Design of a Nonlinear Generalized Predictive Controller based on Database-Driven Approach

This paper presents a Generalized Predictive Control (GPC) design scheme based on database-driven approach for nonlinear systems. In industrial systems, lots of controlled plants with unknown time-delay and strong nonlinearity, are difficult to be handled in terms of control performance. The databas...

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Autores principales:	Zhe Guan, Toru Yamamoto
Formato:	article
Lenguaje:	EN
Publicado:	Atlantis Press 2021
Materias:	GPC database-driven approach nonlinear systems Technology T
Acceso en línea:	https://doaj.org/article/8fd00e0b0cae48e2ad04b747cd1f0e57
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spelling	oai:doaj.org-article:8fd00e0b0cae48e2ad04b747cd1f0e572021-11-17T09:24:13ZDesign of a Nonlinear Generalized Predictive Controller based on Database-Driven Approach10.2991/jrnal.k.210922.0151259613952352-6386https://doaj.org/article/8fd00e0b0cae48e2ad04b747cd1f0e572021-10-01T00:00:00Zhttps://www.atlantis-press.com/article/125961395/viewhttps://doaj.org/toc/2352-6386This paper presents a Generalized Predictive Control (GPC) design scheme based on database-driven approach for nonlinear systems. In industrial systems, lots of controlled plants with unknown time-delay and strong nonlinearity, are difficult to be handled in terms of control performance. The databased-driven approach has been attracted attention to tackle non-linearity issue without system information. On the other hand, GPC is considered in cases where the time-delay is unknown. The proposed scheme is validated through a numerical simulation.Zhe GuanToru YamamotoAtlantis PressarticleGPCdatabase-driven approachnonlinear systemsTechnologyTENJournal of Robotics, Networking and Artificial Life (JRNAL), Vol 8, Iss 3 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	GPC database-driven approach nonlinear systems Technology T
spellingShingle	GPC database-driven approach nonlinear systems Technology T Zhe Guan Toru Yamamoto Design of a Nonlinear Generalized Predictive Controller based on Database-Driven Approach
description	This paper presents a Generalized Predictive Control (GPC) design scheme based on database-driven approach for nonlinear systems. In industrial systems, lots of controlled plants with unknown time-delay and strong nonlinearity, are difficult to be handled in terms of control performance. The databased-driven approach has been attracted attention to tackle non-linearity issue without system information. On the other hand, GPC is considered in cases where the time-delay is unknown. The proposed scheme is validated through a numerical simulation.
format	article
author	Zhe Guan Toru Yamamoto
author_facet	Zhe Guan Toru Yamamoto
author_sort	Zhe Guan
title	Design of a Nonlinear Generalized Predictive Controller based on Database-Driven Approach
title_short	Design of a Nonlinear Generalized Predictive Controller based on Database-Driven Approach
title_full	Design of a Nonlinear Generalized Predictive Controller based on Database-Driven Approach
title_fullStr	Design of a Nonlinear Generalized Predictive Controller based on Database-Driven Approach
title_full_unstemmed	Design of a Nonlinear Generalized Predictive Controller based on Database-Driven Approach
title_sort	design of a nonlinear generalized predictive controller based on database-driven approach
publisher	Atlantis Press
publishDate	2021
url	https://doaj.org/article/8fd00e0b0cae48e2ad04b747cd1f0e57
work_keys_str_mv	AT zheguan designofanonlineargeneralizedpredictivecontrollerbasedondatabasedrivenapproach AT toruyamamoto designofanonlineargeneralizedpredictivecontrollerbasedondatabasedrivenapproach
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Design of a Nonlinear Generalized Predictive Controller based on Database-Driven Approach

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