Modelling the glucose-insulin system of type 2 diabetes patients using ARMAX models

Barbara Martinovic; John-Josef Leth; Torben Knudsen; Tinna  Bjork Aradóttir; Henrik Bengtsson

doi:10.1109/ANZCC47194.2019.8945712

Modelling the glucose-insulin system of type 2 diabetes patients using ARMAX models

Barbara Martinovic, John-Josef Leth, Torben Knudsen, Tinna Bjork Aradóttir, Henrik Bengtsson

Publikation: Bidrag til bog/antologi/rapport/konference proceeding › Konferenceartikel i proceeding › Forskning › peer review

1 Citationer (Scopus)

Abstract

This paper investigate the use of ARMAX models to describe the glucose-insulin system of type 2 diabetes patients. The parameters of the ARMAX models are estimated using clinical data of 416 type 2 diabetes patients. A variety of parameter combinations has been investigated and no significant change in fitness values and test statistics were found. Moreover, partially due to the delay parameter no conclusive models were found leading to the conclusion that other aspects (such as non-linearities) has to be taken into account when models of the glucose-insulin system are based on time series.

Originalsprog	Engelsk
Titel	2019 Australian & New Zealand Control Conference (ANZCC)
Antal sider	6
Forlag	IEEE
Publikationsdato	2 jan. 2020
Sider	88-93
Artikelnummer	8945712
ISBN (Trykt)	978-1-7281-1787-4
ISBN (Elektronisk)	978-1-7281-1786-7
DOI	https://doi.org/10.1109/ANZCC47194.2019.8945712
Status	Udgivet - 2 jan. 2020
Begivenhed	2019 Australian & New Zealand Control Conference (ANZCC) - Auckland, New Zealand Varighed: 27 nov. 2019 → 29 nov. 2019

Konference

Konference	2019 Australian & New Zealand Control Conference (ANZCC)
Land/Område	New Zealand
By	Auckland
Periode	27/11/2019 → 29/11/2019

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10.1109/ANZCC47194.2019.8945712

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Citationsformater

@inproceedings{a04c916b2c534af8980f02038ee2cf09,

title = "Modelling the glucose-insulin system of type 2 diabetes patients using ARMAX models",

abstract = "This paper investigate the use of ARMAX models to describe the glucose-insulin system of type 2 diabetes patients. The parameters of the ARMAX models are estimated using clinical data of 416 type 2 diabetes patients. A variety of parameter combinations has been investigated and no significant change in fitness values and test statistics were found. Moreover, partially due to the delay parameter no conclusive models were found leading to the conclusion that other aspects (such as non-linearities) has to be taken into account when models of the glucose-insulin system are based on time series.",

author = "Barbara Martinovic and John-Josef Leth and Torben Knudsen and {Bjork Arad{\'o}ttir}, Tinna and Henrik Bengtsson",

year = "2020",

month = jan,

day = "2",

doi = "10.1109/ANZCC47194.2019.8945712",

language = "English",

isbn = "978-1-7281-1787-4",

pages = "88--93",

booktitle = "2019 Australian & New Zealand Control Conference (ANZCC)",

publisher = "IEEE",

address = "United States",

note = "2019 Australian & New Zealand Control Conference (ANZCC) ; Conference date: 27-11-2019 Through 29-11-2019",

}

Martinovic, B, Leth, J-J , Knudsen, T, Bjork Aradóttir, T & Bengtsson, H 2020, Modelling the glucose-insulin system of type 2 diabetes patients using ARMAX models. i 2019 Australian & New Zealand Control Conference (ANZCC)., 8945712, IEEE, s. 88-93, 2019 Australian & New Zealand Control Conference (ANZCC), Auckland, New Zealand, 27/11/2019. https://doi.org/10.1109/ANZCC47194.2019.8945712

TY - GEN

T1 - Modelling the glucose-insulin system of type 2 diabetes patients using ARMAX models

AU - Martinovic, Barbara

AU - Leth, John-Josef

AU - Knudsen, Torben

AU - Bjork Aradóttir, Tinna

AU - Bengtsson, Henrik

PY - 2020/1/2

Y1 - 2020/1/2

N2 - This paper investigate the use of ARMAX models to describe the glucose-insulin system of type 2 diabetes patients. The parameters of the ARMAX models are estimated using clinical data of 416 type 2 diabetes patients. A variety of parameter combinations has been investigated and no significant change in fitness values and test statistics were found. Moreover, partially due to the delay parameter no conclusive models were found leading to the conclusion that other aspects (such as non-linearities) has to be taken into account when models of the glucose-insulin system are based on time series.

AB - This paper investigate the use of ARMAX models to describe the glucose-insulin system of type 2 diabetes patients. The parameters of the ARMAX models are estimated using clinical data of 416 type 2 diabetes patients. A variety of parameter combinations has been investigated and no significant change in fitness values and test statistics were found. Moreover, partially due to the delay parameter no conclusive models were found leading to the conclusion that other aspects (such as non-linearities) has to be taken into account when models of the glucose-insulin system are based on time series.

UR - http://www.scopus.com/inward/record.url?scp=85078751642&partnerID=8YFLogxK

U2 - 10.1109/ANZCC47194.2019.8945712

DO - 10.1109/ANZCC47194.2019.8945712

M3 - Article in proceeding

SN - 978-1-7281-1787-4

SP - 88

EP - 93

BT - 2019 Australian & New Zealand Control Conference (ANZCC)

PB - IEEE

T2 - 2019 Australian & New Zealand Control Conference (ANZCC)

Y2 - 27 November 2019 through 29 November 2019

ER -

Modelling the glucose-insulin system of type 2 diabetes patients using ARMAX models

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