Parameter identification of a coupled tank liquid evel system via particle swarm optimization

This project focuses on obtaining a mathematical equation for a coupled tank liquid level system. The aim of this project is to identify and obtain the mathematical modeling utilizing Particle Swarm Optimization (PSO). The level of water in each tank is monitored by a capacitive-type probe. Signal c...

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Main Author: Nur Azmina, Othman
Format: Undergraduates Project Papers
Language:English
Published: 2009
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Online Access:http://umpir.ump.edu.my/id/eprint/1964/1/Nur_Azmina_%28_CD_5373_%29.pdf
http://umpir.ump.edu.my/id/eprint/1964/
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spelling my.ump.umpir.19642021-06-30T03:25:37Z http://umpir.ump.edu.my/id/eprint/1964/ Parameter identification of a coupled tank liquid evel system via particle swarm optimization Nur Azmina, Othman TJ Mechanical engineering and machinery This project focuses on obtaining a mathematical equation for a coupled tank liquid level system. The aim of this project is to identify and obtain the mathematical modeling utilizing Particle Swarm Optimization (PSO). The level of water in each tank is monitored by a capacitive-type probe. Signal conditioning circuits convert the measured capacitance (a function of the water level) to electrical signals in the range 0 to +5 Volt DC. Output from simulated and modeling performance are compared until n set number of iteration for error less output. The fitness function which equal to the sum of errors less square over number of iteration is later used in Visual Basic. Using Visual Basic, a GUI is developed to analyze and display both performances in terms of graph. In addition, both performances are also analyzed in terms of its transient and steady-state responses. The obtained mathematical equation can further be used for controller development such as by simulation in MATLAB/Simulink 2009-12 Undergraduates Project Papers NonPeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/1964/1/Nur_Azmina_%28_CD_5373_%29.pdf Nur Azmina, Othman (2009) Parameter identification of a coupled tank liquid evel system via particle swarm optimization. Faculty of Electrical & Electronic Engineering, Universiti Malaysia Pahang.
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Nur Azmina, Othman
Parameter identification of a coupled tank liquid evel system via particle swarm optimization
description This project focuses on obtaining a mathematical equation for a coupled tank liquid level system. The aim of this project is to identify and obtain the mathematical modeling utilizing Particle Swarm Optimization (PSO). The level of water in each tank is monitored by a capacitive-type probe. Signal conditioning circuits convert the measured capacitance (a function of the water level) to electrical signals in the range 0 to +5 Volt DC. Output from simulated and modeling performance are compared until n set number of iteration for error less output. The fitness function which equal to the sum of errors less square over number of iteration is later used in Visual Basic. Using Visual Basic, a GUI is developed to analyze and display both performances in terms of graph. In addition, both performances are also analyzed in terms of its transient and steady-state responses. The obtained mathematical equation can further be used for controller development such as by simulation in MATLAB/Simulink
format Undergraduates Project Papers
author Nur Azmina, Othman
author_facet Nur Azmina, Othman
author_sort Nur Azmina, Othman
title Parameter identification of a coupled tank liquid evel system via particle swarm optimization
title_short Parameter identification of a coupled tank liquid evel system via particle swarm optimization
title_full Parameter identification of a coupled tank liquid evel system via particle swarm optimization
title_fullStr Parameter identification of a coupled tank liquid evel system via particle swarm optimization
title_full_unstemmed Parameter identification of a coupled tank liquid evel system via particle swarm optimization
title_sort parameter identification of a coupled tank liquid evel system via particle swarm optimization
publishDate 2009
url http://umpir.ump.edu.my/id/eprint/1964/1/Nur_Azmina_%28_CD_5373_%29.pdf
http://umpir.ump.edu.my/id/eprint/1964/
_version_ 1705056879255748608
score 13.160551