Automated Off-Line Respiratory Event Detection for the Study of Postoperative Apnea in Infants

被引:19
作者
Aoude, Ahmed A. [1 ]
Kearney, Robert E. [1 ]
Brown, Karen A. [2 ]
Galiana, Henrietta L. [1 ]
Robles-Rubio, Carlos A. [1 ]
机构
[1] McGill Univ, Dept Biomed Engn, Montreal, PQ H3A 2B4, Canada
[2] McGill Univ Hlth Ctr, Dept Anesthesia, Montreal, PQ H3A 2B4, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Apnea detection; automated scoring; movement artifact; thoraco-abdominal asynchrony; CHEST-WALL MOTION; INDUCTANCE PLETHYSMOGRAPHY; INDUCTIVE PLETHYSMOGRAPHY; SLEEP; CALIBRATION; VALIDATION; CHILDREN; PRETERM;
D O I
10.1109/TBME.2011.2112657
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Previously, we presented automated methods for thoraco-abdominal asynchrony estimation and movement artifact detection in respiratory inductance plethysmography (RIP) signals. This paper combines and improves these methods to give a method for the automated, off-line detection of pause, movement artifact, and asynchrony. Simulation studies demonstrated that the new combined method is accurate and robust in the presence of noise. The new procedure was successfully applied to cardiorespiratory signals acquired postoperatively from infants in the recovery room. A comparison of the events detected with the automated method to those visually scored by an expert clinician demonstrated a higher agreement (kappa = 0.52) than that amongst several human scorers (kappa = 0.31) in a clinical study [1]. The method provides the following advantages: first, it is fully automated; second, it is more efficient than visual scoring; third, the analysis is repeatable and standardized; fourth, it provides greater agreement with an expert scorer compared to the agreement between trained scorers; fifth, it is amenable to online detection; and lastly, it is applicable to uncalibrated RIP signals. Examples of applications include respiratory monitoring of postsurgical patients and sleep studies.
引用
收藏
页码:1724 / 1733
页数:10
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