Robust Design and Application of Hybrid Taguchi-Genetic Algorithm for Fractional Order PID Controller

碩士 === 國立高雄應用科技大學 === 電機工程系博碩士班 === 105 === The fractional-order PID (FOPID) controller is designed by the hybrid Taguchi-genetic algorithm (HTGA) combining genetic algorithm (GA) with Taguchi method in this thesis, and this FOPID controller is applied to the different systems: single-input single-o...

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Main Authors: CHEN,CHI-CHE, 陳繼哲
Other Authors: LEE,CHING-HSIANG
Format: Others
Language:zh-TW
Published: 2017
Online Access:http://ndltd.ncl.edu.tw/handle/63302936087498887329
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spelling ndltd-TW-105KUAS04420102017-09-24T04:41:00Z http://ndltd.ncl.edu.tw/handle/63302936087498887329 Robust Design and Application of Hybrid Taguchi-Genetic Algorithm for Fractional Order PID Controller 混合型田口基因演算法於分數階PID控制器之強健設計與應用 CHEN,CHI-CHE 陳繼哲 碩士 國立高雄應用科技大學 電機工程系博碩士班 105 The fractional-order PID (FOPID) controller is designed by the hybrid Taguchi-genetic algorithm (HTGA) combining genetic algorithm (GA) with Taguchi method in this thesis, and this FOPID controller is applied to the different systems: single-input single-output (SISO) stable system, SISO unstable system, stable systems with time delay and high-dimensional system. The comparisons between HTGA and GA designs are presented, and the results reveal the superiority of the proposed method. Generally, the optimization approach is usually used to design the parameters of the PID controller in order to achieve better control performance. However, most of the optimization approaches often meet the trouble of being the local optimal solution. In this thesis, the proposed HTGA method can enhance the global exploration capability and the robustness property of the solution to find a better FOPID controller. In addition, if a design with the tolerance is considered, the designed FOPID controller with HTGA can still keep good performance even though the system is under uncertainties. Finally, the effectiveness of the proposed method is verified via a FOPID robust controller using tolerance design to control the electrostatic precipitator (ESP) current for opacity which is an SISO stable system. LEE,CHING-HSIANG 李慶祥 2017 學位論文 ; thesis 99 zh-TW
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language zh-TW
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sources NDLTD
description 碩士 === 國立高雄應用科技大學 === 電機工程系博碩士班 === 105 === The fractional-order PID (FOPID) controller is designed by the hybrid Taguchi-genetic algorithm (HTGA) combining genetic algorithm (GA) with Taguchi method in this thesis, and this FOPID controller is applied to the different systems: single-input single-output (SISO) stable system, SISO unstable system, stable systems with time delay and high-dimensional system. The comparisons between HTGA and GA designs are presented, and the results reveal the superiority of the proposed method. Generally, the optimization approach is usually used to design the parameters of the PID controller in order to achieve better control performance. However, most of the optimization approaches often meet the trouble of being the local optimal solution. In this thesis, the proposed HTGA method can enhance the global exploration capability and the robustness property of the solution to find a better FOPID controller. In addition, if a design with the tolerance is considered, the designed FOPID controller with HTGA can still keep good performance even though the system is under uncertainties. Finally, the effectiveness of the proposed method is verified via a FOPID robust controller using tolerance design to control the electrostatic precipitator (ESP) current for opacity which is an SISO stable system.
author2 LEE,CHING-HSIANG
author_facet LEE,CHING-HSIANG
CHEN,CHI-CHE
陳繼哲
author CHEN,CHI-CHE
陳繼哲
spellingShingle CHEN,CHI-CHE
陳繼哲
Robust Design and Application of Hybrid Taguchi-Genetic Algorithm for Fractional Order PID Controller
author_sort CHEN,CHI-CHE
title Robust Design and Application of Hybrid Taguchi-Genetic Algorithm for Fractional Order PID Controller
title_short Robust Design and Application of Hybrid Taguchi-Genetic Algorithm for Fractional Order PID Controller
title_full Robust Design and Application of Hybrid Taguchi-Genetic Algorithm for Fractional Order PID Controller
title_fullStr Robust Design and Application of Hybrid Taguchi-Genetic Algorithm for Fractional Order PID Controller
title_full_unstemmed Robust Design and Application of Hybrid Taguchi-Genetic Algorithm for Fractional Order PID Controller
title_sort robust design and application of hybrid taguchi-genetic algorithm for fractional order pid controller
publishDate 2017
url http://ndltd.ncl.edu.tw/handle/63302936087498887329
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