Real-time integrated process supervision

This paper presents the use of a micro-controller-based integrated process supervision (IPS) system as a real-time platform for investigative work in structuring expert control. Two different control approaches, based on classical and artificial intelligence techniques, were integrated within IPS an...

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Main Authors:	Quek, Chai, Abdul Rahman, Abdul Wahab
Format:	Article
Language:	English
Published:	Elsevier Science Ltd. 2000
Subjects:	T Technology (General)
Online Access:	http://irep.iium.edu.my/38206/ http://irep.iium.edu.my/38206/ http://irep.iium.edu.my/38206/1/Real-time_integrated_process_supervision.pdf

id	iium-38206
recordtype	eprints
spelling	iium-382062014-09-12T01:54:33Z http://irep.iium.edu.my/38206/ Real-time integrated process supervision Quek, Chai Abdul Rahman, Abdul Wahab T Technology (General) This paper presents the use of a micro-controller-based integrated process supervision (IPS) system as a real-time platform for investigative work in structuring expert control. Two different control approaches, based on classical and artificial intelligence techniques, were integrated within IPS and serve as practical examples of the structured approach to expert control. The IPS is a refinement of the expert control architecture. It allows the integration of several control techniques in a single generic framework. Specifically, the paper presents the extensive experimental results derived from a micro-controller-based implementation of IPS on the real-time control of a typical industrial heat-exchanger process. The classical approach, based on auto-tuning techniques, was implemented under the IPS framework. Three auto-tuning techniques, namely Ziegler–Nichols tuning, amplitude tuning and phase tuning were incorporated. In addition, neural-network-based control techniques using the modified cerebellar model articulation controller (MCMAC) were also seamlessly incorporated within the IPS scheme. The real-time experimental results using the IPS architecture significantly demonstrated the effectiveness of IPS in handling varying operating conditions. Furthermore, the inclusion of both AI and classical control techniques within a common supervisory framework adequately shows the generality of the architecture. Elsevier Science Ltd. 2000-12 Article PeerReviewed application/pdf en http://irep.iium.edu.my/38206/1/Real-time_integrated_process_supervision.pdf Quek, Chai and Abdul Rahman, Abdul Wahab (2000) Real-time integrated process supervision. Engineering Applications of Artificial Intelligence, 13 (6). pp. 645-658. ISSN 0952-1976 http://www.sciencedirect.com/science/article/pii/S095219760000052X
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English
topic	T Technology (General)
spellingShingle	T Technology (General) Quek, Chai Abdul Rahman, Abdul Wahab Real-time integrated process supervision
description	This paper presents the use of a micro-controller-based integrated process supervision (IPS) system as a real-time platform for investigative work in structuring expert control. Two different control approaches, based on classical and artificial intelligence techniques, were integrated within IPS and serve as practical examples of the structured approach to expert control. The IPS is a refinement of the expert control architecture. It allows the integration of several control techniques in a single generic framework. Specifically, the paper presents the extensive experimental results derived from a micro-controller-based implementation of IPS on the real-time control of a typical industrial heat-exchanger process. The classical approach, based on auto-tuning techniques, was implemented under the IPS framework. Three auto-tuning techniques, namely Ziegler–Nichols tuning, amplitude tuning and phase tuning were incorporated. In addition, neural-network-based control techniques using the modified cerebellar model articulation controller (MCMAC) were also seamlessly incorporated within the IPS scheme. The real-time experimental results using the IPS architecture significantly demonstrated the effectiveness of IPS in handling varying operating conditions. Furthermore, the inclusion of both AI and classical control techniques within a common supervisory framework adequately shows the generality of the architecture.
format	Article
author	Quek, Chai Abdul Rahman, Abdul Wahab
author_facet	Quek, Chai Abdul Rahman, Abdul Wahab
author_sort	Quek, Chai
title	Real-time integrated process supervision
title_short	Real-time integrated process supervision
title_full	Real-time integrated process supervision
title_fullStr	Real-time integrated process supervision
title_full_unstemmed	Real-time integrated process supervision
title_sort	real-time integrated process supervision
publisher	Elsevier Science Ltd.
publishDate	2000
url	http://irep.iium.edu.my/38206/ http://irep.iium.edu.my/38206/ http://irep.iium.edu.my/38206/1/Real-time_integrated_process_supervision.pdf
first_indexed	2023-09-18T20:54:52Z
last_indexed	2023-09-18T20:54:52Z
_version_	1777410236290695168

Real-time integrated process supervision

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