This paper illustrates the features of a computational framework which implements an approach to the automated modeling of the rheological behavior of viscoelastic materials. Qualitative, symbolic, and quantitative techniques are integrated to make the most of the available knowledge, and automate model formulation with the goal of attaining both computational efficiency and result accuracy. We used the tool to explore the mucoadhesive potential of pharmaceutical polymers. Solutions of NaCMC polymers and polymer–mucin mixtures at different concentrations underwent standard creep tests, and accurate ODE models were obtained from the data. Model order and parameter values, which are related to the number of structural units within the polymeric network and their strength, respectively, characterize the material complexity and provide a measure of its mucoadhesive potential. Compared with a purely experimental investigation, the model-based approach is cheaper and produces insights into the mechanisms of polymer–mucus interaction.

A model-based approach to the assessment of physicochemical properties of drug delivery materials

Liliana Ironi;Stefania Tentoni
2003

Abstract

This paper illustrates the features of a computational framework which implements an approach to the automated modeling of the rheological behavior of viscoelastic materials. Qualitative, symbolic, and quantitative techniques are integrated to make the most of the available knowledge, and automate model formulation with the goal of attaining both computational efficiency and result accuracy. We used the tool to explore the mucoadhesive potential of pharmaceutical polymers. Solutions of NaCMC polymers and polymer–mucin mixtures at different concentrations underwent standard creep tests, and accurate ODE models were obtained from the data. Model order and parameter values, which are related to the number of structural units within the polymeric network and their strength, respectively, characterize the material complexity and provide a measure of its mucoadhesive potential. Compared with a purely experimental investigation, the model-based approach is cheaper and produces insights into the mechanisms of polymer–mucus interaction.
2003
Istituto di Matematica Applicata e Tecnologie Informatiche - IMATI -
automated modeling
qualitative and model-based reasoning
system identification
viscoelastic materials
drug delivery systems
File in questo prodotto:
Non ci sono file associati a questo prodotto.

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/51487
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 10
  • ???jsp.display-item.citation.isi??? ND
social impact