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On the Role of the Objective in the Optimization of Compartmental Models for Biomedical Therapies
We review and discuss results obtained through an application of tools of nonlinear optimal control to biomedical problems. We discuss various aspects of the modeling of the dynamics (such as growth and interaction terms), modeling of treatment (including pharmacometrics of the drugs), and give spec...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7525767/ https://www.ncbi.nlm.nih.gov/pubmed/33012845 http://dx.doi.org/10.1007/s10957-020-01754-2 |
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author | Ledzewicz, Urszula Schättler, Heinz |
author_facet | Ledzewicz, Urszula Schättler, Heinz |
author_sort | Ledzewicz, Urszula |
collection | PubMed |
description | We review and discuss results obtained through an application of tools of nonlinear optimal control to biomedical problems. We discuss various aspects of the modeling of the dynamics (such as growth and interaction terms), modeling of treatment (including pharmacometrics of the drugs), and give special attention to the choice of the objective functional to be minimized. Indeed, many properties of optimal solutions are predestined by this choice which often is only made casually using some simple ad hoc heuristics. We discuss means to improve this choice by taking into account the underlying biology of the problem. |
format | Online Article Text |
id | pubmed-7525767 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-75257672020-09-30 On the Role of the Objective in the Optimization of Compartmental Models for Biomedical Therapies Ledzewicz, Urszula Schättler, Heinz J Optim Theory Appl Invited Paper We review and discuss results obtained through an application of tools of nonlinear optimal control to biomedical problems. We discuss various aspects of the modeling of the dynamics (such as growth and interaction terms), modeling of treatment (including pharmacometrics of the drugs), and give special attention to the choice of the objective functional to be minimized. Indeed, many properties of optimal solutions are predestined by this choice which often is only made casually using some simple ad hoc heuristics. We discuss means to improve this choice by taking into account the underlying biology of the problem. Springer US 2020-09-30 2020 /pmc/articles/PMC7525767/ /pubmed/33012845 http://dx.doi.org/10.1007/s10957-020-01754-2 Text en © Springer Science+Business Media, LLC, part of Springer Nature 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Invited Paper Ledzewicz, Urszula Schättler, Heinz On the Role of the Objective in the Optimization of Compartmental Models for Biomedical Therapies |
title | On the Role of the Objective in the Optimization of Compartmental Models for Biomedical Therapies |
title_full | On the Role of the Objective in the Optimization of Compartmental Models for Biomedical Therapies |
title_fullStr | On the Role of the Objective in the Optimization of Compartmental Models for Biomedical Therapies |
title_full_unstemmed | On the Role of the Objective in the Optimization of Compartmental Models for Biomedical Therapies |
title_short | On the Role of the Objective in the Optimization of Compartmental Models for Biomedical Therapies |
title_sort | on the role of the objective in the optimization of compartmental models for biomedical therapies |
topic | Invited Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7525767/ https://www.ncbi.nlm.nih.gov/pubmed/33012845 http://dx.doi.org/10.1007/s10957-020-01754-2 |
work_keys_str_mv | AT ledzewiczurszula ontheroleoftheobjectiveintheoptimizationofcompartmentalmodelsforbiomedicaltherapies AT schattlerheinz ontheroleoftheobjectiveintheoptimizationofcompartmentalmodelsforbiomedicaltherapies |