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Applying Computer Models to Realize Closed-Loop Neonatal Oxygen Therapy.
- Source :
-
Anesthesia and analgesia [Anesth Analg] 2017 Jan; Vol. 124 (1), pp. 95-103. - Publication Year :
- 2017
-
Abstract
- Background: Within the context of automating neonatal oxygen therapy, this article describes the transformation of an idea verified by a computer model into a device actuated by a computer model. Computer modeling of an entire neonatal oxygen therapy system can facilitate the development of closed-loop control algorithms by providing a verification platform and speeding up algorithm development.<br />Methods: In this article, we present a method of mathematically modeling the system's components: the oxygen transport within the patient, the oxygen blender, the controller, and the pulse oximeter. Furthermore, within the constraints of engineering a product, an idealized model of the neonatal oxygen transport component may be integrated effectively into the control algorithm of a device, referred to as the adaptive model. Manual and closed-loop oxygen therapy performance were defined in this article by 3 criteria in the following order of importance: percent duration of SpO2 spent in normoxemia (target SpO2 ± 2.5%), hypoxemia (less than normoxemia), and hyperoxemia (more than normoxemia); number of 60-second periods <85% SpO2 and >95% SpO2; and number of manual adjustments.<br />Results: Results from a clinical evaluation that compared the performance of 3 closed-loop control algorithms (state machine, proportional-integral-differential, and adaptive model) with manual oxygen therapy on 7 low-birth-weight ventilated preterm babies, are presented. Compared with manual therapy, all closed-loop control algorithms significantly increased the patients' duration in normoxemia and reduced hyperoxemia (P < 0.05). The number of manual adjustments was also significantly reduced by all of the closed-loop control algorithms (P < 0.05).<br />Conclusions: Although the performance of the 3 control algorithms was equivalent, it is suggested that the adaptive model, with its ease of use, may have the best utility.
- Subjects :
- Biomarkers blood
Female
Humans
Hyperoxia blood
Hyperoxia diagnosis
Hyperoxia etiology
Hypoxia blood
Hypoxia diagnosis
Hypoxia etiology
Infant, Low Birth Weight
Infant, Newborn
Infant, Premature
Male
Oximetry
Oxygen blood
Oxygen Inhalation Therapy adverse effects
Respiration, Artificial adverse effects
Time Factors
Algorithms
Computer Simulation
Hypoxia therapy
Models, Biological
Oxygen Inhalation Therapy methods
Respiration, Artificial methods
Therapy, Computer-Assisted methods
Subjects
Details
- Language :
- English
- ISSN :
- 1526-7598
- Volume :
- 124
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- Anesthesia and analgesia
- Publication Type :
- Academic Journal
- Accession number :
- 27992386
- Full Text :
- https://doi.org/10.1213/ANE.0000000000001367