A Comparative Study of the Linear and Non-Linear Methods for Determination of the Optimum Equilibrium Isotherm for Adsorption of Pb2+ Ions onto Algerian Treated Clay
The adsorption equilibrium isotherms of lead from aqueous solutions onto treated clay were studied and modeled. The ability of clay to remove Pb 2+ ions from aqueous solutions has been studied at different operating conditions: contact time (5-90 min), adsorbent dosage (1-4 g/L), initial ion concent...
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Iranian Institute of Research and Development in Chemical Industries (IRDCI)-ACECR
2020-08-01
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Series: | Iranian Journal of Chemistry & Chemical Engineering |
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Online Access: | http://www.ijcce.ac.ir/article_35116_138c7a58cd7097435eb8850ef5503fa2.pdf |
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author | Atallah Benmessaoud Djamel Nibou El Hadj Mekatel Samira Amokrane |
author_facet | Atallah Benmessaoud Djamel Nibou El Hadj Mekatel Samira Amokrane |
author_sort | Atallah Benmessaoud |
collection | DOAJ |
description | The adsorption equilibrium isotherms of lead from aqueous solutions onto treated clay were studied and modeled. The ability of clay to remove Pb 2+ ions from aqueous solutions has been studied at different operating conditions: contact time (5-90 min), adsorbent dosage (1-4 g/L), initial ion concentration (10 - 200 mg/L), and pH solution (1 - 11) and temperature (298 - 333 K). The maximum uptake (98.%) is obtained under the optimum conditions: pH ∼ 7 and adsorbent dose of 2.5 g/L for an initial concentration of 10 mg/Lat 298 K. In order to determine the best-fit isotherm, the experimental equilibrium data were analyzed using some adsorption isotherm models with two-parameters as Langmuir, Freundlich, Temkin, Elovich and Dubinin-Radushkevich, and three-parameters as Langmuir-Freundlich, Redlich-Peterson, Sips, Fritz-Schlender, and Toth. Models with four-parameters as Fritz-Schlunder and Baudu and with five-parameters as Fritz-Schlunder were also used. A comparison of linear and non-linear regression methods for predicting the optimum isotherms was made using the experimental adsorption equilibrium data of Pb2+ ions onto treated clay. The following error analysis methods were used, the coefficient of determination R2, the sum of the squares of the errors, the sum of the absolute errors, the average relative error, the Mean Square Error, and the Root Mean Square Error. The error values indicated that the non-linear method is a better way to obtain the isotherm parameters describing the Pb2+ ions adsorption onto the clay. The comparison between different models shows that the Fritz-Schlünder model with five-parameters was more suitable to describe the equilibrium data. The kinetics data of batch interaction was also analyzed with various kinetic models. It was found that the pseudo-second-order model using the non-linear regression method predicted best the experimental data. |
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spelling | doaj.art-9a79d57f5de84ffb83eec2708c767a992022-12-21T19:46:52ZengIranian Institute of Research and Development in Chemical Industries (IRDCI)-ACECRIranian Journal of Chemistry & Chemical Engineering1021-99861021-99862020-08-0139415317110.30492/ijcce.2019.3511635116A Comparative Study of the Linear and Non-Linear Methods for Determination of the Optimum Equilibrium Isotherm for Adsorption of Pb2+ Ions onto Algerian Treated ClayAtallah Benmessaoud0Djamel Nibou1El Hadj Mekatel2Samira Amokrane3Laboratory of Materials Technology, University of Science and Technology Houari Boumediene, B.P. 32, El-Alia, Bab-Ezzouar, Algiers, ALGERIALaboratory of Materials Technology, University of Science and Technology Houari Boumediene, B.P. 32, El-Alia, Bab-Ezzouar, Algiers, ALGERIALaboratory of Materials Technology, University of Science and Technology Houari Boumediene, B.P. 32, El-Alia, Bab-Ezzouar, Algiers, ALGERIALaboratory of Materials Technology, University of Science and Technology Houari Boumediene, B.P. 32, El-Alia, Bab-Ezzouar, Algiers, ALGERIAThe adsorption equilibrium isotherms of lead from aqueous solutions onto treated clay were studied and modeled. The ability of clay to remove Pb 2+ ions from aqueous solutions has been studied at different operating conditions: contact time (5-90 min), adsorbent dosage (1-4 g/L), initial ion concentration (10 - 200 mg/L), and pH solution (1 - 11) and temperature (298 - 333 K). The maximum uptake (98.%) is obtained under the optimum conditions: pH ∼ 7 and adsorbent dose of 2.5 g/L for an initial concentration of 10 mg/Lat 298 K. In order to determine the best-fit isotherm, the experimental equilibrium data were analyzed using some adsorption isotherm models with two-parameters as Langmuir, Freundlich, Temkin, Elovich and Dubinin-Radushkevich, and three-parameters as Langmuir-Freundlich, Redlich-Peterson, Sips, Fritz-Schlender, and Toth. Models with four-parameters as Fritz-Schlunder and Baudu and with five-parameters as Fritz-Schlunder were also used. A comparison of linear and non-linear regression methods for predicting the optimum isotherms was made using the experimental adsorption equilibrium data of Pb2+ ions onto treated clay. The following error analysis methods were used, the coefficient of determination R2, the sum of the squares of the errors, the sum of the absolute errors, the average relative error, the Mean Square Error, and the Root Mean Square Error. The error values indicated that the non-linear method is a better way to obtain the isotherm parameters describing the Pb2+ ions adsorption onto the clay. The comparison between different models shows that the Fritz-Schlünder model with five-parameters was more suitable to describe the equilibrium data. The kinetics data of batch interaction was also analyzed with various kinetic models. It was found that the pseudo-second-order model using the non-linear regression method predicted best the experimental data.http://www.ijcce.ac.ir/article_35116_138c7a58cd7097435eb8850ef5503fa2.pdfadsorptiontreated claypb2+ ionsisothermslinear and non-linear regressionkinetic |
spellingShingle | Atallah Benmessaoud Djamel Nibou El Hadj Mekatel Samira Amokrane A Comparative Study of the Linear and Non-Linear Methods for Determination of the Optimum Equilibrium Isotherm for Adsorption of Pb2+ Ions onto Algerian Treated Clay Iranian Journal of Chemistry & Chemical Engineering adsorption treated clay pb2+ ions isotherms linear and non-linear regression kinetic |
title | A Comparative Study of the Linear and Non-Linear Methods for Determination of the Optimum Equilibrium Isotherm for Adsorption of Pb2+ Ions onto Algerian Treated Clay |
title_full | A Comparative Study of the Linear and Non-Linear Methods for Determination of the Optimum Equilibrium Isotherm for Adsorption of Pb2+ Ions onto Algerian Treated Clay |
title_fullStr | A Comparative Study of the Linear and Non-Linear Methods for Determination of the Optimum Equilibrium Isotherm for Adsorption of Pb2+ Ions onto Algerian Treated Clay |
title_full_unstemmed | A Comparative Study of the Linear and Non-Linear Methods for Determination of the Optimum Equilibrium Isotherm for Adsorption of Pb2+ Ions onto Algerian Treated Clay |
title_short | A Comparative Study of the Linear and Non-Linear Methods for Determination of the Optimum Equilibrium Isotherm for Adsorption of Pb2+ Ions onto Algerian Treated Clay |
title_sort | comparative study of the linear and non linear methods for determination of the optimum equilibrium isotherm for adsorption of pb2 ions onto algerian treated clay |
topic | adsorption treated clay pb2+ ions isotherms linear and non-linear regression kinetic |
url | http://www.ijcce.ac.ir/article_35116_138c7a58cd7097435eb8850ef5503fa2.pdf |
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