Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387250558> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W4387250558 abstract "Diabetes Mellitus is a chronic disease characterized by elevated glucose levels in the blood due to deregulated insulin levels. The management of diabetes is greatly based on self-management of the patient by insulin injections, diet and exercise. Because of this, the study of mathematical models capable of describing the glucose-insulin metabolism in patients with diabetes can be a great tool to help this management. An example of such model, which has been extensively used, is the Eindhoven Diabetes Education Simulator (E-DES) model. Systems biology is a field of study focused on the structure and dynamics of biological systems, and mathematical modelling of these systems through non-linear ordinary differential equations. Parameter estimation, the process of determining the values of undetermined parameters in a mathematical model, is important for achieving reliable predictive models. Many parameter estimation methods exist, including traditional optimization methods and newer techniques such as artificial neural networks, in particular Systems Biology Informed Neural Networks (SBINNs). The goal of this study was to evaluate the performance of SBINNs in estimating E-DES parameters and in fitting to simulated glucose and insulin plasma measurements. Considering different variations of SBINNs, we were able to find a network capable of estimating some of the most important parameters of the E-DES model using simulated plasma glucose and insulin data with a good performance on simulated data." @default.
- W4387250558 created "2023-10-03" @default.
- W4387250558 creator A5013118179 @default.
- W4387250558 creator A5038218119 @default.
- W4387250558 creator A5068735120 @default.
- W4387250558 date "2023-08-29" @default.
- W4387250558 modified "2023-10-17" @default.
- W4387250558 title "Parameter Estimation Of A Physiological Diabetes Model Using Neural Networks" @default.
- W4387250558 cites W2032939444 @default.
- W4387250558 cites W2059743234 @default.
- W4387250558 cites W2103838923 @default.
- W4387250558 cites W2135729540 @default.
- W4387250558 cites W2167543571 @default.
- W4387250558 cites W2418010291 @default.
- W4387250558 cites W2899283552 @default.
- W4387250558 cites W3014009018 @default.
- W4387250558 cites W3133408889 @default.
- W4387250558 cites W3146375919 @default.
- W4387250558 cites W4300962556 @default.
- W4387250558 doi "https://doi.org/10.1109/cibcb56990.2023.10264904" @default.
- W4387250558 hasPublicationYear "2023" @default.
- W4387250558 type Work @default.
- W4387250558 citedByCount "0" @default.
- W4387250558 crossrefType "proceedings-article" @default.
- W4387250558 hasAuthorship W4387250558A5013118179 @default.
- W4387250558 hasAuthorship W4387250558A5038218119 @default.
- W4387250558 hasAuthorship W4387250558A5068735120 @default.
- W4387250558 hasConcept C111919701 @default.
- W4387250558 hasConcept C11413529 @default.
- W4387250558 hasConcept C119857082 @default.
- W4387250558 hasConcept C127413603 @default.
- W4387250558 hasConcept C134018914 @default.
- W4387250558 hasConcept C154945302 @default.
- W4387250558 hasConcept C167928553 @default.
- W4387250558 hasConcept C201995342 @default.
- W4387250558 hasConcept C2776217022 @default.
- W4387250558 hasConcept C2777180221 @default.
- W4387250558 hasConcept C2779306644 @default.
- W4387250558 hasConcept C41008148 @default.
- W4387250558 hasConcept C50644808 @default.
- W4387250558 hasConcept C555293320 @default.
- W4387250558 hasConcept C71924100 @default.
- W4387250558 hasConcept C96250715 @default.
- W4387250558 hasConcept C98045186 @default.
- W4387250558 hasConceptScore W4387250558C111919701 @default.
- W4387250558 hasConceptScore W4387250558C11413529 @default.
- W4387250558 hasConceptScore W4387250558C119857082 @default.
- W4387250558 hasConceptScore W4387250558C127413603 @default.
- W4387250558 hasConceptScore W4387250558C134018914 @default.
- W4387250558 hasConceptScore W4387250558C154945302 @default.
- W4387250558 hasConceptScore W4387250558C167928553 @default.
- W4387250558 hasConceptScore W4387250558C201995342 @default.
- W4387250558 hasConceptScore W4387250558C2776217022 @default.
- W4387250558 hasConceptScore W4387250558C2777180221 @default.
- W4387250558 hasConceptScore W4387250558C2779306644 @default.
- W4387250558 hasConceptScore W4387250558C41008148 @default.
- W4387250558 hasConceptScore W4387250558C50644808 @default.
- W4387250558 hasConceptScore W4387250558C555293320 @default.
- W4387250558 hasConceptScore W4387250558C71924100 @default.
- W4387250558 hasConceptScore W4387250558C96250715 @default.
- W4387250558 hasConceptScore W4387250558C98045186 @default.
- W4387250558 hasLocation W43872505581 @default.
- W4387250558 hasOpenAccess W4387250558 @default.
- W4387250558 hasPrimaryLocation W43872505581 @default.
- W4387250558 hasRelatedWork W2043018918 @default.
- W4387250558 hasRelatedWork W2056481980 @default.
- W4387250558 hasRelatedWork W2068040337 @default.
- W4387250558 hasRelatedWork W2072278087 @default.
- W4387250558 hasRelatedWork W2126342889 @default.
- W4387250558 hasRelatedWork W2342318730 @default.
- W4387250558 hasRelatedWork W2576994247 @default.
- W4387250558 hasRelatedWork W2608353378 @default.
- W4387250558 hasRelatedWork W2735131878 @default.
- W4387250558 hasRelatedWork W4240824339 @default.
- W4387250558 isParatext "false" @default.
- W4387250558 isRetracted "false" @default.
- W4387250558 workType "article" @default.