Impact of non-contact respiratory rate monitoring in infants: Effects of posture, movement, and sensor placement.

IF 1 4区 医学 Q3 PEDIATRICS
Hayato Ogura, Hidetsugu Asano, Shuji Kitahara, Eiji Hirakawa, Ken Masamune
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引用次数: 0

Abstract

Background: Premature infants are at high risk for medical adhesive-related skin injuries. It is crucial to establish reliable methods for non-contact monitoring. This study aimed to identify the optimal piezoelectric sensor placement (chest, abdomen, and hips) for respiratory rate estimation in each body position (supine, lateral, and prone) and demonstrate that body movements affect respiratory estimation accuracy.

Methods: Respiratory rates were estimated for 30 infants admitted to the Growing Care Unit for each body position. Body positions, movements (categorized by the Neonatal Behavioral Assessment Scale), and sensor placements were recorded and analyzed for their effects on accuracy. Estimation accuracy was defined as the percentage of time during which the error between the estimated and reference (respiratory rate displayed on the monitor) was within 5 breaths/min.

Results: The most improved estimation accuracies were achieved in the supine position with the chest sensor, in the lateral position with the abdominal sensor. The prone position was limited to a single case, thus rendering it inappropriate to draw comparisons. Accuracy declined progressively as the infants' state changed from sleeping to crying. Moreover, substantial reductions in accuracy were observed during full-body movements (quiet and active alert state) as well as during arm movements (drowsy and quiet alert state).

Conclusion: This study demonstrated that the accuracy of non-contact respiratory rate estimation using piezoelectric sensors is highly impacted by body position, movement, and sensor placement. Optimizing the algorithm to systematically account for these variables is essential for improving the robustness and accuracy of non-contact vital sign monitoring.

非接触呼吸频率监测对婴儿的影响:姿势、运动和传感器放置的影响。
背景:早产儿发生医用黏合剂相关皮肤损伤的风险较高。建立可靠的非接触监测方法至关重要。本研究旨在确定每个体位(仰卧、侧卧和俯卧)呼吸频率估计的最佳压电传感器放置位置(胸部、腹部和臀部),并证明身体运动影响呼吸估计的准确性。方法:对30名入住生长护理病房的婴儿进行呼吸频率估计。记录身体位置、运动(按新生儿行为评估量表分类)和传感器位置,并分析其对准确性的影响。估计精度定义为估计值与参考值(监视器上显示的呼吸速率)之间误差在5次/分钟内的时间百分比。结果:胸部传感器在仰卧位和腹部传感器在侧卧位的估计精度提高最大。俯卧位仅限于单一病例,因此不宜进行比较。随着婴儿从睡眠状态变为哭闹状态,准确率逐渐下降。此外,在全身运动(安静和活跃的警觉状态)以及手臂运动(昏昏欲睡和安静的警觉状态)期间,观察到准确性的显著降低。结论:该研究表明,使用压电传感器估算非接触呼吸频率的准确性受到身体位置,运动和传感器放置的高度影响。优化算法以系统地考虑这些变量对于提高非接触式生命体征监测的鲁棒性和准确性至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Pediatrics International
Pediatrics International 医学-小儿科
CiteScore
2.00
自引率
7.10%
发文量
519
审稿时长
12 months
期刊介绍: Publishing articles of scientific excellence in pediatrics and child health delivery, Pediatrics International aims to encourage those involved in the research, practice and delivery of child health to share their experiences, ideas and achievements. Formerly Acta Paediatrica Japonica, the change in name in 1999 to Pediatrics International, reflects the Journal''s international status both in readership and contributions (approximately 45% of articles published are from non-Japanese authors). The Editors continue their strong commitment to the sharing of scientific information for the benefit of children everywhere. Pediatrics International opens the door to all authors throughout the world. Manuscripts are judged by two experts solely upon the basis of their contribution of original data, original ideas and their presentation.
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