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Volumn 20, Issue 4, 2013, Pages 2271-2287

Predicting adsorptive removal of chlorophenol from aqueous solution using artificial intelligence based modeling approaches

Author keywords

Adsorptive removal efficiency; Artificial intelligence; Artificial neural networks; Gene expression programming; Nonlinear models; Support vector machines

Indexed keywords

ADSORPTION; AQUEOUS SOLUTION; ARTIFICIAL INTELLIGENCE; ARTIFICIAL NEURAL NETWORK; CHLOROPHENOL; EXPERIMENTAL STUDY; FRUIT; GENETIC ALGORITHM; NONLINEARITY; NUMERICAL MODEL; PERFORMANCE ASSESSMENT; PH; POLLUTANT REMOVAL; PREDICTION; REGRESSION ANALYSIS; SHELL;

EID: 84875551049     PISSN: 09441344     EISSN: 16147499     Source Type: Journal    
DOI: 10.1007/s11356-012-1102-y     Document Type: Article
Times cited : (31)

References (76)
  • 1
    • 0037452793 scopus 로고    scopus 로고
    • Photocatalytic transformation of 2,4,5-trichlorophenol on TiO2 under sub-bandgap illumination
    • Agrios A, Gray KA, Weitz E (2003) Photocatalytic transformation of 2, 4, 5-trichlorophenol on TiO2 under sub-bandgap illumination. Langmuir 19: 1402-1409.
    • (2003) Langmuir , vol.19 , pp. 1402-1409
    • Agrios, A.1    Gray, K.A.2    Weitz, E.3
  • 2
    • 80054887749 scopus 로고    scopus 로고
    • Adsorption of phenolic compounds from aqueous solution using functionalized SBA-15 as a nano-sorbent
    • Anbia A, Amirmahmoodi S (2011) Adsorption of phenolic compounds from aqueous solution using functionalized SBA-15 as a nano-sorbent. Sci Iran 18: 446-452.
    • (2011) Sci Iran , vol.18 , pp. 446-452
    • Anbia, A.1    Amirmahmoodi, S.2
  • 3
    • 84875539889 scopus 로고    scopus 로고
    • Testing for linear and nonlinear causality between crude oil price changes and stock market returns
    • Anoruo E (2011) Testing for linear and nonlinear causality between crude oil price changes and stock market returns. Int J Econ Sci Appl Res 4: 75-92.
    • (2011) Int J Econ Sci Appl Res , vol.4 , pp. 75-92
    • Anoruo, E.1
  • 5
    • 78650311079 scopus 로고    scopus 로고
    • Linear and nonlinear modeling for simultaneous prediction of dissolved oxygen and biochemical oxygen demand of the surface water-a case study
    • Basant N, Gupta S, Malik A, Singh KP (2010) Linear and nonlinear modeling for simultaneous prediction of dissolved oxygen and biochemical oxygen demand of the surface water-a case study. Chemom Intell Lab Syst 104: 172-180.
    • (2010) Chemom Intell Lab Syst , vol.104 , pp. 172-180
    • Basant, N.1    Gupta, S.2    Malik, A.3    Singh, K.P.4
  • 7
    • 85071343664 scopus 로고    scopus 로고
    • A test for independence based on the correlation dimension
    • Brock WA, Dechert WD, Scheinkman JA, LeBaron B (1996) A test for independence based on the correlation dimension. Econ Rev 15: 197-235.
    • (1996) Econ Rev , vol.15 , pp. 197-235
    • Brock, W.A.1    Dechert, W.D.2    Scheinkman, J.A.3    LeBaron, B.4
  • 8
    • 0031554260 scopus 로고    scopus 로고
    • Model development for horseradish peroxidase-catalyzed removal of aqueous phenol
    • Buchanan ID, Nicell JA (1997) Model development for horseradish peroxidase-catalyzed removal of aqueous phenol. Biotechnol Bioeng 54: 251-261.
    • (1997) Biotechnol Bioeng , vol.54 , pp. 251-261
    • Buchanan, I.D.1    Nicell, J.A.2
  • 10
    • 79954990294 scopus 로고    scopus 로고
    • Artificial neural network (ANN) approach for modeling of removal of Lanset Red G on Chara contraria
    • Celekli A, Geyik F (2011) Artificial neural network (ANN) approach for modeling of removal of Lanset Red G on Chara contraria. Bioresour Technol 102: 5634-5638.
    • (2011) Bioresour Technol , vol.102 , pp. 5634-5638
    • Celekli, A.1    Geyik, F.2
  • 11
    • 33847675833 scopus 로고    scopus 로고
    • Genetic programming based formulation of rotation capacity of wide flange beams
    • Cevik A (2007) Genetic programming based formulation of rotation capacity of wide flange beams. J Constr Steel Res 63: 884-893.
    • (2007) J Constr Steel Res , vol.63 , pp. 884-893
    • Cevik, A.1
  • 12
    • 34249895257 scopus 로고    scopus 로고
    • Real time probabilistic forecasting of flood stages
    • Chen ST, Yu PS (2007) Real time probabilistic forecasting of flood stages. J Hydrol 640: 63-77.
    • (2007) J Hydrol , vol.640 , pp. 63-77
    • Chen, S.T.1    Yu, P.S.2
  • 13
    • 27144453355 scopus 로고    scopus 로고
    • Orthogonal forward selection for constructing the radial basis function network with tunable node
    • Chen S, Hong X, Harris CJ (2005) Orthogonal forward selection for constructing the radial basis function network with tunable node. Adv Intell Comput LNCS 3644: 777-786.
    • (2005) Adv Intell Comput LNCS , vol.3644 , pp. 777-786
    • Chen, S.1    Hong, X.2    Harris, C.J.3
  • 14
    • 0346250790 scopus 로고    scopus 로고
    • Practical selection of SVM parameters and noise estimation for SVM regression
    • Cherkassky V, Ma Y (2004) Practical selection of SVM parameters and noise estimation for SVM regression. Neural Netw 17: 113-126.
    • (2004) Neural Netw , vol.17 , pp. 113-126
    • Cherkassky, V.1    Ma, Y.2
  • 15
    • 4444297554 scopus 로고    scopus 로고
    • Removal of chlorophenols from aquatic systems using the dried and dead fungus Pleurotus sajor caju
    • Denizli A, Cihangir N, Tuzmen N, Alsancak G (2005) Removal of chlorophenols from aquatic systems using the dried and dead fungus Pleurotus sajor caju. Bioresour Tecnol 96: 59-62.
    • (2005) Bioresour Tecnol , vol.96 , pp. 59-62
    • Denizli, A.1    Cihangir, N.2    Tuzmen, N.3    Alsancak, G.4
  • 16
    • 33847253392 scopus 로고    scopus 로고
    • Comparison of general rate model with a new model-artificial neural network model in describing chromatographic kinetics of solanesol adsorption in packed column by macroporous resins
    • Du X, Yuan Q, Zhao J, Li Y (2007) Comparison of general rate model with a new model-artificial neural network model in describing chromatographic kinetics of solanesol adsorption in packed column by macroporous resins. J Chromatogr A 1145: 165-174.
    • (2007) J Chromatogr A , vol.1145 , pp. 165-174
    • Du, X.1    Yuan, Q.2    Zhao, J.3    Li, Y.4
  • 17
    • 40249108245 scopus 로고    scopus 로고
    • Prediction of nitrate release from polymer coated fertilizers using an artificial neural network models
    • Du C, Tang D, Zhou J, Wang H, Shaviv A (2008) Prediction of nitrate release from polymer coated fertilizers using an artificial neural network models. Biosyst Eng 99: 478-486.
    • (2008) Biosyst Eng , vol.99 , pp. 478-486
    • Du, C.1    Tang, D.2    Zhou, J.3    Wang, H.4    Shaviv, A.5
  • 18
    • 77952889835 scopus 로고    scopus 로고
    • The use of artificial neural networks (ANN) for modeling of COD removal from antibiotic aqueous solution by the Fenton process
    • Elmolla ES, Chaudhuri M, Eltoukhy MM (2010) The use of artificial neural networks (ANN) for modeling of COD removal from antibiotic aqueous solution by the Fenton process. J Hazard Mater 179: 127-134.
    • (2010) J Hazard Mater , vol.179 , pp. 127-134
    • Elmolla, E.S.1    Chaudhuri, M.2    Eltoukhy, M.M.3
  • 19
    • 0028455008 scopus 로고
    • Degradation of 4-chlorophenol by photolytic oxidation
    • Esplugas E, Yue PL, Pervez MI (1994) Degradation of 4-chlorophenol by photolytic oxidation. Water Res 28: 1323-1328.
    • (1994) Water Res , vol.28 , pp. 1323-1328
    • Esplugas, E.1    Yue, P.L.2    Pervez, M.I.3
  • 20
    • 0347499408 scopus 로고    scopus 로고
    • Gene expression programming: a new adoptive algorithm for solving problems
    • Ferriera C (2001) Gene expression programming: a new adoptive algorithm for solving problems. Complex Syst 13: 87-129.
    • (2001) Complex Syst , vol.13 , pp. 87-129
    • Ferriera, C.1
  • 21
    • 0037127460 scopus 로고    scopus 로고
    • Determination of organic matter in soil using radial basis function networks and near infra red spectroscopy
    • Fidencio PH, Poppi RJ, Andrade JCD (2002) Determination of organic matter in soil using radial basis function networks and near infra red spectroscopy. Anal Chim Acta 453: 125-134.
    • (2002) Anal Chim Acta , vol.453 , pp. 125-134
    • Fidencio, P.H.1    Poppi, R.J.2    Andrade, J.C.D.3
  • 22
    • 0028416331 scopus 로고
    • Neural networks in civil engineering I: principles and understanding
    • Flood I, Kartam N (1994) Neural networks in civil engineering I: principles and understanding. J Comput Civ Eng 8: 131-148.
    • (1994) J Comput Civ Eng , vol.8 , pp. 131-148
    • Flood, I.1    Kartam, N.2
  • 23
    • 3242759024 scopus 로고    scopus 로고
    • Supervised image classification by MLP and RBF neural networks with and without an exhaustively defined set of classes
    • Foody GM (2004) Supervised image classification by MLP and RBF neural networks with and without an exhaustively defined set of classes. Int J Remote Sens 25: 3091-3104.
    • (2004) Int J Remote Sens , vol.25 , pp. 3091-3104
    • Foody, G.M.1
  • 24
    • 79952335644 scopus 로고    scopus 로고
    • Nonlinear genetic based for prediction of flow number of asphalt mixtures
    • Gandomi AH, Alavi AH, Mirzahosseini MR, Nejad FM (2011) Nonlinear genetic based for prediction of flow number of asphalt mixtures. J Mater civ Eng 23: 248-263.
    • (2011) J Mater Civ Eng , vol.23 , pp. 248-263
    • Gandomi, A.H.1    Alavi, A.H.2    Mirzahosseini, M.R.3    Nejad, F.M.4
  • 25
    • 1242338025 scopus 로고    scopus 로고
    • Removal of lead and chromium from wastewater using bagasse fly ash-a sugar industry waste
    • Gupta VK, Ali I (2004) Removal of lead and chromium from wastewater using bagasse fly ash-a sugar industry waste. J Colloid Interface Sci 217: 321-328.
    • (2004) J Colloid Interface Sci , vol.217 , pp. 321-328
    • Gupta, V.K.1    Ali, I.2
  • 26
    • 38949193506 scopus 로고    scopus 로고
    • Removal of endosulfan and methoxychlor from water on carbon slurry
    • Gupta VK, Ali I (2008) Removal of endosulfan and methoxychlor from water on carbon slurry. Environ Sci Technol 42: 766-770.
    • (2008) Environ Sci Technol , vol.42 , pp. 766-770
    • Gupta, V.K.1    Ali, I.2
  • 27
    • 39749177102 scopus 로고    scopus 로고
    • Biosorption of lead from aqueous solutions by green algae Spirogyra species: equilibrium and adsorption kinetics
    • Gupta VK, Rastogi A (2008a) Biosorption of lead from aqueous solutions by green algae Spirogyra species: equilibrium and adsorption kinetics. J Hazard Mater 152: 407-414.
    • (2008) J Hazard Mater , vol.152 , pp. 407-414
    • Gupta, V.K.1    Rastogi, A.2
  • 28
    • 40949088970 scopus 로고    scopus 로고
    • Equilibrium and kinetic modeling of cadmium (II) biosorption by nonliving algal biomass Oedogonium sp. from aqueous solution
    • Gupta VK, Rastogi A (2008b) Equilibrium and kinetic modeling of cadmium (II) biosorption by nonliving algal biomass Oedogonium sp. from aqueous solution. J Hazard Mater 153: 759-766.
    • (2008) J Hazard Mater , vol.153 , pp. 759-766
    • Gupta, V.K.1    Rastogi, A.2
  • 29
    • 58249133074 scopus 로고    scopus 로고
    • Biosorption of hexavalent chromium by raw and acid-treated green alga Oedogonium hatei from aqueous solution
    • Gupta VK, Rastogi A (2009) Biosorption of hexavalent chromium by raw and acid-treated green alga Oedogonium hatei from aqueous solution. J Hazard Mater 163: 396-402.
    • (2009) J Hazard Mater , vol.163 , pp. 396-402
    • Gupta, V.K.1    Rastogi, A.2
  • 30
    • 3543132919 scopus 로고    scopus 로고
    • Removal of lead from wastewater using bagasse fly ash-a sugar industry waste material
    • Gupta VK, Mohan D, Sharma S (1998) Removal of lead from wastewater using bagasse fly ash-a sugar industry waste material. Separ Sci Technol 33: 1331-1343.
    • (1998) Separ Sci Technol , vol.33 , pp. 1331-1343
    • Gupta, V.K.1    Mohan, D.2    Sharma, S.3
  • 31
    • 0035133692 scopus 로고    scopus 로고
    • Process development for the removal of lead and chromium from aqueous solution using red mud-an aluminium industry waste
    • Gupta VK, Gupta M, Sharma S (2001) Process development for the removal of lead and chromium from aqueous solution using red mud-an aluminium industry waste. Water Res 35: 1125-1134.
    • (2001) Water Res , vol.35 , pp. 1125-1134
    • Gupta, V.K.1    Gupta, M.2    Sharma, S.3
  • 32
    • 33644764056 scopus 로고    scopus 로고
    • Removal and recovery of the hazardous azo dye acid orange 7 through adsorption over waste materials: bottom ash and de-oiled soya
    • Gupta VK, Mittal A, Gajbe V, Mittal J (2006) Removal and recovery of the hazardous azo dye acid orange 7 through adsorption over waste materials: bottom ash and de-oiled soya. Ind Eng Chem Res 45: 1446-1453.
    • (2006) Ind Eng Chem Res , vol.45 , pp. 1446-1453
    • Gupta, V.K.1    Mittal, A.2    Gajbe, V.3    Mittal, J.4
  • 33
    • 33947167654 scopus 로고    scopus 로고
    • Removal of reactofix golden yellow 3 RFN from aqueous solution using wheat husk-an agricultural waste
    • Gupta VK, Jain R, Varshney S (2007a) Removal of reactofix golden yellow 3 RFN from aqueous solution using wheat husk-an agricultural waste. J Hazard Mater 142: 443-448.
    • (2007) J Hazard Mater , vol.142 , pp. 443-448
    • Gupta, V.K.1    Jain, R.2    Varshney, S.3
  • 34
    • 34047245644 scopus 로고    scopus 로고
    • Photochemical degradation of the hazardous dye Safranin-T using TiO2 catalyst
    • Gupta VK, Jain R, Mittal A, Mathur M, Sikarwar S (2007b) Photochemical degradation of the hazardous dye Safranin-T using TiO2 catalyst. J Colloid Interface Sci 309: 464-469.
    • (2007) J Colloid Interface Sci , vol.309 , pp. 464-469
    • Gupta, V.K.1    Jain, R.2    Mittal, A.3    Mathur, M.4    Sikarwar, S.5
  • 35
    • 34548620570 scopus 로고    scopus 로고
    • Adsorption studies on the removal of Vertigo Blue 49 and orange DNA 13 from aqueous solutions using carbon slurry developed from a waste material
    • Gupta VK, Ali I, Saini VK (2007c) Adsorption studies on the removal of Vertigo Blue 49 and orange DNA 13 from aqueous solutions using carbon slurry developed from a waste material. J Colloid Interface Sci 315: 87-93.
    • (2007) J Colloid Interface Sci , vol.315 , pp. 87-93
    • Gupta, V.K.1    Ali, I.2    Saini, V.K.3
  • 36
    • 71649108306 scopus 로고    scopus 로고
    • Adsorption studies on the removal of hexavalent chromium from aqueous solution using a low cost fertilizer industry waste material
    • Gupta VK, Rastogi A, Nayak A (2010) Adsorption studies on the removal of hexavalent chromium from aqueous solution using a low cost fertilizer industry waste material. J Colloid Interface Sci 342: 135-141.
    • (2010) J Colloid Interface Sci , vol.342 , pp. 135-141
    • Gupta, V.K.1    Rastogi, A.2    Nayak, A.3
  • 37
    • 79959352002 scopus 로고    scopus 로고
    • Pesticide removal from wastewater by activated carbon prepared from waste rubber tire
    • Gupta VK, Gupta B, Rastogi A, Agarwal S, Nayak A (2011) Pesticide removal from wastewater by activated carbon prepared from waste rubber tire. Water Res 45: 4047-4055.
    • (2011) Water Res , vol.45 , pp. 4047-4055
    • Gupta, V.K.1    Gupta, B.2    Rastogi, A.3    Agarwal, S.4    Nayak, A.5
  • 39
    • 84942484786 scopus 로고
    • Ridge regression: biased estimation for nonorthogonal problems
    • Hoerl AE, Kennard RW (1970) Ridge regression: biased estimation for nonorthogonal problems. Technometrices 12: 55-67.
    • (1970) Technometrices , vol.12 , pp. 55-67
    • Hoerl, A.E.1    Kennard, R.W.2
  • 40
    • 1242320137 scopus 로고    scopus 로고
    • Removal of chlorophenol using industrial wastes
    • Jain AK, Gupta VK, Jain S, Suhas (2004) Removal of chlorophenol using industrial wastes. Environ Sci Technol 38: 1195-1200.
    • (2004) Environ Sci Technol , vol.38 , pp. 1195-1200
    • Jain, A.K.1    Gupta, V.K.2    Jain, S.3    Suhas4
  • 41
    • 79551509696 scopus 로고    scopus 로고
    • Neural network modeling of biotreatment of triphenylmethane dye solution by a green macroalgae
    • Khataee AR, Dehghan G, Zareri M, Ebadi E, Pourhassan M (2011) Neural network modeling of biotreatment of triphenylmethane dye solution by a green macroalgae. Chem Eng Res Des 89: 172-178.
    • (2011) Chem Eng Res Des , vol.89 , pp. 172-178
    • Khataee, A.R.1    Dehghan, G.2    Zareri, M.3    Ebadi, E.4    Pourhassan, M.5
  • 42
    • 78650516171 scopus 로고    scopus 로고
    • Artificial neural network modeling and response surface methodology for of desalination by reverse osmosis
    • Khayet M, Cojocaru C, Essalhi M (2011) Artificial neural network modeling and response surface methodology for of desalination by reverse osmosis. J Membr Sci 368: 202-214.
    • (2011) J Membr Sci , vol.368 , pp. 202-214
    • Khayet, M.1    Cojocaru, C.2    Essalhi, M.3
  • 43
    • 79953326309 scopus 로고    scopus 로고
    • Phenolic compound biosorption onto Schizophyllum commune fungus: FTIR analysis, kinetics and adsorption isotherms modeling
    • Kumar NS, Min K (2011) Phenolic compound biosorption onto Schizophyllum commune fungus: FTIR analysis, kinetics and adsorption isotherms modeling. Chem Eng J 168: 562-571.
    • (2011) Chem Eng J , vol.168 , pp. 562-571
    • Kumar, N.S.1    Min, K.2
  • 44
    • 61449128394 scopus 로고    scopus 로고
    • Modelling the solid-liquid adsorption processes using artificial neural networks rained by pseudo second order kinetics
    • Kumar KV, Porkodi K (2009) Modelling the solid-liquid adsorption processes using artificial neural networks rained by pseudo second order kinetics. Chem Eng J 148: 20-25.
    • (2009) Chem Eng J , vol.148 , pp. 20-25
    • Kumar, K.V.1    Porkodi, K.2
  • 45
    • 38849176135 scopus 로고    scopus 로고
    • Neural network modeling and simulation of the solid/liquid activated carbon adsorption process
    • Kumar KV, Porkodi K, Avila Rondom RL, Rocha F (2007) Neural network modeling and simulation of the solid/liquid activated carbon adsorption process. Ind Eng Chem Res 47: 486-490.
    • (2007) Ind Eng Chem Res , vol.47 , pp. 486-490
    • Kumar, K.V.1    Porkodi, K.2    Avila Rondom, R.L.3    Rocha, F.4
  • 46
    • 38149051126 scopus 로고    scopus 로고
    • Surface chemistry of nanoporous carbon and the effect of pH on adsorption from aqueous phenol and 2,3,4-trichlorophenol solutions
    • Laszlo K, Tombacz E, Kerepesi P (2004) Surface chemistry of nanoporous carbon and the effect of pH on adsorption from aqueous phenol and 2, 3, 4-trichlorophenol solutions. Colloid Surf A Physicochem Eng Aspects 13: 230-238.
    • (2004) Colloid Surf A Physicochem Eng Aspects , vol.13 , pp. 230-238
    • Laszlo, K.1    Tombacz, E.2    Kerepesi, P.3
  • 47
    • 0000210154 scopus 로고    scopus 로고
    • Photodegradation of phenol and 4-chlorophenol by BaO-Li2O-TiO2 catalysts
    • Leyva E, Moctezuma E, Ruiz MG, Torres-Martinez L (1998) Photodegradation of phenol and 4-chlorophenol by BaO-Li2O-TiO2 catalysts. Catal Today 40: 367-376.
    • (1998) Catal Today , vol.40 , pp. 367-376
    • Leyva, E.1    Moctezuma, E.2    Ruiz, M.G.3    Torres-Martinez, L.4
  • 48
    • 55549134617 scopus 로고    scopus 로고
    • Adsorption of phenol, p-chlorophenol and p-nitrophenol onto functional chitosen
    • Li JM, Meng XG, HU CW, Du J (2009) Adsorption of phenol, p-chlorophenol and p-nitrophenol onto functional chitosen. Bioresour Tecnol 100: 1168-1173.
    • (2009) Bioresour Tecnol , vol.100 , pp. 1168-1173
    • Li, J.M.1    Meng, X.G.2    Hu, C.W.3    Du, J.4
  • 49
    • 0034274591 scopus 로고    scopus 로고
    • A comparison of prediction accuracy, complexity, and training time of thirty three old and new classification algorithm
    • Loh W, Tim L (2000) A comparison of prediction accuracy, complexity, and training time of thirty three old and new classification algorithm. Mach Learn 40: 203-238.
    • (2000) Mach Learn , vol.40 , pp. 203-238
    • Loh, W.1    Tim, L.2
  • 50
    • 34047267854 scopus 로고    scopus 로고
    • Weather analysis using ensemble of connectionist learning paradigms
    • Maqsood I, Abraham A (2007) Weather analysis using ensemble of connectionist learning paradigms. Appl Soft Comput 7: 995-1004.
    • (2007) Appl Soft Comput , vol.7 , pp. 995-1004
    • Maqsood, I.1    Abraham, A.2
  • 51
    • 79960170929 scopus 로고    scopus 로고
    • Activated carbons from sewage sludge application to aqueous-phase adsorption of 4-chlorophenol
    • Monsalvo VM, Mohedano AF, Rodriguez JJ (2011) Activated carbons from sewage sludge application to aqueous-phase adsorption of 4-chlorophenol. Desalination 277: 377-382.
    • (2011) Desalination , vol.277 , pp. 377-382
    • Monsalvo, V.M.1    Mohedano, A.F.2    Rodriguez, J.J.3
  • 52
    • 79953796890 scopus 로고    scopus 로고
    • Assessment of input variable determination on the SVM model performance using PCA, Gamma test, and forward selection technique for monthily stream flow prediction
    • Noori R, Karbassi AR, Moghaddamnia A, Han D, Zokaei-Ashtiani MH, Farokhnia A, GhafariGousheh M (2011) Assessment of input variable determination on the SVM model performance using PCA, Gamma test, and forward selection technique for monthily stream flow prediction. J Hydrol 401: 177-189.
    • (2011) J Hydrol , vol.401 , pp. 177-189
    • Noori, R.1    Karbassi, A.R.2    Moghaddamnia, A.3    Han, D.4    Zokaei-Ashtiani, M.H.5    Farokhnia, A.6    GhafariGousheh, M.7
  • 54
    • 43849095644 scopus 로고    scopus 로고
    • Advantages of support vector machine in QSPR studies for predicting auto-ignition temperatures of organic compounds
    • Pan Y, Jiang J, Wang R, Cao H (2008) Advantages of support vector machine in QSPR studies for predicting auto-ignition temperatures of organic compounds. Chemom Intell Lab Syst 92: 169-178.
    • (2008) Chemom Intell Lab Syst , vol.92 , pp. 169-178
    • Pan, Y.1    Jiang, J.2    Wang, R.3    Cao, H.4
  • 55
    • 0343472079 scopus 로고    scopus 로고
    • Chlorophenol degradation by phanerochaete chrysosporium
    • Perez RR, Benito GG, Miranda MP (1997) Chlorophenol degradation by phanerochaete chrysosporium. Bioresour Technol 60: 207-213.
    • (1997) Bioresour Technol , vol.60 , pp. 207-213
    • Perez, R.R.1    Benito, G.G.2    Miranda, M.P.3
  • 56
    • 40749090832 scopus 로고    scopus 로고
    • Prediction of biosorption efficiency for the removal of copper(II) using artificial neural networks
    • Prakash N, Manikandan SA, Govindarajan L, Vijayagopal V (2008) Prediction of biosorption efficiency for the removal of copper(II) using artificial neural networks. J Hazard Mater 152: 1268-1275.
    • (2008) J Hazard Mater , vol.152 , pp. 1268-1275
    • Prakash, N.1    Manikandan, S.A.2    Govindarajan, L.3    Vijayagopal, V.4
  • 57
    • 77951125984 scopus 로고    scopus 로고
    • Support vector based machine data processing algorithm for wear degree classification of slurry pump systems
    • Qu J, Zuo MJ (2010) Support vector based machine data processing algorithm for wear degree classification of slurry pump systems. Measurement 43: 781-791.
    • (2010) Measurement , vol.43 , pp. 781-791
    • Qu, J.1    Zuo, M.J.2
  • 58
    • 77956892823 scopus 로고    scopus 로고
    • Early detection and classification of plant disease with support vector machines based on hyperspectral reflectance
    • Rumpf T, Mahlein AK, Steiner U, Oerke EC, Dehne HW, Plumer L (2010) Early detection and classification of plant disease with support vector machines based on hyperspectral reflectance. Comput Electron Agric 74: 91-99.
    • (2010) Comput Electron Agric , vol.74 , pp. 91-99
    • Rumpf, T.1    Mahlein, A.K.2    Steiner, U.3    Oerke, E.C.4    Dehne, H.W.5    Plumer, L.6
  • 59
    • 78751575688 scopus 로고    scopus 로고
    • Spatial disaggregation of carbon dioxide emission from road traffic based on multiple linear regression model
    • Shu Y, Lam NSN (2011) Spatial disaggregation of carbon dioxide emission from road traffic based on multiple linear regression model. Atmos Environ 45: 634-640.
    • (2011) Atmos Environ , vol.45 , pp. 634-640
    • Shu, Y.1    Lam, N.S.N.2
  • 60
    • 84860443486 scopus 로고    scopus 로고
    • Artificial intelligence based modeling for predicting the disinfection by-products in water
    • Singh KP, Gupta S (2012) Artificial intelligence based modeling for predicting the disinfection by-products in water. Chemom Intell Lab Syst 114: 122-131.
    • (2012) Chemom Intell Lab Syst , vol.114 , pp. 122-131
    • Singh, K.P.1    Gupta, S.2
  • 61
    • 38149032993 scopus 로고    scopus 로고
    • Liquid-phase adsorption of phenols using activated carbons derived from agricultural waste material
    • Singh KP, Malik A, Sinha S, Ojha P (2008) Liquid-phase adsorption of phenols using activated carbons derived from agricultural waste material. J Hazard Mater 150: 626-641.
    • (2008) J Hazard Mater , vol.150 , pp. 626-641
    • Singh, K.P.1    Malik, A.2    Sinha, S.3    Ojha, P.4
  • 62
    • 60649118396 scopus 로고    scopus 로고
    • Artificial neural network modeling of the river water quality-a case study
    • Singh KP, Basant A, Malik A, Gain J (2009a) Artificial neural network modeling of the river water quality-a case study. Ecol Model 220: 888-895.
    • (2009) Ecol Model , vol.220 , pp. 888-895
    • Singh, K.P.1    Basant, A.2    Malik, A.3    Gain, J.4
  • 63
    • 70350675244 scopus 로고    scopus 로고
    • Partial least squares and artificial neural networks modeling for predicting chlorophenol removal from aqueous solution
    • Singh KP, Ojha P, Malik A, Gain J (2009b) Partial least squares and artificial neural networks modeling for predicting chlorophenol removal from aqueous solution. Chemom Intell Lab Syst 99: 150-160.
    • (2009) Chemom Intell Lab Syst , vol.99 , pp. 150-160
    • Singh, K.P.1    Ojha, P.2    Malik, A.3    Gain, J.4
  • 64
    • 71749090211 scopus 로고    scopus 로고
    • Modeling the performance of "up-flow anaerobic sludge blanket" reactor based wastewater treatment plant using linear and nonlinear approaches-a case study
    • Singh KP, Basant N, Malik A, Gain J (2010) Modeling the performance of "up-flow anaerobic sludge blanket" reactor based wastewater treatment plant using linear and nonlinear approaches-a case study. Anal Chim Acta 658: 1-11.
    • (2010) Anal Chim Acta , vol.658 , pp. 1-11
    • Singh, K.P.1    Basant, N.2    Malik, A.3    Gain, J.4
  • 65
    • 80052261350 scopus 로고    scopus 로고
    • Support vector machine in water quality management
    • Singh KP, Basant N, Gupta S (2011) Support vector machine in water quality management. Anal Chim Acta 703: 152-162.
    • (2011) Anal Chim Acta , vol.703 , pp. 152-162
    • Singh, K.P.1    Basant, N.2    Gupta, S.3
  • 66
    • 84864106134 scopus 로고    scopus 로고
    • Modeling and optimization of reductive degradation of chloramphenicol in aqueous solution by zero-valent bimetallic nanoparticles
    • Singh KP, Singh AK, Gupta S, Rai P (2012a) Modeling and optimization of reductive degradation of chloramphenicol in aqueous solution by zero-valent bimetallic nanoparticles. Environ Sci Pollut Res Int 19: 2063-2078.
    • (2012) Environ Sci Pollut Res Int , vol.19 , pp. 2063-2078
    • Singh, K.P.1    Singh, A.K.2    Gupta, S.3    Rai, P.4
  • 67
    • 84860697230 scopus 로고    scopus 로고
    • Linear and nonlinear modeling approaches for urban air quality prediction
    • Singh KP, Gupta S, Kumar A, Shukla SP (2012b) Linear and nonlinear modeling approaches for urban air quality prediction. Sci Total Environ 426: 244-255.
    • (2012) Sci Total Environ , vol.426 , pp. 244-255
    • Singh, K.P.1    Gupta, S.2    Kumar, A.3    Shukla, S.P.4
  • 68
    • 0026254768 scopus 로고
    • A generalized regression neural network
    • Specht DF (1991) A generalized regression neural network. IEEE Trans Neural Netw 2: 568-576.
    • (1991) IEEE Trans Neural Netw , vol.2 , pp. 568-576
    • Specht, D.F.1
  • 69
    • 0030874237 scopus 로고    scopus 로고
    • Removal of lead and chromium by activated slag-a blast furnace waste
    • Srivastava SK, Gupta VK, Mohan D (1997) Removal of lead and chromium by activated slag-a blast furnace waste. J Environ Eng 123: 461-468.
    • (1997) J Environ Eng , vol.123 , pp. 461-468
    • Srivastava, S.K.1    Gupta, V.K.2    Mohan, D.3
  • 70
    • 39149131373 scopus 로고    scopus 로고
    • High energy physics event selection with gene expression programming
    • Teodorescu L, Sherwood D (2008) High energy physics event selection with gene expression programming. Comput Phys Commun 178: 409-419.
    • (2008) Comput Phys Commun , vol.178 , pp. 409-419
    • Teodorescu, L.1    Sherwood, D.2
  • 72
    • 0029544344 scopus 로고
    • Dynamic modeling of competitive elution of activated carbons in column using neural networks
    • van Deventer JSJ, Liebenberg SP, Lorenzen L, Aldrich C (1995) Dynamic modeling of competitive elution of activated carbons in column using neural networks. Miner Eng 8: 1489-1501.
    • (1995) Miner Eng , vol.8 , pp. 1489-1501
    • van Deventer, J.S.J.1    Liebenberg, S.P.2    Lorenzen, L.3    Aldrich, C.4
  • 74
    • 34447649349 scopus 로고    scopus 로고
    • Prediction of surface tension for common compounds based on noval methods using heuristic method and support vector machine
    • Wang J, Du H, Liu H, Yao X, Hu Z, Fan B (2007) Prediction of surface tension for common compounds based on noval methods using heuristic method and support vector machine. Talanta 73: 147-156.
    • (2007) Talanta , vol.73 , pp. 147-156
    • Wang, J.1    Du, H.2    Liu, H.3    Yao, X.4    Hu, Z.5    Fan, B.6
  • 75
    • 41449109567 scopus 로고    scopus 로고
    • Artificial neural network (ANN) approach for modeling of Pb(II) adsorption from aqueous solution by Antep pistachio (Pistacia Vera L.) shells
    • Yetilmezsoy K, Demirel S (2008) Artificial neural network (ANN) approach for modeling of Pb(II) adsorption from aqueous solution by Antep pistachio (Pistacia Vera L.) shells. J Hazard Mater 153: 1288-1300.
    • (2008) J Hazard Mater , vol.153 , pp. 1288-1300
    • Yetilmezsoy, K.1    Demirel, S.2
  • 76
    • 78650179085 scopus 로고    scopus 로고
    • A comparative study of artificial neural networks and support vector machines for predicting groundwater levels in costal aquifers
    • Yoon H, Jun SC, Hyun Y, Bae G, Lee KK (2011) A comparative study of artificial neural networks and support vector machines for predicting groundwater levels in costal aquifers. J Hydrol 396: 128-138.
    • (2011) J Hydrol , vol.396 , pp. 128-138
    • Yoon, H.1    Jun, S.C.2    Hyun, Y.3    Bae, G.4    Lee, K.K.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.