메뉴 건너뛰기




Volumn 593-594, Issue , 2017, Pages 508-522

Soil Cd, Cr, Cu, Ni, Pb and Zn sorption and retention models using SVM: Variable selection and competitive model

Author keywords

Adsorption; Heavy metals; Retention; SVM multiple regression

Indexed keywords

ADSORPTION; CADMIUM; HEAVY METALS; LEAD; MANGANESE; METALS; NICKEL; REGRESSION ANALYSIS; SOILS; SORPTION; SUPPORT VECTOR MACHINES; ZINC;

EID: 85016335017     PISSN: 00489697     EISSN: 18791026     Source Type: Journal    
DOI: 10.1016/j.scitotenv.2017.03.195     Document Type: Article
Times cited : (55)

References (43)
  • 3
    • 44549088147 scopus 로고    scopus 로고
    • Adsorption of a few heavy metals in a modified kaolinite and montmorillonite: a review
    • Bhattacharyya, K.G., Gupta, S.S., Adsorption of a few heavy metals in a modified kaolinite and montmorillonite: a review. Adv. Colloid Interf. Sci. 140 (2008), 114–131.
    • (2008) Adv. Colloid Interf. Sci. , vol.140 , pp. 114-131
    • Bhattacharyya, K.G.1    Gupta, S.S.2
  • 4
    • 9644302518 scopus 로고    scopus 로고
    • Structure and properties of manganese oxide - coated clay
    • Boonfueng, T., Axe, L., Xu, Y., Structure and properties of manganese oxide - coated clay. J. Colloid Interface Sci. 281 (2005), 80–92.
    • (2005) J. Colloid Interface Sci. , vol.281 , pp. 80-92
    • Boonfueng, T.1    Axe, L.2    Xu, Y.3
  • 5
    • 36148976454 scopus 로고    scopus 로고
    • Assessment and management of risks to wildlife for cadmium
    • Burgues, J., Assessment and management of risks to wildlife for cadmium. Sci. Total Environ. 389 (2008), 37–45.
    • (2008) Sci. Total Environ. , vol.389 , pp. 37-45
    • Burgues, J.1
  • 6
  • 7
    • 51349133991 scopus 로고    scopus 로고
    • Interaction of Pseudomonas putida CZ1 with clays and ability of the composite to inmobilize copper and zinc from solution
    • Chen, X.C., Hu, C., Pshen, C.F., Dou, J.Y.S., Chen, Y.X., Interaction of Pseudomonas putida CZ1 with clays and ability of the composite to inmobilize copper and zinc from solution. Bioresour. Technol. 100 (2008), 330–337.
    • (2008) Bioresour. Technol. , vol.100 , pp. 330-337
    • Chen, X.C.1    Hu, C.2    Pshen, C.F.3    Dou, J.Y.S.4    Chen, Y.X.5
  • 9
    • 85009116985 scopus 로고    scopus 로고
    • Adsorción y desorción competitiva de metales pesados en suelos, Tesis Doctoral
    • Universidad de Vigo Spain
    • Covelo, E.F., Adsorción y desorción competitiva de metales pesados en suelos, Tesis Doctoral. 2005, Universidad de Vigo, Spain.
    • (2005)
    • Covelo, E.F.1
  • 10
    • 51449113860 scopus 로고    scopus 로고
    • A tree regression of factors determining the sorption and retention of heavy metals by soil
    • Covelo, E.F., Matías, J.M., Reigosa, M.J., Andrade, M.L., A tree regression of factors determining the sorption and retention of heavy metals by soil. Geoderma 147 (2008), 75–85.
    • (2008) Geoderma , vol.147 , pp. 75-85
    • Covelo, E.F.1    Matías, J.M.2    Reigosa, M.J.3    Andrade, M.L.4
  • 11
    • 34147143038 scopus 로고    scopus 로고
    • Heavy metal sorption and desorption in soils containing endogenous contaminants
    • Covelo, E.F., Vega, F.A., Andrade, M.L., Heavy metal sorption and desorption in soils containing endogenous contaminants. J. Hazard. Mater. 143 (2007), 419–430.
    • (2007) J. Hazard. Mater. , vol.143 , pp. 419-430
    • Covelo, E.F.1    Vega, F.A.2    Andrade, M.L.3
  • 12
    • 34547154771 scopus 로고    scopus 로고
    • Simultaneous sorption and desorption of Cd, Cr, Cu, Ni, Pb and Zn in acid soils, 1 selectivity sequences
    • Covelo, E.F., Vega, F.A., Andrade, M.L., Simultaneous sorption and desorption of Cd, Cr, Cu, Ni, Pb and Zn in acid soils, 1 selectivity sequences. J. Hazard. Mater. 147 (2007), 852–861.
    • (2007) J. Hazard. Mater. , vol.147 , pp. 852-861
    • Covelo, E.F.1    Vega, F.A.2    Andrade, M.L.3
  • 13
    • 34547145312 scopus 로고    scopus 로고
    • Simultaneous sorption and desorption of Cd, Cr, Cu, Ni, Pb and Zn in acid soils II soil ranking and influence of soil characteristics
    • Covelo, E.F., Vega, F.A., Andrade, M.L., Simultaneous sorption and desorption of Cd, Cr, Cu, Ni, Pb and Zn in acid soils II soil ranking and influence of soil characteristics. J. Hazard. Mater. 147 (2007), 862–870.
    • (2007) J. Hazard. Mater. , vol.147 , pp. 862-870
    • Covelo, E.F.1    Vega, F.A.2    Andrade, M.L.3
  • 14
    • 33846931623 scopus 로고    scopus 로고
    • Competitive sorption and desorption of heavy metals by individual soil components
    • Covelo, E.F., Vega, F.A., Andrade, M.L., Competitive sorption and desorption of heavy metals by individual soil components. J. Hazard. Mater. 148 (2007), 308–315.
    • (2007) J. Hazard. Mater. , vol.148 , pp. 308-315
    • Covelo, E.F.1    Vega, F.A.2    Andrade, M.L.3
  • 15
    • 53149101349 scopus 로고    scopus 로고
    • Sorption and desorption of Cd, Cr, Cu, Ni, Pb and Zn by a fibric histosol and its organo - mineral fraction
    • Covelo, E.F., Vega, F.A., Andrade, M.L., Sorption and desorption of Cd, Cr, Cu, Ni, Pb and Zn by a fibric histosol and its organo - mineral fraction. J. Hazard. Mater. 159 (2008), 342–347.
    • (2008) J. Hazard. Mater. , vol.159 , pp. 342-347
    • Covelo, E.F.1    Vega, F.A.2    Andrade, M.L.3
  • 16
    • 43749098302 scopus 로고    scopus 로고
    • Heavy metals in soils; distribution, relationship with soil characteristics and radionuclides and multivariate assessment of contamination sources
    • Dragovic, S., Mihailovic, M., Gagic, B., Heavy metals in soils; distribution, relationship with soil characteristics and radionuclides and multivariate assessment of contamination sources. Chemosphere 72 (2008), 491–495.
    • (2008) Chemosphere , vol.72 , pp. 491-495
    • Dragovic, S.1    Mihailovic, M.2    Gagic, B.3
  • 18
    • 0003753053 scopus 로고
    • Técnicas de análisis de suelos
    • Editorial Pico Sacro Santiago de Compostela
    • Guitián, F., Carballas, T., Técnicas de análisis de suelos. 1976, Editorial Pico Sacro, Santiago de Compostela.
    • (1976)
    • Guitián, F.1    Carballas, T.2
  • 19
    • 0037312471 scopus 로고    scopus 로고
    • A note on the universal APPROXIMATIVE capability of support vector machines
    • Hammer, B., Gersmann, K., A note on the universal APPROXIMATIVE capability of support vector machines. Neural. Process. Lett. 17 (2003), 43–53.
    • (2003) Neural. Process. Lett. , vol.17 , pp. 43-53
    • Hammer, B.1    Gersmann, K.2
  • 20
    • 0003684449 scopus 로고    scopus 로고
    • The elements of statistical learning: Data mining
    • Springer – Verlag New York Stanford
    • Hastie, T., Tibshirani, R., Friedman, J., The elements of statistical learning: Data mining. Inference and Prediction, 2001, Springer – Verlag New York, Stanford.
    • (2001) Inference and Prediction
    • Hastie, T.1    Tibshirani, R.2    Friedman, J.3
  • 21
    • 36549000412 scopus 로고    scopus 로고
    • The physico – chemical properties and leaching behaviours of phosphatic clay for immobilizing heavy metals
    • Hwang, A., Ji, W., Kweon, B., Kim, J., The physico – chemical properties and leaching behaviours of phosphatic clay for immobilizing heavy metals. Chemosphere 70 (2008), 1141–1145.
    • (2008) Chemosphere , vol.70 , pp. 1141-1145
    • Hwang, A.1    Ji, W.2    Kweon, B.3    Kim, J.4
  • 22
    • 34848824629 scopus 로고    scopus 로고
    • Applications of support vector machines in chemistry
    • K.B. Lipkowitz T.R. Cundari John Wiley & Sons
    • Invanciuc, O., Applications of support vector machines in chemistry. Lipkowitz, K.B., Cundari, T.R., (eds.) Reviews in Computational Chemistry, 23, 2007, John Wiley & Sons, 291–400.
    • (2007) Reviews in Computational Chemistry , vol.23 , pp. 291-400
    • Invanciuc, O.1
  • 23
    • 0034287161 scopus 로고    scopus 로고
    • Local greedy approximation for nonlinear regression and neural network training
    • Jones, L.K., Local greedy approximation for nonlinear regression and neural network training. Ann. Stat. 28 (2000), 181–214.
    • (2000) Ann. Stat. , vol.28 , pp. 181-214
    • Jones, L.K.1
  • 24
    • 34047174066 scopus 로고    scopus 로고
    • Efficiency of aluminium – pillared montmorillonite on the removal of caesium and copper from aqueous solutions
    • Karamanis, D., Assimakopoulos, P.A., Efficiency of aluminium – pillared montmorillonite on the removal of caesium and copper from aqueous solutions. Water Res. 42 (2007), 1897–1906.
    • (2007) Water Res. , vol.42 , pp. 1897-1906
    • Karamanis, D.1    Assimakopoulos, P.A.2
  • 26
    • 4043158815 scopus 로고
    • The constitution and fundamental properties of solids and liquids. Part I solids
    • Langmuir, I., The constitution and fundamental properties of solids and liquids. Part I solids. J. Am. Chem. Soc. 38 (1916), 2221–2295.
    • (1916) J. Am. Chem. Soc. , vol.38 , pp. 2221-2295
    • Langmuir, I.1
  • 28
    • 43749122406 scopus 로고    scopus 로고
    • Availability and bio-accessibility of metals in fine particles of some urban soils
    • Madrid, F., Biasoli, F., Ajmone-Marsan, M., Availability and bio-accessibility of metals in fine particles of some urban soils. Arch. Environ. Contam. Toxicol. 55 (2008), 21–32.
    • (2008) Arch. Environ. Contam. Toxicol. , vol.55 , pp. 21-32
    • Madrid, F.1    Biasoli, F.2    Ajmone-Marsan, M.3
  • 29
    • 7544233393 scopus 로고    scopus 로고
    • Regularized kriging: The Support Vectors Method Applied to kriging. In Joint 13th International Conference on Artificial Neural Networks and 10th International Conference on Neural Information Processing. Istanbul, Turkey. Lecture Notes in Computer Science, LNCS 2714, 209-216
    • Springer
    • Matías, J.M., González-Manteiga, W., Regularized kriging: The Support Vectors Method Applied to kriging. In Joint 13th International Conference on Artificial Neural Networks and 10th International Conference on Neural Information Processing. Istanbul, Turkey. Lecture Notes in Computer Science, LNCS 2714, 209-216. 2003, Springer.
    • (2003)
    • Matías, J.M.1    González-Manteiga, W.2
  • 32
    • 33745675165 scopus 로고    scopus 로고
    • Desorption of cadmium from goethite; effects of pH temperature and aging
    • Mustafa, G., Kookana, R.S., Sigh, B., Desorption of cadmium from goethite; effects of pH temperature and aging. Chemosphere 64 (2006), 856–865.
    • (2006) Chemosphere , vol.64 , pp. 856-865
    • Mustafa, G.1    Kookana, R.S.2    Sigh, B.3
  • 33
    • 67349117302 scopus 로고    scopus 로고
    • Adsorption and desorption behaviour of copper ions on Na – montmorillonite; effect of rhamnolipids and pH
    • Ozdemir, G., Yapar, S., Adsorption and desorption behaviour of copper ions on Na – montmorillonite; effect of rhamnolipids and pH. J. Hazard. Mater., 166, 2009, 1307.
    • (2009) J. Hazard. Mater. , vol.166 , pp. 1307
    • Ozdemir, G.1    Yapar, S.2
  • 34
    • 85016291388 scopus 로고    scopus 로고
    • Biomarcadores de monitoreo de exposición a metales pesados en metalurgia Anales de la facultad de medicina
    • Universidad mayor de San Marcos
    • Ramírez, A.V., Biomarcadores de monitoreo de exposición a metales pesados en metalurgia Anales de la facultad de medicina. 67(1), 2006, Universidad mayor de San Marcos, 49–58.
    • (2006) , vol.671 , pp. 49-58
    • Ramírez, A.V.1
  • 35
    • 0004094721 scopus 로고    scopus 로고
    • Learning With Kernels
    • MIT Press
    • Schölkopf, B., Smola, A.J., Learning With Kernels. 2002, MIT Press.
    • (2002)
    • Schölkopf, B.1    Smola, A.J.2
  • 37
    • 0003737234 scopus 로고
    • Linear Regression Analysis
    • John Wiley & Sons
    • Seber, G.A.F., Linear Regression Analysis. 1977, John Wiley & Sons.
    • (1977)
    • Seber, G.A.F.1
  • 38
    • 0000760143 scopus 로고
    • Sensitivity Estimates for Nonlinear Mathematical Modelling and Computational Experiment
    • Sobol, I.M., Sensitivity Estimates for Nonlinear Mathematical Modelling and Computational Experiment. 1(4), 1993, 407–414.
    • (1993) , vol.14 , pp. 407-414
    • Sobol, I.M.1
  • 39
    • 0003991806 scopus 로고    scopus 로고
    • Statistical Learning Theory
    • John Wiley
    • Vapnik, V., Statistical Learning Theory. 1998, John Wiley.
    • (1998)
    • Vapnik, V.1
  • 40
    • 53149118906 scopus 로고    scopus 로고
    • A versatile parameter for sorption and retention of heavy metals dumped individually or together; results for cadmium, copper and lead in twenty soil horizons
    • Vega, F.A., Covelo, E.F., Andrade, M.L., A versatile parameter for sorption and retention of heavy metals dumped individually or together; results for cadmium, copper and lead in twenty soil horizons. J. Colloid Interface Sci. 327 (2008), 275–286.
    • (2008) J. Colloid Interface Sci. , vol.327 , pp. 275-286
    • Vega, F.A.1    Covelo, E.F.2    Andrade, M.L.3
  • 41
    • 34548458468 scopus 로고    scopus 로고
    • Adsorption of copper and zinc from aqueous solutions using natural clay
    • Veli, S., Alyüz, B., Adsorption of copper and zinc from aqueous solutions using natural clay. J. Hazard. Mater. 149 (2007), 226–233.
    • (2007) J. Hazard. Mater. , vol.149 , pp. 226-233
    • Veli, S.1    Alyüz, B.2
  • 43
    • 34250624096 scopus 로고    scopus 로고
    • Using robust kriging and sequential Gaussian simulation to delineate the copper and lead – contaminated areas of a rapidly industrialized city in Yangtzse River Delta, China
    • Zhao, Y., Xu, Y., Huang, B., Sun, W., Shao, X., Xi, X., Ruan, X., Using robust kriging and sequential Gaussian simulation to delineate the copper and lead – contaminated areas of a rapidly industrialized city in Yangtzse River Delta, China. Environ. Geol. 52 (2007), 1423–1433.
    • (2007) Environ. Geol. , vol.52 , pp. 1423-1433
    • Zhao, Y.1    Xu, Y.2    Huang, B.3    Sun, W.4    Shao, X.5    Xi, X.6    Ruan, X.7


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.