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Observability Analysis and Observer Design for a Nonlinear Three-Tank System: Theory and Experiments

This paper addresses the observability analysis and observer design for a nonlinear interacting three-tank system. The plant configuration is first described using the process and instrumentation diagram (P&ID) and a state–space realization is derived; some insights about the behavior of the non...

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Autores principales: Rúa, Santiago, Vásquez, Rafael E., Crasta, Naveen, Zuluaga, Carlos A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7728094/
https://www.ncbi.nlm.nih.gov/pubmed/33255678
http://dx.doi.org/10.3390/s20236738
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author Rúa, Santiago
Vásquez, Rafael E.
Crasta, Naveen
Zuluaga, Carlos A.
author_facet Rúa, Santiago
Vásquez, Rafael E.
Crasta, Naveen
Zuluaga, Carlos A.
author_sort Rúa, Santiago
collection PubMed
description This paper addresses the observability analysis and observer design for a nonlinear interacting three-tank system. The plant configuration is first described using the process and instrumentation diagram (P&ID) and a state–space realization is derived; some insights about the behavior of the nonlinear system, considering equilibrium points and the phase portrait are provided. Then, observability in the Hermann–Krener sense is analyzed. A high-gain observer (HGO) is then designed, using the equivalence of the original state–space realization with its observability canonical form, in order to guarantee convergence of the state estimation. The performance was validated through simulation and experiments in a multipurpose plant equipped with real sensors; the HGO response was compared to a Luenberger observer (for a linear approximation of the plant) and the Extended Kalman Filter (for which convergence is not guaranteed), considering nonlinearities, interaction, disturbances and noise. Theoretical and experimental results show that the HGO can provide robust estimation and disturbance rejection, despite the sensitivity of HGOs to noisy variables in processes such as level of liquids.
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spelling pubmed-77280942020-12-11 Observability Analysis and Observer Design for a Nonlinear Three-Tank System: Theory and Experiments Rúa, Santiago Vásquez, Rafael E. Crasta, Naveen Zuluaga, Carlos A. Sensors (Basel) Article This paper addresses the observability analysis and observer design for a nonlinear interacting three-tank system. The plant configuration is first described using the process and instrumentation diagram (P&ID) and a state–space realization is derived; some insights about the behavior of the nonlinear system, considering equilibrium points and the phase portrait are provided. Then, observability in the Hermann–Krener sense is analyzed. A high-gain observer (HGO) is then designed, using the equivalence of the original state–space realization with its observability canonical form, in order to guarantee convergence of the state estimation. The performance was validated through simulation and experiments in a multipurpose plant equipped with real sensors; the HGO response was compared to a Luenberger observer (for a linear approximation of the plant) and the Extended Kalman Filter (for which convergence is not guaranteed), considering nonlinearities, interaction, disturbances and noise. Theoretical and experimental results show that the HGO can provide robust estimation and disturbance rejection, despite the sensitivity of HGOs to noisy variables in processes such as level of liquids. MDPI 2020-11-25 /pmc/articles/PMC7728094/ /pubmed/33255678 http://dx.doi.org/10.3390/s20236738 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Rúa, Santiago
Vásquez, Rafael E.
Crasta, Naveen
Zuluaga, Carlos A.
Observability Analysis and Observer Design for a Nonlinear Three-Tank System: Theory and Experiments
title Observability Analysis and Observer Design for a Nonlinear Three-Tank System: Theory and Experiments
title_full Observability Analysis and Observer Design for a Nonlinear Three-Tank System: Theory and Experiments
title_fullStr Observability Analysis and Observer Design for a Nonlinear Three-Tank System: Theory and Experiments
title_full_unstemmed Observability Analysis and Observer Design for a Nonlinear Three-Tank System: Theory and Experiments
title_short Observability Analysis and Observer Design for a Nonlinear Three-Tank System: Theory and Experiments
title_sort observability analysis and observer design for a nonlinear three-tank system: theory and experiments
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7728094/
https://www.ncbi.nlm.nih.gov/pubmed/33255678
http://dx.doi.org/10.3390/s20236738
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