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In relation to this article, we declare that there is no conflict of interest.
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Received December 30, 2016
Accepted May 31, 2017
articles This is an Open-Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/bync/3.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
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Artificial neural network (ANN) approach for modeling Zn(II) adsorption in batch process

Department of Environmental Engineering, Engineering Faculty, Cumhuriyet University, 58140, Sivas, Turkey
Korean Journal of Chemical Engineering, September 2017, 34(9), 2423-2434(12), 10.1007/s11814-017-0157-3
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Abstract

Artificial neural networks (ANN) were applied to predict adsorption efficiency of peanut shells for the removal of Zn(II) ions from aqueous solutions. Effects of initial pH, Zn(II) concentrations, temperature, contact duration and adsorbent dosage were determined in batch experiments. The sorption capacities of the sorbents were predicted with the aid of equilibrium and kinetic models. The Zn(II) ions adsorption onto peanut shell was better defined by the pseudo-second-order kinetic model, for both initial pH, and temperature. The highest R2 value in isotherm tudies was obtained from Freundlich isotherm for the inlet concentration and from Temkin isotherm for the sorbent amount. The high R2 values prove that modeling the adsorption process with ANN is a satisfactory approach. The experimental results and the predicted results by the model with the ANN were found to be highly compatible with each other.

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