Intelligent robust control design of a Precise Positioning System

This paper addresses an intelligent uncertainty function to improve the robust stability and performance of H∞ controlled system in terms of reduced conservatism. The system is identified, out-put performance and control signal requirements are controlled by proper selection of performance and contr...

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Main Authors: M. Raafat, Safanah, Akmeliawati, Rini, Martono, Wahyudi
Format: Article
Language:English
Published: ICROS and KIEE 2010
Subjects:
Online Access:http://irep.iium.edu.my/2524/
http://irep.iium.edu.my/2524/
http://irep.iium.edu.my/2524/
http://irep.iium.edu.my/2524/1/Intelligent_Robust_Control_Design_of_a_Precise_Positioning_System.pdf
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recordtype eprints
spelling iium-25242011-11-21T23:55:09Z http://irep.iium.edu.my/2524/ Intelligent robust control design of a Precise Positioning System M. Raafat, Safanah Akmeliawati, Rini Martono, Wahyudi TK Electrical engineering. Electronics Nuclear engineering This paper addresses an intelligent uncertainty function to improve the robust stability and performance of H∞ controlled system in terms of reduced conservatism. The system is identified, out-put performance and control signal requirements are controlled by proper selection of performance and control weighting functions. Adaptive Neuro Fuzzy Inference System (ANFIS) learns the uncertainty bounds of model uncertainty that results from unmodeled dynamics and parameter variations, then the developed uncertainty weighting function will be included in the synthesis of the H∞ controller. v-gap measure is utilized to validate the intelligent identified uncertainty bounds and measure the stability of the designed H∞ controlled system as well. Experimental results on a servo motion system reveal the advantages of combining intelligent uncertainty identification and robust control. Improved perform-ance is achieved. The proposed approach also allows for iterative experiment design. ICROS and KIEE 2010-10 Article PeerReviewed application/pdf en http://irep.iium.edu.my/2524/1/Intelligent_Robust_Control_Design_of_a_Precise_Positioning_System.pdf M. Raafat, Safanah and Akmeliawati, Rini and Martono, Wahyudi (2010) Intelligent robust control design of a Precise Positioning System. International Journal of Control, Automation and Systems, 8 (5). pp. 1123-1132. ISSN 15986446 http://www.ijcas.com/IJCAS_default.asp DOI: 10.1007/s12555-010-0521-0
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
M. Raafat, Safanah
Akmeliawati, Rini
Martono, Wahyudi
Intelligent robust control design of a Precise Positioning System
description This paper addresses an intelligent uncertainty function to improve the robust stability and performance of H∞ controlled system in terms of reduced conservatism. The system is identified, out-put performance and control signal requirements are controlled by proper selection of performance and control weighting functions. Adaptive Neuro Fuzzy Inference System (ANFIS) learns the uncertainty bounds of model uncertainty that results from unmodeled dynamics and parameter variations, then the developed uncertainty weighting function will be included in the synthesis of the H∞ controller. v-gap measure is utilized to validate the intelligent identified uncertainty bounds and measure the stability of the designed H∞ controlled system as well. Experimental results on a servo motion system reveal the advantages of combining intelligent uncertainty identification and robust control. Improved perform-ance is achieved. The proposed approach also allows for iterative experiment design.
format Article
author M. Raafat, Safanah
Akmeliawati, Rini
Martono, Wahyudi
author_facet M. Raafat, Safanah
Akmeliawati, Rini
Martono, Wahyudi
author_sort M. Raafat, Safanah
title Intelligent robust control design of a Precise Positioning System
title_short Intelligent robust control design of a Precise Positioning System
title_full Intelligent robust control design of a Precise Positioning System
title_fullStr Intelligent robust control design of a Precise Positioning System
title_full_unstemmed Intelligent robust control design of a Precise Positioning System
title_sort intelligent robust control design of a precise positioning system
publisher ICROS and KIEE
publishDate 2010
url http://irep.iium.edu.my/2524/
http://irep.iium.edu.my/2524/
http://irep.iium.edu.my/2524/
http://irep.iium.edu.my/2524/1/Intelligent_Robust_Control_Design_of_a_Precise_Positioning_System.pdf
first_indexed 2023-09-18T20:10:08Z
last_indexed 2023-09-18T20:10:08Z
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