Dargaville, PA and Sadeghi Fathabadi, O and Plottier, GK and Lim, K and Wheeler, KI and Jayakar, R and Gale, TJ, Development and preclinical testing of an adaptive algorithm for automated control of inspired oxygen in the preterm infant, Archives of Disease in Childhood. Fetal and Neonatal Edition, 102, (1) pp. F31-F36. ISSN 1359-2998 (2017) [Refereed Article]
Copyright 2016 Article author (or their employer). Produced by BMJ Publishing Group Ltd (& RCPCH) under licence.
Methods: A proportional-integral-derivative (PID) control algorithm was enhanced by (i) compensation for the non-linear SpO2-PaO2 relationship, (ii) adaptation to the severity of lung dysfunction and (iii) error attenuation within the target range. Algorithm function with and without enhancements was evaluated by iterative linking with a computerised simulation of oxygenation. Data for this simulation (FiO2 and SpO2 at 1 Hz) were sourced from extant recordings from preterm infants (n=16), and converted to a datastream of values for ventilation:perfusion ratio and shunt. Combination of this datastream second by second with the FiO2 values from the algorithm under test produced a sequence of novel SpO2 values, allowing time in the SpO2 target range (91%-95%) and in various degrees of hypoxaemia and hyperoxaemia to be determined. A PID algorithm with 30 s lockout after each FiO2 adjustment, and a proportional-derivative (PD) algorithm were also evaluated.
Results: Separate addition of each enhancing feature to the PID algorithm showed a benefit, but not with uniformly positive effects. The fully enhanced algorithm was optimal for the combination of targeting the desired SpO2 range and avoiding time in, and episodes of, hypoxaemia and hyperoxaemia. This algorithm performed better than one with a 30 s lockout, and considerably better than PD control.
Conclusions: An enhanced PID algorithm was very effective for automated oxygen control in a simulation of oxygenation, and deserves clinical evaluation.
|Item Type:||Refereed Article|
|Keywords:||Intensive Care, Neonatology, Respiratory|
|Research Division:||Medical and Health Sciences|
|Research Group:||Paediatrics and Reproductive Medicine|
|Objective Group:||Specific Population Health (excl. Indigenous Health)|
|Objective Field:||Child Health|
|UTAS Author:||Dargaville, PA (Professor Peter Dargaville)|
|UTAS Author:||Sadeghi Fathabadi, O (Mr Omid Sadeghi Fathabadi)|
|UTAS Author:||Plottier, GK (Ms Gemma Plottier)|
|UTAS Author:||Jayakar, R (Mr Rohan Jayakar)|
|UTAS Author:||Gale, TJ (Dr Timothy Gale)|
|Year Published:||2017 (online first 2016)|
|Web of Science® Times Cited:||8|
|Deposited By:||Menzies Institute for Medical Research|
Repository Staff Only: item control page