An Open-Source Browser-Based Nonlinear Model Predictive Controller for Type 1 Diabetes

We provide an open-source implementation of the NMPC algorithm for closed-loop insulin therapy presented by Hovorka et. al. in the seminal paper from 2004. An extended Kalman filter is added as observer, since specifics on state estimation have been omitted in the original paper. The controller is now part of the TypeScript-based closed-loop diabetes simulator LT1, which also comprises a library of models describing CGM sensors, infusion pumps, and patient physiology. The controller can thus be extensively tested in various closed-loop configurations. Also, the graphical user interface enables its integration in educational tools.

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Publication Details

Journal
IFAC-PapersOnLine
Published
2025-01-01
DOI
https://doi.org/10.1016/j.ifacol.2025.06.025
Primary Topic
Diabetes Management and Research
Type
article
Field-Weighted Citation Impact
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article

An Open-Source Browser-Based Nonlinear Model Predictive Controller for Type 1 Diabetes

Heiko Peuscher, John Bagterp Jørgensen, Lara Hauser
IFAC-PapersOnLine
Diabetes Management and Research
article

An Open-Source Browser-Based Nonlinear Model Predictive Controller for Type 1 Diabetes

Heiko Peuscher, John Bagterp Jørgensen, Lara Hauser
article en

Abstract

We provide an open-source implementation of the NMPC algorithm for closed-loop insulin therapy presented by Hovorka et. al. in the seminal paper from 2004. An extended Kalman filter is added as observer, since specifics on state estimation have been omitted in the original paper. The controller is now part of the TypeScript-based closed-loop diabetes simulator LT1, which also comprises a library of models describing CGM sensors, infusion pumps, and patient physiology. The controller can thus be extensively tested in various closed-loop configurations. Also, the graphical user interface enables its integration in educational tools.

IFAC-PapersOnLineVol. 59(2)
Technische Hochschule Ulm (DE), Technical University of Denmark (DK)
Good health and well-being
Openalex Percentile: Top 75%
Diabetes Management and Research
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