ROBUST CONTROL OF END-TIDAL CO<sub>2</sub> USING THE H<sub>∞</sub> LOOP-SHAPING APPROACH
Mechanically ventilated patients require appropriate settings of respiratory control variables to maintain acceptable gas exchange. To control the carbon dioxide (CO<sub>2</sub>) level effectively and automatically, system identification based on a human subject was performed using a lin...
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doaj-522f749babef455ea60450aa33b29da62020-11-25T00:20:40ZengCTU Central LibraryActa Polytechnica1210-27091805-23632013-12-0153610.14311/AP.2013.53.08952012ROBUST CONTROL OF END-TIDAL CO<sub>2</sub> USING THE H<sub>∞</sub> LOOP-SHAPING APPROACHAnake Pomprapa0Berno Misgeld1Verónica Sorgato2André Stollenwerk3Marian Walter4Steffen Leonhardt5Philips Chair for Medical Information Technology, Helmholtz Institute for Biomedical Engineering, RWTH Aachen University, Pauwelsstrasse 20, D-52074 AachenPhilips Chair for Medical Information Technology, Helmholtz Institute for Biomedical Engineering, RWTH Aachen University, Pauwelsstrasse 20, D-52074 AachenPhilips Chair for Medical Information Technology, Helmholtz Institute for Biomedical Engineering, RWTH Aachen University, Pauwelsstrasse 20, D-52074 AachenEmbedded Software Laboratory, Chair of Computer Science 11, RWTH Aachen University, Ahornstrasse 55, D-52074 AachenPhilips Chair for Medical Information Technology, Helmholtz Institute for Biomedical Engineering, RWTH Aachen University, Pauwelsstrasse 20, D-52074 AachenPhilips Chair for Medical Information Technology, Helmholtz Institute for Biomedical Engineering, RWTH Aachen University, Pauwelsstrasse 20, D-52074 AachenMechanically ventilated patients require appropriate settings of respiratory control variables to maintain acceptable gas exchange. To control the carbon dioxide (CO<sub>2</sub>) level effectively and automatically, system identification based on a human subject was performed using a linear affine model and a nonlinear Hammerstein structure. Subsequently, a robust controller was designed using the H<sub>∞</sub> loop-shaping approach, which synthesizes the optimal controller based on a specific objective by achieving stability with guaranteed performance. For demonstration purposes, the closed-loop control ventilation system was successfully tested in a human volunteer. The experimental results indicate that the blood CO<sub>2</sub> level may indeed be controlled noninvasively by measuring end-tidal CO<sub>2</sub> from expired air. Keeping the limited amount of experimental data in mind, we conclude that H<sub>∞</sub> loop-shaping may be a promising technique for control of mechanical ventilation in patients with respiratory insufficiency.https://ojs.cvut.cz/ojs/index.php/ap/article/view/2024 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Anake Pomprapa Berno Misgeld Verónica Sorgato André Stollenwerk Marian Walter Steffen Leonhardt |
spellingShingle |
Anake Pomprapa Berno Misgeld Verónica Sorgato André Stollenwerk Marian Walter Steffen Leonhardt ROBUST CONTROL OF END-TIDAL CO<sub>2</sub> USING THE H<sub>∞</sub> LOOP-SHAPING APPROACH Acta Polytechnica |
author_facet |
Anake Pomprapa Berno Misgeld Verónica Sorgato André Stollenwerk Marian Walter Steffen Leonhardt |
author_sort |
Anake Pomprapa |
title |
ROBUST CONTROL OF END-TIDAL CO<sub>2</sub> USING THE H<sub>∞</sub> LOOP-SHAPING APPROACH |
title_short |
ROBUST CONTROL OF END-TIDAL CO<sub>2</sub> USING THE H<sub>∞</sub> LOOP-SHAPING APPROACH |
title_full |
ROBUST CONTROL OF END-TIDAL CO<sub>2</sub> USING THE H<sub>∞</sub> LOOP-SHAPING APPROACH |
title_fullStr |
ROBUST CONTROL OF END-TIDAL CO<sub>2</sub> USING THE H<sub>∞</sub> LOOP-SHAPING APPROACH |
title_full_unstemmed |
ROBUST CONTROL OF END-TIDAL CO<sub>2</sub> USING THE H<sub>∞</sub> LOOP-SHAPING APPROACH |
title_sort |
robust control of end-tidal co<sub>2</sub> using the h<sub>∞</sub> loop-shaping approach |
publisher |
CTU Central Library |
series |
Acta Polytechnica |
issn |
1210-2709 1805-2363 |
publishDate |
2013-12-01 |
description |
Mechanically ventilated patients require appropriate settings of respiratory control variables to maintain acceptable gas exchange. To control the carbon dioxide (CO<sub>2</sub>) level effectively and automatically, system identification based on a human subject was performed using a linear affine model and a nonlinear Hammerstein structure. Subsequently, a robust controller was designed using the H<sub>∞</sub> loop-shaping approach, which synthesizes the optimal controller based on a specific objective by achieving stability with guaranteed performance. For demonstration purposes, the closed-loop control ventilation system was successfully tested in a human volunteer. The experimental results indicate that the blood CO<sub>2</sub> level may indeed be controlled noninvasively by measuring end-tidal CO<sub>2</sub> from expired air. Keeping the limited amount of experimental data in mind, we conclude that H<sub>∞</sub> loop-shaping may be a promising technique for control of mechanical ventilation in patients with respiratory insufficiency. |
url |
https://ojs.cvut.cz/ojs/index.php/ap/article/view/2024 |
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AT anakepomprapa robustcontrolofendtidalcosub2subusingthehsubinfinsubloopshapingapproach AT bernomisgeld robustcontrolofendtidalcosub2subusingthehsubinfinsubloopshapingapproach AT veronicasorgato robustcontrolofendtidalcosub2subusingthehsubinfinsubloopshapingapproach AT andrestollenwerk robustcontrolofendtidalcosub2subusingthehsubinfinsubloopshapingapproach AT marianwalter robustcontrolofendtidalcosub2subusingthehsubinfinsubloopshapingapproach AT steffenleonhardt robustcontrolofendtidalcosub2subusingthehsubinfinsubloopshapingapproach |
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