Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autor principal: Kovács, Levente
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2017
Materias:
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
_version_ 1783490912043663360
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
work_keys_str_mv AT kovacslevente arobustfixedpointtransformationbasedapproachfortype1diabetescontrol
AT kovacslevente robustfixedpointtransformationbasedapproachfortype1diabetescontrol