Application of Genetic Algorithm in Kinetic Modeling of Fischer-Tropsch Synthesis

Kinetic modeling is an important issue, whose objective is the accurate determination of the rates of various reactions taking place in a reacting system. This issue is a pivotal element in the process design and development particularly for novel processes which are based on reactions taking place...

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Main Authors: Mohammad Masoori, Ramin Bozorgmehry Boozarjomehry, Maryam Sarnavi J, Nafise Reshadi
Format: Article
Language:English
Published: Iranian Institute of Research and Development in Chemical Industries (IRDCI)-ACECR 2008-03-01
Series:Iranian Journal of Chemistry & Chemical Engineering
Subjects:
Online Access:http://www.ijcce.ac.ir/article_7009_8ab018bafe3cbb261f4586566add93d6.pdf
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spelling doaj-4afb355a384f47b78179b30cc3577a522020-11-25T03:38:21ZengIranian Institute of Research and Development in Chemical Industries (IRDCI)-ACECRIranian Journal of Chemistry & Chemical Engineering 1021-99861021-99862008-03-0127125347009Application of Genetic Algorithm in Kinetic Modeling of Fischer-Tropsch SynthesisMohammad Masoori0Ramin Bozorgmehry Boozarjomehry1Maryam Sarnavi J2Nafise Reshadi3Department of Chemical and Petroleum Engineering, Sharif University of Technology, Tehran, I.R. IRANDepartment of Chemical and Petroleum Engineering, Sharif University of Technology, Tehran, I.R. IRANMinistry of Education, Khoram Abad, Lorestan, I.R. IRANDepartment of Chemical and Petroleum Engineering, Sharif University of Technology, Tehran, I.R. IRANKinetic modeling is an important issue, whose objective is the accurate determination of the rates of various reactions taking place in a reacting system. This issue is a pivotal element in the process design and development particularly for novel processes which are based on reactions taking place between various types of species. The Fischer Tropsch (FT) reactions have been used as the kinetic modeling bench mark. General kinetic models for FT, Water-Gas-Shift (WGS) and overall rates based on Langmuir-Hinshelwood-Hougen-Watson (LHHW) type have been considered and their optimum parameters have been obtained by Genetic Algorithms. The study shows the obtained model outperforms the other alternative models both in generality and accuracy. Due to flexibility and generality of Genetic Algorithms, it seems that GA is a useful technique with lots of potentials in determination of optimum kinetic model corresponding to a set of complex reactions.http://www.ijcce.ac.ir/article_7009_8ab018bafe3cbb261f4586566add93d6.pdfgenetic algorithmkinetic modeloptimizationfischer-tropsch (ft)water gas shift (wgs)
collection DOAJ
language English
format Article
sources DOAJ
author Mohammad Masoori
Ramin Bozorgmehry Boozarjomehry
Maryam Sarnavi J
Nafise Reshadi
spellingShingle Mohammad Masoori
Ramin Bozorgmehry Boozarjomehry
Maryam Sarnavi J
Nafise Reshadi
Application of Genetic Algorithm in Kinetic Modeling of Fischer-Tropsch Synthesis
Iranian Journal of Chemistry & Chemical Engineering
genetic algorithm
kinetic model
optimization
fischer-tropsch (ft)
water gas shift (wgs)
author_facet Mohammad Masoori
Ramin Bozorgmehry Boozarjomehry
Maryam Sarnavi J
Nafise Reshadi
author_sort Mohammad Masoori
title Application of Genetic Algorithm in Kinetic Modeling of Fischer-Tropsch Synthesis
title_short Application of Genetic Algorithm in Kinetic Modeling of Fischer-Tropsch Synthesis
title_full Application of Genetic Algorithm in Kinetic Modeling of Fischer-Tropsch Synthesis
title_fullStr Application of Genetic Algorithm in Kinetic Modeling of Fischer-Tropsch Synthesis
title_full_unstemmed Application of Genetic Algorithm in Kinetic Modeling of Fischer-Tropsch Synthesis
title_sort application of genetic algorithm in kinetic modeling of fischer-tropsch synthesis
publisher Iranian Institute of Research and Development in Chemical Industries (IRDCI)-ACECR
series Iranian Journal of Chemistry & Chemical Engineering
issn 1021-9986
1021-9986
publishDate 2008-03-01
description Kinetic modeling is an important issue, whose objective is the accurate determination of the rates of various reactions taking place in a reacting system. This issue is a pivotal element in the process design and development particularly for novel processes which are based on reactions taking place between various types of species. The Fischer Tropsch (FT) reactions have been used as the kinetic modeling bench mark. General kinetic models for FT, Water-Gas-Shift (WGS) and overall rates based on Langmuir-Hinshelwood-Hougen-Watson (LHHW) type have been considered and their optimum parameters have been obtained by Genetic Algorithms. The study shows the obtained model outperforms the other alternative models both in generality and accuracy. Due to flexibility and generality of Genetic Algorithms, it seems that GA is a useful technique with lots of potentials in determination of optimum kinetic model corresponding to a set of complex reactions.
topic genetic algorithm
kinetic model
optimization
fischer-tropsch (ft)
water gas shift (wgs)
url http://www.ijcce.ac.ir/article_7009_8ab018bafe3cbb261f4586566add93d6.pdf
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AT maryamsarnavij applicationofgeneticalgorithminkineticmodelingoffischertropschsynthesis
AT nafisereshadi applicationofgeneticalgorithminkineticmodelingoffischertropschsynthesis
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