International Journal of Emerging Multidisciplinaries: Mathematics
Article Title
Document Type
Research Article
Subject Areas
Applied Mathematics and Computations
Keywords
Lumped parameter model, Cardiovascular system, Global sensitivity analysis, Sobol's method, Compartment models
Abstract
In this paper, a general 5-steps framework of uncertainty analysis (UA) and sensitivity analysis (SA) in lumped parameter models of the cardiovascular system (partial or complete) is presented. In order to conduct proper UA and SA, a high number of model simulations is required. Therefore, lumped parameter (0D) models of the cardiovascular system (CVS) are suitable for UA and SA as compared to high or multi-dimensional models (3D,2D,1D). As an example, a linear elastic lumped-parameter model of arm arteries is considered and a 5-steps framework is applied to quantify the impact of input parameters on output variables. The framework uses the method of Sobol which is easy to implement and computationally efficient as compared to other methods, like FAST, eFAST, Sparse grid method, etc. Additionally, the framework algorithm could be applied on all types of compartment models present in different fields of science and technology.
How to Cite This Article
Gul, Raheem; Shahzad, Aamir; and Muhammad Jawwad Riaz, Syed
(2023)
"A Guide to Uncertainty and Global Sensitivity Analysis in Lumped-Parameter Models of the Cardiovascular System,"
International Journal of Emerging Multidisciplinaries: Mathematics: Vol. 2:
Iss.
1, Article 2.
DOI: https://doi.org/10.54938/ijemdm.2023.02.1.119
Receive Date
2022-09-11 08:09:05
Publication Date
5-30-2023