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Order estimation for a fractional Brownian motion model of glucose control

Academic Article
Publication Date:
2023
abstract:
When a subject is at rest and meals have not been eaten for a relatively long time (e.g. during the night), presumably near-constant, zero-order glucose production occurs in the liver. Glucose elimination from the bloodstream may be proportional to glycemia, with an apparently first-order, linear elimination rate. Besides glycemia itself, unobserved factors (insulinemia, other hormones) may exert second and higher order effects. Random events (sleep pattern variations, hormonal cycles) may also affect glycemia. The time-course of transcutaneously, continuously measured glycemia (CGM) thus reflects the superposition of different orders of control, together with random system error. The problem may be formalized as a fractional random walk, or fractional Brownian motion. In the present work, the order of this fractional stochastic process is estimated on night-time CGM data from one subject.
Iris type:
01.01 Articolo in rivista
Keywords:
Glucose/Insulin; Stochastic Differential Equations; Fractional Brownian motion; Estimation
List of contributors:
D'Orsi, Laura; DE GAETANO, Andrea; Panunzi, Simona; Borri, Alessandro
Authors of the University:
BORRI ALESSANDRO
DE GAETANO ANDREA
PANUNZI SIMONA
Handle:
https://iris.cnr.it/handle/20.500.14243/450899
Published in:
COMMUNICATIONS IN NONLINEAR SCIENCE & NUMERICAL SIMULATION
Journal
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URL

https://www.sciencedirect.com/science/article/pii/S1007570423004756
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