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Robust Control of Repeated Drug Administration with Variable Doses Based on Uncertain Mathematical Model
The aim of this paper was to design a repeated drug administration strategy to reach and maintain the requested drug concentration in the body. Conservative designs require an exact knowledge of pharmacokinetic parameters, which is considered an unrealistic demand. The problem is usually resolved us...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10451231/ https://www.ncbi.nlm.nih.gov/pubmed/37627806 http://dx.doi.org/10.3390/bioengineering10080921 |
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author | Vitková, Zuzana Dodek, Martin Miklovičová, Eva Pavlovičová, Jarmila Babinec, Andrej Vitko, Anton |
author_facet | Vitková, Zuzana Dodek, Martin Miklovičová, Eva Pavlovičová, Jarmila Babinec, Andrej Vitko, Anton |
author_sort | Vitková, Zuzana |
collection | PubMed |
description | The aim of this paper was to design a repeated drug administration strategy to reach and maintain the requested drug concentration in the body. Conservative designs require an exact knowledge of pharmacokinetic parameters, which is considered an unrealistic demand. The problem is usually resolved using the trial-and-error open-loop approach; yet, this can be considered insufficient due to the parametric uncertainties as the dosing strategy may induce an undesired behavior of the drug concentrations. Therefore, the presented approach is rather based on the paradigms of system and control theory. An algorithm was designed that computes the required doses to be administered based on the blood samples. Since repeated drug dosing is essentially a discrete time process, the entire design considers the discrete time domain. We have also presented the idea of applying this methodology for the stabilization of an unstable model, for instance, a model of tumor growth. The simulation experiments demonstrated that all variants of the proposed control algorithm can reach and maintain the desired drug concentration robustly, i.e., despite the presence of parametric uncertainties, in a way that is superior to that of the traditional open-loop approach. It was shown that the closed-loop control with the integral controller and stabilizing state feedback is robust against large parametric uncertainties. |
format | Online Article Text |
id | pubmed-10451231 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-104512312023-08-26 Robust Control of Repeated Drug Administration with Variable Doses Based on Uncertain Mathematical Model Vitková, Zuzana Dodek, Martin Miklovičová, Eva Pavlovičová, Jarmila Babinec, Andrej Vitko, Anton Bioengineering (Basel) Article The aim of this paper was to design a repeated drug administration strategy to reach and maintain the requested drug concentration in the body. Conservative designs require an exact knowledge of pharmacokinetic parameters, which is considered an unrealistic demand. The problem is usually resolved using the trial-and-error open-loop approach; yet, this can be considered insufficient due to the parametric uncertainties as the dosing strategy may induce an undesired behavior of the drug concentrations. Therefore, the presented approach is rather based on the paradigms of system and control theory. An algorithm was designed that computes the required doses to be administered based on the blood samples. Since repeated drug dosing is essentially a discrete time process, the entire design considers the discrete time domain. We have also presented the idea of applying this methodology for the stabilization of an unstable model, for instance, a model of tumor growth. The simulation experiments demonstrated that all variants of the proposed control algorithm can reach and maintain the desired drug concentration robustly, i.e., despite the presence of parametric uncertainties, in a way that is superior to that of the traditional open-loop approach. It was shown that the closed-loop control with the integral controller and stabilizing state feedback is robust against large parametric uncertainties. MDPI 2023-08-03 /pmc/articles/PMC10451231/ /pubmed/37627806 http://dx.doi.org/10.3390/bioengineering10080921 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Vitková, Zuzana Dodek, Martin Miklovičová, Eva Pavlovičová, Jarmila Babinec, Andrej Vitko, Anton Robust Control of Repeated Drug Administration with Variable Doses Based on Uncertain Mathematical Model |
title | Robust Control of Repeated Drug Administration with Variable Doses Based on Uncertain Mathematical Model |
title_full | Robust Control of Repeated Drug Administration with Variable Doses Based on Uncertain Mathematical Model |
title_fullStr | Robust Control of Repeated Drug Administration with Variable Doses Based on Uncertain Mathematical Model |
title_full_unstemmed | Robust Control of Repeated Drug Administration with Variable Doses Based on Uncertain Mathematical Model |
title_short | Robust Control of Repeated Drug Administration with Variable Doses Based on Uncertain Mathematical Model |
title_sort | robust control of repeated drug administration with variable doses based on uncertain mathematical model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10451231/ https://www.ncbi.nlm.nih.gov/pubmed/37627806 http://dx.doi.org/10.3390/bioengineering10080921 |
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