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...
Main Authors: | , , , |
---|---|
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 |
id |
doaj-4afb355a384f47b78179b30cc3577a52 |
---|---|
record_format |
Article |
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 |
work_keys_str_mv |
AT mohammadmasoori applicationofgeneticalgorithminkineticmodelingoffischertropschsynthesis AT raminbozorgmehryboozarjomehry applicationofgeneticalgorithminkineticmodelingoffischertropschsynthesis AT maryamsarnavij applicationofgeneticalgorithminkineticmodelingoffischertropschsynthesis AT nafisereshadi applicationofgeneticalgorithminkineticmodelingoffischertropschsynthesis |
_version_ |
1724542626407907328 |