Accurate identification of patient breathing efforts is imperative to the delivery of lung and diaphragm protective ventilation. Existing model-based approaches constrain the allowable shape of the patient effort pressure-time profile to improve model identifiability. A novel method - coined the B-MIQP technique - is presented that extends upon existing methods with aims to further improve identification accuracy. B-spline basis functions and binary decision variables are utilised within a single compartment framework to describe the patient effort pressure-time profile. With reference to the experimental results, identified elastance and resistance values were within expected ranges, while identified patient effort outcomes matched physiological expectations and reflected trends when compared to esophageal pressure signals.

Non-invasive patient breathing effort identification: a b-spline and mixed integer solution

Bertoni, M.;Visioli, A.
2024-01-01

Abstract

Accurate identification of patient breathing efforts is imperative to the delivery of lung and diaphragm protective ventilation. Existing model-based approaches constrain the allowable shape of the patient effort pressure-time profile to improve model identifiability. A novel method - coined the B-MIQP technique - is presented that extends upon existing methods with aims to further improve identification accuracy. B-spline basis functions and binary decision variables are utilised within a single compartment framework to describe the patient effort pressure-time profile. With reference to the experimental results, identified elastance and resistance values were within expected ranges, while identified patient effort outcomes matched physiological expectations and reflected trends when compared to esophageal pressure signals.
2024
IFAC-PapersOnLine
Altre Istituz. pubb. estere
PE7_1 Control engineering
PE8_14 Industrial bioengineering
Esperti anonimi
Inglese
no
12th IFAC Symposium on Biological and Medical Systems, BMS 2024
2024
Villingen-Schwenningen (Germany)
Internazionale
58
187
192
6
Elsevier B.V.
B-Spline; Mechanical Ventilation; Mixed Integer Quadratic Programming; PSV
Ateneo di appartenenza
no
Goal 3: Good health and well-being
none
Lindup, K.; Chase, J. G.; Zhou, C.; Bertoni, M.; Padula, F.; Visioli, A.
273
info:eu-repo/semantics/conferenceObject
6
4 Contributo in Atti di Convegno (Proceeding)::4.1 Contributo in Atti di convegno
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11379/617690
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