    • An Introduction to Applied Geostatistics
    • Oxford University Press Oxford
    • Issaks, E.H., Shrivastava, R.M., An Introduction to Applied Geostatistics. 1989, Oxford University Press, Oxford.
    • (1989)
    • Issaks, E.H.1    Shrivastava, R.M.2
  • 16
    • 0004067225 scopus 로고    scopus 로고
    • Trace Elements in Soils and Plants
    • CSC Press London
    • Kabata-Pendias, A., Pendias, H., Trace Elements in Soils and Plants. 2001, CSC Press, London.
    • (2001)
    • Kabata-Pendias, A.1    Pendias, H.2
  • 17
    • 0029412517 scopus 로고
    • A comparison of kriging, co-kriging and kriging combined with regression for spatial interpolation of horizon depth with censored observations
    • Knotters, M., Brus, D.J., Oude Voshaar, J.H., A comparison of kriging, co-kriging and kriging combined with regression for spatial interpolation of horizon depth with censored observations. Geoderma 67 (1995), 227–246.
    • (1995) Geoderma , vol.67 , pp. 227-246
    • Knotters, M.1    Brus, D.J.2    Oude Voshaar, J.H.3
  • 18
    • 33846229686 scopus 로고    scopus 로고
    • Can topographical and yield data substantially improve total soil carbon mapping by regression kriging?
    • Kravchenko, A.N., Robertson, G.P., Can topographical and yield data substantially improve total soil carbon mapping by regression kriging?. Agron. J. 99 (2007), 12–17.
    • (2007) Agron. J. , vol.99 , pp. 12-17
    • Kravchenko, A.N.1    Robertson, G.P.2
  • 19
    • 56549093936 scopus 로고    scopus 로고
    • Heavy metals in European soils: a geostatistical analysis of the FOREGS geochemical database
    • Lado, L.R., Hengl, T., Reuter, H.I., Heavy metals in European soils: a geostatistical analysis of the FOREGS geochemical database. Geoderma 148 (2008), 189–199.
    • (2008) Geoderma , vol.148 , pp. 189-199
    • Lado, L.R.1    Hengl, T.2    Reuter, H.I.3
  • 20
    • 84873134124 scopus 로고    scopus 로고
    • Spatially distributed modeling of soil organic matter across China: an application of artificial neural network approach
    • Li, Q.-q., Yue, T.-x., Wang, C.-q., Zhang W-j, Y.Y., Li, B., et al. Spatially distributed modeling of soil organic matter across China: an application of artificial neural network approach. Catena 104 (2013), 210–218.
    • (2013) Catena , vol.104 , pp. 210-218
    • Li, Q.-Q.1    Yue, T.-X.2    Wang, C.-Q.3    Zhang W-j, Y.Y.4    Li, B.5
  • 21
    • 79958035842 scopus 로고    scopus 로고
    • Assessing how heavy metal pollution and human activity are related by using logistic regression and kriging methods
    • Lin, Y.-P., Cheng, B.-Y., Chu, H.-J., Chang, T.-K., Yu, H.-L., Assessing how heavy metal pollution and human activity are related by using logistic regression and kriging methods. Geoderma 163 (2011), 275–282.
    • (2011) Geoderma , vol.163 , pp. 275-282
    • Lin, Y.-P.1    Cheng, B.-Y.2    Chu, H.-J.3    Chang, T.-K.4    Yu, H.-L.5
  • 22
    • 85013068195 scopus 로고    scopus 로고
    • Characteristics of Cd and Pb adsorption-desorption in paddy soils developed from various parent materials and its impacting factors
    • Liu, Y., Zhu, X., Ding, X., Hou, H., Peng, P., Liao, B., Characteristics of Cd and Pb adsorption-desorption in paddy soils developed from various parent materials and its impacting factors. Research of Agricultural Modernization 35:5 (2014), 663–667.
    • (2014) Research of Agricultural Modernization , vol.35 , Issue.5 , pp. 663-667
    • Liu, Y.1    Zhu, X.2    Ding, X.3    Hou, H.4    Peng, P.5    Liao, B.6
  • 23
    • 84862814279 scopus 로고    scopus 로고
    • Multivariate and geostatistical analyses of the spatial distribution and origin of heavy metals in the agricultural soils in Shunyi, Beijing, China
    • Lu, A., Wang, J., Qin, X., Wang, K., Han, P., Zhang, S., Multivariate and geostatistical analyses of the spatial distribution and origin of heavy metals in the agricultural soils in Shunyi, Beijing, China. Sci. Total Environ. 425 (2012), 66–74.
    • (2012) Sci. Total Environ. , vol.425 , pp. 66-74
    • Lu, A.1    Wang, J.2    Qin, X.3    Wang, K.4    Han, P.5    Zhang, S.6
  • 24
    • 84883015831 scopus 로고    scopus 로고
    • Factorial kriging and stepwise regression approach to identify environmental factors influencing spatial multi-scale variability of heavy metals in soils
    • Lv, J., Liu, Y., Zhang, Z., Dai, J., Factorial kriging and stepwise regression approach to identify environmental factors influencing spatial multi-scale variability of heavy metals in soils. J. Hazard. Mater. 261 (2013), 387–397.
    • (2013) J. Hazard. Mater. , vol.261 , pp. 387-397
    • Lv, J.1    Liu, Y.2    Zhang, Z.3    Dai, J.4
  • 25
    • 2242451453 scopus 로고    scopus 로고
    • Heavy metals in urban soils: a case study from the city of Palermo (Sicily), Italy
    • Manta, D.S., Angelone, M., Bellanca, A., Neri, R., Sprovieri, M., Heavy metals in urban soils: a case study from the city of Palermo (Sicily), Italy. Sci. Total Environ. 300 (2002), 229–243.
    • (2002) Sci. Total Environ. , vol.300 , pp. 229-243
    • Manta, D.S.1    Angelone, M.2    Bellanca, A.3    Neri, R.4    Sprovieri, M.5
  • 26
    • 84865486245 scopus 로고
    • Principles of geostatistics
    • Matheron, G., Principles of geostatistics. Econ. Geol. 58 (1963), 1246–1266.
    • (1963) Econ. Geol. , vol.58 , pp. 1246-1266
    • Matheron, G.1
  • 27
    • 0003450599 scopus 로고
    • Les variables régionalisées et leur estimation: une application de la théorie des fonctions aléatoires aux sciences de la nature
    • Masson Paris, France
    • Matheron, G., Les variables régionalisées et leur estimation: une application de la théorie des fonctions aléatoires aux sciences de la nature. 1965, Masson, Paris, France.
    • (1965)
    • Matheron, G.1
  • 29
    • 33747889448 scopus 로고    scopus 로고
    • Assessing heavy metal sources in agricultural soils of an European Mediterranean area by multivariate analysis
    • Micó, C., Recatalá, L., Peris, M., Sánchez, J., Assessing heavy metal sources in agricultural soils of an European Mediterranean area by multivariate analysis. Chemosphere 65 (2006), 863–872.
    • (2006) Chemosphere , vol.65 , pp. 863-872
    • Micó, C.1    Recatalá, L.2    Peris, M.3    Sánchez, J.4
  • 30
    • 34447295610 scopus 로고    scopus 로고
    • Spatial prediction of soil properties using EBLUP with the Matern covariance function
    • Minasny, B., McBratney, A.B., Spatial prediction of soil properties using EBLUP with the Matern covariance function. Geoderma 140 (2007), 324–336.
    • (2007) Geoderma , vol.140 , pp. 324-336
    • Minasny, B.1    McBratney, A.B.2
  • 31
    • 84907701347 scopus 로고    scopus 로고
    • Modelling and mapping spatio-temporal trends of heavy metal accumulation in moss and natural surface soil monitored 1990–2010 throughout Norway by multivariate generalized linear models and geostatistics
    • Nickel, S., Hertel, A., Pesch, R., Schroeder, W., Steinnes, E., Uggerud, H.T., Modelling and mapping spatio-temporal trends of heavy metal accumulation in moss and natural surface soil monitored 1990–2010 throughout Norway by multivariate generalized linear models and geostatistics. Atmos. Environ. 99 (2014), 85–93.
    • (2014) Atmos. Environ. , vol.99 , pp. 85-93
    • Nickel, S.1    Hertel, A.2    Pesch, R.3    Schroeder, W.4    Steinnes, E.5    Uggerud, H.T.6
  • 32
    • 0028557530 scopus 로고
    • Spatial prediction of soil properties from landform attributes derived from a digital elevation model
    • Odeha, I.O.A., McBratney, A.B., Chittleborough, D.J., Spatial prediction of soil properties from landform attributes derived from a digital elevation model. Geoderma 63 (1994), 197–214.
    • (1994) Geoderma , vol.63 , pp. 197-214
    • Odeha, I.O.A.1    McBratney, A.B.2    Chittleborough, D.J.3
  • 34
    • 75349085051 scopus 로고    scopus 로고
    • Mapping soil organic matter using the topographic wetness index: a comparative study based on different flow-direction algorithms and kriging methods
    • Pei, T., Qin, C.-Z., Zhu, A.X., Yang, L., Luo, M., Li, B., et al. Mapping soil organic matter using the topographic wetness index: a comparative study based on different flow-direction algorithms and kriging methods. Ecol. Indic. 10 (2010), 610–619.
    • (2010) Ecol. Indic. , vol.10 , pp. 610-619
    • Pei, T.1    Qin, C.-Z.2    Zhu, A.X.3    Yang, L.4    Luo, M.5    Li, B.6
  • 35
    • 76649134417 scopus 로고    scopus 로고
    • Estimating carbon stocks at a regional level using soil information and easily accessible auxiliary variables
    • Phachomphon, K., Dlamini, P., Chaplot, V., Estimating carbon stocks at a regional level using soil information and easily accessible auxiliary variables. Geoderma 155 (2010), 372–380.
    • (2010) Geoderma , vol.155 , pp. 372-380
    • Phachomphon, K.1    Dlamini, P.2    Chaplot, V.3
  • 36
    • 33748438218 scopus 로고    scopus 로고
    • Heavy metals contents in agricultural topsoils in the Ebro basin (Spain). Application of the multivariate geoestatistical methods to study spatial variations
    • Rodríguez Martín, J.A., Arias, M.L., Grau Corbí, J.M., Heavy metals contents in agricultural topsoils in the Ebro basin (Spain). Application of the multivariate geoestatistical methods to study spatial variations. Environ. Pollut. 144 (2006), 1001–1012.
    • (2006) Environ. Pollut. , vol.144 , pp. 1001-1012
    • Rodríguez Martín, J.A.1    Arias, M.L.2    Grau Corbí, J.M.3
  • 37
    • 34848914862 scopus 로고    scopus 로고
    • Representing soil pollution by heavy metals using continuous limitation scores
    • Romic, M., Hengl, T., Romic, D., Husnjak, S., Representing soil pollution by heavy metals using continuous limitation scores. Comput. Geosci. 33 (2007), 1316–1326.
    • (2007) Comput. Geosci. , vol.33 , pp. 1316-1326
    • Romic, M.1    Hengl, T.2    Romic, D.3    Husnjak, S.4
  • 38
    • 79955480321 scopus 로고    scopus 로고
    • Surface modelling of soil properties based on land use information
    • Shi, W., Liu, J., Du, Z., Stein, A., Yue, T., Surface modelling of soil properties based on land use information. Geoderma 162 (2011), 347–357.
    • (2011) Geoderma , vol.162 , pp. 347-357
    • Shi, W.1    Liu, J.2    Du, Z.3    Stein, A.4    Yue, T.5
  • 39
    • 33646250432 scopus 로고    scopus 로고
    • Fine-resolution mapping of soil organic carbon based on multivariate secondary data
    • Simbahan, G.C., Dobermann, A., Goovaerts, P., Ping, J., Haddix, M.L., Fine-resolution mapping of soil organic carbon based on multivariate secondary data. Geoderma 132 (2006), 471–489.
    • (2006) Geoderma , vol.132 , pp. 471-489
    • Simbahan, G.C.1    Dobermann, A.2    Goovaerts, P.3    Ping, J.4    Haddix, M.L.5
  • 40
    • 85013130455 scopus 로고
    • Soil Map of Xiangtan City at 1:50000 Scale
    • Soil Survey Office of Xiangtan City, Hunan Province Hunan
    • Soil Survey Office of Xiangtan City HP, Soil Map of Xiangtan City at 1:50000 Scale. 1984, Soil Survey Office of Xiangtan City, Hunan Province, Hunan.
    • (1984)
    • Soil Survey Office of Xiangtan City HP1
  • 41
    • 84953728002 scopus 로고    scopus 로고
    • Risk assessment of Cd polluted paddy soils in the industrial and township areas in Hunan, Southern China
    • Wang, M., Chen, W., Peng, C., Risk assessment of Cd polluted paddy soils in the industrial and township areas in Hunan, Southern China. Chemosphere 144 (2016), 346–351.
    • (2016) Chemosphere , vol.144 , pp. 346-351
    • Wang, M.1    Chen, W.2    Peng, C.3
  • 42
    • 0004295120 scopus 로고    scopus 로고
    • Geostatistics for Environmental Scientists
    • John Wiley & Sons Ltd Chichester
    • Webster, R., Oliver, M.A., Geostatistics for Environmental Scientists. 2001, John Wiley & Sons Ltd, Chichester, 37–103.
    • (2001) , pp. 37-103
    • Webster, R.1    Oliver, M.A.2
  • 43
    • 84867225695 scopus 로고    scopus 로고
    • Heavy metals in contaminated soils: a review of sources, chemistry, risks and best available strategies for remediation
    • Wuana, R.A., Okieimen, F.E., Heavy metals in contaminated soils: a review of sources, chemistry, risks and best available strategies for remediation. International Scholarly Research Notices, ISRN Ecology, 2011, 1–20.
    • (2011) International Scholarly Research Notices, ISRN Ecology , pp. 1-20
    • Wuana, R.A.1    Okieimen, F.E.2
  • 44
    • 79751529122 scopus 로고    scopus 로고
    • Heavy metals in urban soils with various types of land use in Beijing, China
    • Xia, X., Chen, X., Liu, R., Liu, H., Heavy metals in urban soils with various types of land use in Beijing, China. J. Hazard. Mater. 186 (2011), 2043–2050.
    • (2011) J. Hazard. Mater. , vol.186 , pp. 2043-2050
    • Xia, X.1    Chen, X.2    Liu, R.3    Liu, H.4
  • 45
    • 84875525633 scopus 로고    scopus 로고
    • Factors influencing the contents of metals and as in soils around the watershed of Guanting Reservoir, China
    • Xu, L., Wang, T., Luo, W., Ni, K., Liu, S., Wang, L., et al. Factors influencing the contents of metals and as in soils around the watershed of Guanting Reservoir, China. J. Environ. Sci. 25 (2013), 561–568.
    • (2013) J. Environ. Sci. , vol.25 , pp. 561-568
    • Xu, L.1    Wang, T.2    Luo, W.3    Ni, K.4    Liu, S.5    Wang, L.6
  • 46
    • 84930940412 scopus 로고    scopus 로고
    • The spatial distribution pattern of heavy metals and risk assessment of moso bamboo forest soil around lead-zinc mine in Southeastern China
    • Yan, W., Mahmood, Q., Peng, D., Fu, W., Chen, T., Wang, Y., et al. The spatial distribution pattern of heavy metals and risk assessment of moso bamboo forest soil around lead-zinc mine in Southeastern China. Soil Tillage Res. 153 (2015), 120–130.
    • (2015) Soil Tillage Res. , vol.153 , pp. 120-130
    • Yan, W.1    Mahmood, Q.2    Peng, D.3    Fu, W.4    Chen, T.5    Wang, Y.6
  • 47
    • 85013117366 scopus 로고    scopus 로고
    • Prediction of Soil Heavy Metal Distribution Using Spatiotemporal Kriging with Trend Model
    • Yong Yang, J.W., Christakos, G., Prediction of Soil Heavy Metal Distribution Using Spatiotemporal Kriging with Trend Model. 2015.
    • (2015)
    • Yong Yang, J.W.1    Christakos, G.2
  • 48
    • 84857066214 scopus 로고    scopus 로고
    • Spatial prediction of soil organic matter using terrain indices and categorical variables as auxiliary information
    • Zhang, S., Huang, Y., Shen, C., Ye, H., Du, Y., Spatial prediction of soil organic matter using terrain indices and categorical variables as auxiliary information. Geoderma 171–172 (2012), 35–43.
    • (2012) Geoderma , vol.171-172 , pp. 35-43
    • Zhang, S.1    Huang, Y.2    Shen, C.3    Ye, H.4    Du, Y.5
  • 49
    • 77950902960 scopus 로고    scopus 로고
    • Spatial interrelations and multi-scale sources of soil heavy metal variability in a typical urban–rural transition area in Yangtze River Delta region of China
    • Zhao, Y., Wang, Z., Sun, W., Huang, B., Shi, X., Ji, J., Spatial interrelations and multi-scale sources of soil heavy metal variability in a typical urban–rural transition area in Yangtze River Delta region of China. Geoderma 156 (2010), 216–227.
    • (2010) Geoderma , vol.156 , pp. 216-227
    • Zhao, Y.1    Wang, Z.2    Sun, W.3    Huang, B.4    Shi, X.5    Ji, J.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.