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A robust fixed point transformation-based approach for type 1 diabetes control
Modeling and control of diabetes mellitus (DM) are difficult due to the highly nonlinear attitude, time-delay effects, the impulse kind input signals and the lack of continuously available blood glucose (BG) level to be regulated. Regarding the mentioned problems, identification of DM model is cruci...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer Netherlands
2017
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6979507/ https://www.ncbi.nlm.nih.gov/pubmed/32025098 http://dx.doi.org/10.1007/s11071-017-3598-7 |
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author | Kovács, Levente |
author_facet | Kovács, Levente |
author_sort | Kovács, Levente |
collection | PubMed |
description | Modeling and control of diabetes mellitus (DM) are difficult due to the highly nonlinear attitude, time-delay effects, the impulse kind input signals and the lack of continuously available blood glucose (BG) level to be regulated. Regarding the mentioned problems, identification of DM model is crucial. Furthermore, due to the lack of information about the internal states (which cannot be measured in everyday life) and because the BG level is not available in every moment over time, adaptive robust control design method regardless exact model dependency would successfully handle these unfavorable effects without simplifications. The recently developed nonlinear robust fixed point transformation (RFPT)-based controller design method requires only a roughly approximate model in order to realize the controller structure. Moreover, parallel simulated approximate models—in order to provide additional internal information—can be used with the method. In this paper, the usability of the novel RFPT-based technique is demonstrated on the physiological problem of diabetes. |
format | Online Article Text |
id | pubmed-6979507 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-69795072020-02-03 A robust fixed point transformation-based approach for type 1 diabetes control Kovács, Levente Nonlinear Dyn Original Paper Modeling and control of diabetes mellitus (DM) are difficult due to the highly nonlinear attitude, time-delay effects, the impulse kind input signals and the lack of continuously available blood glucose (BG) level to be regulated. Regarding the mentioned problems, identification of DM model is crucial. Furthermore, due to the lack of information about the internal states (which cannot be measured in everyday life) and because the BG level is not available in every moment over time, adaptive robust control design method regardless exact model dependency would successfully handle these unfavorable effects without simplifications. The recently developed nonlinear robust fixed point transformation (RFPT)-based controller design method requires only a roughly approximate model in order to realize the controller structure. Moreover, parallel simulated approximate models—in order to provide additional internal information—can be used with the method. In this paper, the usability of the novel RFPT-based technique is demonstrated on the physiological problem of diabetes. Springer Netherlands 2017-06-19 2017 /pmc/articles/PMC6979507/ /pubmed/32025098 http://dx.doi.org/10.1007/s11071-017-3598-7 Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Original Paper Kovács, Levente A robust fixed point transformation-based approach for type 1 diabetes control |
title | A robust fixed point transformation-based approach for type 1 diabetes control |
title_full | A robust fixed point transformation-based approach for type 1 diabetes control |
title_fullStr | A robust fixed point transformation-based approach for type 1 diabetes control |
title_full_unstemmed | A robust fixed point transformation-based approach for type 1 diabetes control |
title_short | A robust fixed point transformation-based approach for type 1 diabetes control |
title_sort | robust fixed point transformation-based approach for type 1 diabetes control |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6979507/ https://www.ncbi.nlm.nih.gov/pubmed/32025098 http://dx.doi.org/10.1007/s11071-017-3598-7 |
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