Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1783621197807747072 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7728094 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT ruasantiago observabilityanalysisandobserverdesignforanonlinearthreetanksystemtheoryandexperiments AT vasquezrafaele observabilityanalysisandobserverdesignforanonlinearthreetanksystemtheoryandexperiments AT crastanaveen observabilityanalysisandobserverdesignforanonlinearthreetanksystemtheoryandexperiments AT zuluagacarlosa observabilityanalysisandobserverdesignforanonlinearthreetanksystemtheoryandexperiments |