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Parameter identification of a delayed infinite-dimensional heat-exchanger process based on relay feedback and root loci analysis

The focus of this contribution is twofold. The first part aims at the rigorous and complete analysis of pole loci of a simple delayed model, the characteristic function of which is represented by a quasi-polynomial with a non-delay and a delay parameter. The derived spectrum constitutes an infinite...

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Autores principales: Pekař, Libor, Song, Mengjie, Padhee, Subhransu, Dostálek, Petr, Zezulka, František
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9166772/
https://www.ncbi.nlm.nih.gov/pubmed/35660770
http://dx.doi.org/10.1038/s41598-022-13182-5
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author Pekař, Libor
Song, Mengjie
Padhee, Subhransu
Dostálek, Petr
Zezulka, František
author_facet Pekař, Libor
Song, Mengjie
Padhee, Subhransu
Dostálek, Petr
Zezulka, František
author_sort Pekař, Libor
collection PubMed
description The focus of this contribution is twofold. The first part aims at the rigorous and complete analysis of pole loci of a simple delayed model, the characteristic function of which is represented by a quasi-polynomial with a non-delay and a delay parameter. The derived spectrum constitutes an infinite set, making it a suitable and simple-enough representative of even high-order process dynamics. The second part intends to apply the simple infinite-dimensional model for relay-based parameter identification of a more complex model of a heating–cooling process with heat exchangers. Processes of this type and construction are widely used in industry. The identification procedure has two substantial steps. The first one adopts the simple model with a low computational effort using the saturated relay that provides a more accurate estimation than the standard on/off test. Then, this result is transformed to the estimation of the initial characteristic equation parameters of the complex infinite-dimensional heat-exchanger model using the exact dominant-pole-loci assignment. The benefit of this technique is that multiple model parameters can be estimated under a single relay test. The second step attempts to estimate the remaining model parameters by various numerical optimization techniques and also to enhance all model parameters via the Autotune Variation Plus relay experiment for comparison. Although the obtained unordinary time and frequency domain responses may yield satisfactory results for control tasks, the identified model parameters may not reflect the actual values of process physical quantities.
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spelling pubmed-91667722022-06-05 Parameter identification of a delayed infinite-dimensional heat-exchanger process based on relay feedback and root loci analysis Pekař, Libor Song, Mengjie Padhee, Subhransu Dostálek, Petr Zezulka, František Sci Rep Article The focus of this contribution is twofold. The first part aims at the rigorous and complete analysis of pole loci of a simple delayed model, the characteristic function of which is represented by a quasi-polynomial with a non-delay and a delay parameter. The derived spectrum constitutes an infinite set, making it a suitable and simple-enough representative of even high-order process dynamics. The second part intends to apply the simple infinite-dimensional model for relay-based parameter identification of a more complex model of a heating–cooling process with heat exchangers. Processes of this type and construction are widely used in industry. The identification procedure has two substantial steps. The first one adopts the simple model with a low computational effort using the saturated relay that provides a more accurate estimation than the standard on/off test. Then, this result is transformed to the estimation of the initial characteristic equation parameters of the complex infinite-dimensional heat-exchanger model using the exact dominant-pole-loci assignment. The benefit of this technique is that multiple model parameters can be estimated under a single relay test. The second step attempts to estimate the remaining model parameters by various numerical optimization techniques and also to enhance all model parameters via the Autotune Variation Plus relay experiment for comparison. Although the obtained unordinary time and frequency domain responses may yield satisfactory results for control tasks, the identified model parameters may not reflect the actual values of process physical quantities. Nature Publishing Group UK 2022-06-03 /pmc/articles/PMC9166772/ /pubmed/35660770 http://dx.doi.org/10.1038/s41598-022-13182-5 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Pekař, Libor
Song, Mengjie
Padhee, Subhransu
Dostálek, Petr
Zezulka, František
Parameter identification of a delayed infinite-dimensional heat-exchanger process based on relay feedback and root loci analysis
title Parameter identification of a delayed infinite-dimensional heat-exchanger process based on relay feedback and root loci analysis
title_full Parameter identification of a delayed infinite-dimensional heat-exchanger process based on relay feedback and root loci analysis
title_fullStr Parameter identification of a delayed infinite-dimensional heat-exchanger process based on relay feedback and root loci analysis
title_full_unstemmed Parameter identification of a delayed infinite-dimensional heat-exchanger process based on relay feedback and root loci analysis
title_short Parameter identification of a delayed infinite-dimensional heat-exchanger process based on relay feedback and root loci analysis
title_sort parameter identification of a delayed infinite-dimensional heat-exchanger process based on relay feedback and root loci analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9166772/
https://www.ncbi.nlm.nih.gov/pubmed/35660770
http://dx.doi.org/10.1038/s41598-022-13182-5
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