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Implementation of soft computing approaches for prediction of physicochemical properties of ionic liquid mixtures

  • Atashrouz, Saeid (Department of Chemical Engineering, Amirkabir University of Technology (Tehran Polytechnic), Mahshahr Campus) ;
  • Mirshekar, Hamed (Iran Polymer and Petrochemical Institute (IPPI)) ;
  • Hemmati-Sarapardeh, Abdolhossein (Department of Petroleum Engineering, Amirkabir University of Technology) ;
  • Moraveji, Mostafa Keshavarz (Department of Chemical Engineering, Amirkabir University of Technology (Tehran Polytechnic)) ;
  • Nasernejad, Bahram (Department of Chemical Engineering, Amirkabir University of Technology (Tehran Polytechnic))
  • Received : 2016.05.04
  • Accepted : 2016.09.30
  • Published : 2017.02.01

Abstract

The main objective of this study was to develop soft computing approaches for prediction of physicochemical properties of IL mixtures including: density, heat capacity, thermal conductivity, and surface tension. The proposed models in this study are based on support vector machine (SVM), least square support vector machines (LSSVM), and group method of data handling type polynomial neural network (GMDH-PNN) systems. To find the LSSVM and SVM adjustable parameters, genetic algorithm (GA) as a meta-heuristic algorithm was utilized. The results showed that LSSVM is more robust and reliable for prediction of physicochemical properties of IL mixtures. The proposed GA-LSSVM model provides average absolute relative deviations of 0.38%, 0.18%, 0.77% and 1.18% for density, heat capacity, thermal conductivity, and surface tension, respectively, which demonstrates high accuracy of the model for prediction of physicochemical properties of IL mixtures.

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