Title :
ECG-derived respirations based on phase-space reconstruction of single-lead ECG: Validations over various physical activities based on parallel recordings of ECG, respiration, and body accelerations
Author :
Hsiao-Lung Chan ; Shen-Hsiung Lin ; Fu-Tai Wang ; Wen-Yen Hsu ; Chun-Li Wang
Author_Institution :
Dept. of Electr. Eng., Chang Gung Univ., Taoyuan, Taiwan
Abstract :
ECG derived respiration (EDR) provides a comfortable measurement of respiration and is recently applied to sleep studies. Nevertheless, the mechanic disturbances due to postural changes or other physical activity during long-term recording is less investigated. In the present study, ECG, impedance-based respiration, and body accelerations were parallel recorded during a series of scheduled postures in 8 healthy subjects and during 24 hours in one subject. In addition, a novel EDR method based on phase space reconstruction of single-lead ECG is also proposed. The area under major portrait radius (MPR) curve is employed to quantify the deviation of phase-space loop which is related to respiration. Coherence analysis between the EDR and the impedance-based respiration demonstrated that the MPR-based EDR had better performance than using R peak or QRS area as the EDR feature in the scheduled postures.
Keywords :
acceleration measurement; coherence; electric impedance measurement; electrocardiography; feature extraction; medical signal processing; phase space methods; pneumodynamics; signal reconstruction; ECG recording; ECG-derived respirations; EDR feature; EDR method; MPR-based EDR performance; QRS area feature; R peak feature; area under MPR curve; area under major portrait radius curve; body acceleration recording; coherence analysis; impedance-based respiration recording; long-term recording; mechanic disturbances; parallel recording; phase-space loop deviation quantification; phase-space reconstruction; physical activity effect; postural change effect; posture scheduling; single-lead ECG reconstruction; sleep study; time 24 hour; Acceleration; Coherence; Electrocardiography; Estimation; Impedance; Impedance measurement; Sleep apnea;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6944075