Application of genetic algorithm for unknown parameter estimations in cylindrical fin

This article deals with the application of the genetic algorithm (GA) for optimizing an inverse problem and retrieving unknown parameters in cylindrical fin geometry. Parameters such as the thermal conductivity and the heat transfer coefficient are attempted for estimation in order to satisfy a desi...

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Main Author: Das, Ranjan.
Other Authors: School of Mechanical and Aerospace Engineering
Format: Article
Language:English
Published: 2013
Online Access:https://hdl.handle.net/10356/85445
http://hdl.handle.net/10220/12562
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-854452020-03-07T13:19:24Z Application of genetic algorithm for unknown parameter estimations in cylindrical fin Das, Ranjan. School of Mechanical and Aerospace Engineering This article deals with the application of the genetic algorithm (GA) for optimizing an inverse problem and retrieving unknown parameters in cylindrical fin geometry. Parameters such as the thermal conductivity and the heat transfer coefficient are attempted for estimation in order to satisfy a desired temperature field in the medium. The study is done for single-parameter and simultaneous two-parameter retrievals. The temperature field is calculated from a forward problem using the finite difference method using some known values of the properties. These properties are ultimately retrieved by an inverse approach using the GA. The study is done for different controlling parameters such as the number of generations, measurement errors and number of measurement locations. For two parameter simultaneous estimation, many combination of unknown parameters are observed to satisfy a given temperature field, and their ratio is only found to be successfully estimated. The present work is proposed to be useful for selecting the thermal properties which are required to satisfy a given temperature field. 2013-07-31T03:31:14Z 2019-12-06T16:03:47Z 2013-07-31T03:31:14Z 2019-12-06T16:03:47Z 2012 2012 Journal Article Das, R. (2012). Application of genetic algorithm for unknown parameter estimations in cylindrical fin. Applied Soft Computing, 12(11), 3369-3378. 1568-4946 https://hdl.handle.net/10356/85445 http://hdl.handle.net/10220/12562 10.1016/j.asoc.2012.07.005 en Applied soft computing
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
description This article deals with the application of the genetic algorithm (GA) for optimizing an inverse problem and retrieving unknown parameters in cylindrical fin geometry. Parameters such as the thermal conductivity and the heat transfer coefficient are attempted for estimation in order to satisfy a desired temperature field in the medium. The study is done for single-parameter and simultaneous two-parameter retrievals. The temperature field is calculated from a forward problem using the finite difference method using some known values of the properties. These properties are ultimately retrieved by an inverse approach using the GA. The study is done for different controlling parameters such as the number of generations, measurement errors and number of measurement locations. For two parameter simultaneous estimation, many combination of unknown parameters are observed to satisfy a given temperature field, and their ratio is only found to be successfully estimated. The present work is proposed to be useful for selecting the thermal properties which are required to satisfy a given temperature field.
author2 School of Mechanical and Aerospace Engineering
author_facet School of Mechanical and Aerospace Engineering
Das, Ranjan.
format Article
author Das, Ranjan.
spellingShingle Das, Ranjan.
Application of genetic algorithm for unknown parameter estimations in cylindrical fin
author_sort Das, Ranjan.
title Application of genetic algorithm for unknown parameter estimations in cylindrical fin
title_short Application of genetic algorithm for unknown parameter estimations in cylindrical fin
title_full Application of genetic algorithm for unknown parameter estimations in cylindrical fin
title_fullStr Application of genetic algorithm for unknown parameter estimations in cylindrical fin
title_full_unstemmed Application of genetic algorithm for unknown parameter estimations in cylindrical fin
title_sort application of genetic algorithm for unknown parameter estimations in cylindrical fin
publishDate 2013
url https://hdl.handle.net/10356/85445
http://hdl.handle.net/10220/12562
_version_ 1681038468010999808