IEEE Trans Biomed Eng. 2022 Jun;69(6):1909-1919. doi: 10.1109/TBME.2021.3130540. Epub 2022 May 19.
Evaluating convenient, wearable multi-frequency impedance pneumography (IP)-based respiratory monitoring in ambulatory persons with novel electrode positioning.
A wearable multi-frequency IP system was utilized to estimate tidal volume (TV) and respiratory timings in 14 healthy subjects. A 5.1 cm × 5.1 cm tetrapolar electrode array, affixed to the sternum, and a conventional thoracic electrode configuration were employed to measure the respective IP signals, patch and thoracic IP. Data collected during static postures-sitting and supine-and activities-walking and stair-stepping-were evaluated against a simultaneously-obtained spirometer (SP) volume signal.
Across all measurements, estimated TV obtained from the patch and thoracic IP maintained a Pearson correlation coefficient (r) of 0.93 ± 0.05 and 0.95 ± 0.05 to the ground truth TV, respectively, with an associated root-mean-square error (RMSE) of 0.177 L and 0.129 L, respectively. Average respiration rates (RRs) were extracted from 30-second segments with mean-absolute-percentage errors (MAPEs) of 0.93% and 0.74% for patch and thoracic IP, respectively. Likewise, average inspiratory and expiratory timings were identified with MAPEs less than 6% and 4.5% for patch and thoracic IP, respectively.
We demonstrated that patch IP performs comparably to traditional, cumbersome IP configurations. We also present for the first time, to the best of our knowledge, that IP can robustly estimate breath-by-breath TV and respiratory timings during ambulation.
This work represents a notable step towards pervasive wearable ambulatory respiratory monitoring via the fusion of a compact chest-worn form factor and multi-frequency IP that can be readily adapted for holistic cardiopulmonary monitoring.
评估新型电极定位的便捷、可穿戴多频阻抗肺量计(IP)在门诊患者中的呼吸监测。
使用可穿戴多频 IP 系统估计 14 名健康受试者的潮气量(TV)和呼吸时间。使用 5.1cm×5.1cm 四极电极阵列贴在胸骨上和传统的胸部电极配置来测量各自的 IP 信号,贴片 IP 和胸部 IP。评估了在静态姿势(坐姿和仰卧位)和活动(步行和上下楼梯)期间收集的数据与同时获得的肺活量计(SP)体积信号。
在所有测量中,贴片和胸部 IP 估算的 TV 与真实 TV 的 Pearson 相关系数(r)分别为 0.93±0.05 和 0.95±0.05,相关的均方根误差(RMSE)分别为 0.177L 和 0.129L。RR 从 30 秒的片段中提取,贴片和胸部 IP 的平均绝对百分比误差(MAPE)分别为 0.93%和 0.74%。同样,贴片和胸部 IP 的平均吸气和呼气时间分别以小于 6%和 4.5%的 MAPE 确定。
我们证明了贴片 IP 与传统的繁琐 IP 配置具有可比性。我们还首次展示了 IP 可以在活动期间稳健地估计呼吸 TV 和呼吸时间。
这项工作代表了通过融合紧凑的胸部佩戴形式和多频 IP 实现普及的可穿戴式门诊呼吸监测的重要一步,这可以很容易地适应整体心肺监测。