Modeling lung functionality in volume-controlled ventilation for critical care patients

Mechanical ventilators are the instruments that assist breathing of the patients having respiratory diseases e.g., pneumonia and coronavirus disease 2019 (COVID-19). This paper presents a modified lung model under volume-controlled ventilation to describe the lung volume and air flow in terms of air...

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Main Authors: Al-Hetari, Husam Yousef, Alginahi, Yasser M., Kabir, Muhammad Nomani, Al-Naggar, Noman Q., Al-Rumaima, Mahmoud A., Hasan, Md Munirul
Format: Conference or Workshop Item
Language:English
English
Published: Institute of Electrical and Electronics Engineers Inc. 2020
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/37547/1/Modeling%20lung%20functionality%20in%20volume-controlled%20ventilation%20for%20critical%20care%20patients.pdf
http://umpir.ump.edu.my/id/eprint/37547/2/Modeling%20lung%20functionality%20in%20volume_ABS.pdf
http://umpir.ump.edu.my/id/eprint/37547/
https://doi.org/10.1109/IICAIET49801.2020.9257851
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spelling my.ump.umpir.375472023-08-24T01:24:39Z http://umpir.ump.edu.my/id/eprint/37547/ Modeling lung functionality in volume-controlled ventilation for critical care patients Al-Hetari, Husam Yousef Alginahi, Yasser M. Kabir, Muhammad Nomani Al-Naggar, Noman Q. Al-Rumaima, Mahmoud A. Hasan, Md Munirul QA75 Electronic computers. Computer science QA76 Computer software T Technology (General) TA Engineering (General). Civil engineering (General) Mechanical ventilators are the instruments that assist breathing of the patients having respiratory diseases e.g., pneumonia and coronavirus disease 2019 (COVID-19). This paper presents a modified lung model under volume-controlled ventilation to describe the lung volume and air flow in terms of air pressure signal from the ventilator. A negative feedback is incorporated in the model to balance the lung volume that is influenced by a lung parameter called positive end expiration pressure. We partially solved the lung model equation which takes the form of a first-order differential equation and then unknown parameters associated with the model were computed using a nonlinear least-squares method. Experimental data required for parameter identification and validation of the lung model were obtained by running a volume-controlled ventilator connected to a reference device and an artificial lung. The proposed model considering negative feedback achieves a better accuracy than that without feedback as demonstrated by test results. The developed model can be used in intensive care units (ICU) to evaluate mechanical ventilation performance and lung functionality in real-time. Institute of Electrical and Electronics Engineers Inc. 2020-09-26 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/37547/1/Modeling%20lung%20functionality%20in%20volume-controlled%20ventilation%20for%20critical%20care%20patients.pdf pdf en http://umpir.ump.edu.my/id/eprint/37547/2/Modeling%20lung%20functionality%20in%20volume_ABS.pdf Al-Hetari, Husam Yousef and Alginahi, Yasser M. and Kabir, Muhammad Nomani and Al-Naggar, Noman Q. and Al-Rumaima, Mahmoud A. and Hasan, Md Munirul (2020) Modeling lung functionality in volume-controlled ventilation for critical care patients. In: IEEE International Conference on Artificial Intelligence in Engineering and Technology, IICAIET 2020, 26-27 September 2020 , Kota Kinabalu, Sabah. pp. 1-4. (9257851). ISBN 978-172816946-0 https://doi.org/10.1109/IICAIET49801.2020.9257851
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
English
topic QA75 Electronic computers. Computer science
QA76 Computer software
T Technology (General)
TA Engineering (General). Civil engineering (General)
spellingShingle QA75 Electronic computers. Computer science
QA76 Computer software
T Technology (General)
TA Engineering (General). Civil engineering (General)
Al-Hetari, Husam Yousef
Alginahi, Yasser M.
Kabir, Muhammad Nomani
Al-Naggar, Noman Q.
Al-Rumaima, Mahmoud A.
Hasan, Md Munirul
Modeling lung functionality in volume-controlled ventilation for critical care patients
description Mechanical ventilators are the instruments that assist breathing of the patients having respiratory diseases e.g., pneumonia and coronavirus disease 2019 (COVID-19). This paper presents a modified lung model under volume-controlled ventilation to describe the lung volume and air flow in terms of air pressure signal from the ventilator. A negative feedback is incorporated in the model to balance the lung volume that is influenced by a lung parameter called positive end expiration pressure. We partially solved the lung model equation which takes the form of a first-order differential equation and then unknown parameters associated with the model were computed using a nonlinear least-squares method. Experimental data required for parameter identification and validation of the lung model were obtained by running a volume-controlled ventilator connected to a reference device and an artificial lung. The proposed model considering negative feedback achieves a better accuracy than that without feedback as demonstrated by test results. The developed model can be used in intensive care units (ICU) to evaluate mechanical ventilation performance and lung functionality in real-time.
format Conference or Workshop Item
author Al-Hetari, Husam Yousef
Alginahi, Yasser M.
Kabir, Muhammad Nomani
Al-Naggar, Noman Q.
Al-Rumaima, Mahmoud A.
Hasan, Md Munirul
author_facet Al-Hetari, Husam Yousef
Alginahi, Yasser M.
Kabir, Muhammad Nomani
Al-Naggar, Noman Q.
Al-Rumaima, Mahmoud A.
Hasan, Md Munirul
author_sort Al-Hetari, Husam Yousef
title Modeling lung functionality in volume-controlled ventilation for critical care patients
title_short Modeling lung functionality in volume-controlled ventilation for critical care patients
title_full Modeling lung functionality in volume-controlled ventilation for critical care patients
title_fullStr Modeling lung functionality in volume-controlled ventilation for critical care patients
title_full_unstemmed Modeling lung functionality in volume-controlled ventilation for critical care patients
title_sort modeling lung functionality in volume-controlled ventilation for critical care patients
publisher Institute of Electrical and Electronics Engineers Inc.
publishDate 2020
url http://umpir.ump.edu.my/id/eprint/37547/1/Modeling%20lung%20functionality%20in%20volume-controlled%20ventilation%20for%20critical%20care%20patients.pdf
http://umpir.ump.edu.my/id/eprint/37547/2/Modeling%20lung%20functionality%20in%20volume_ABS.pdf
http://umpir.ump.edu.my/id/eprint/37547/
https://doi.org/10.1109/IICAIET49801.2020.9257851
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score 13.214268