Title :
Ambulatory respiratory rate detection using ECG and a triaxial accelerometer
Author :
Chan, Alexander M. ; Ferdosi, Nima ; Narasimhan, Ravi
Author_Institution :
Vital Connect Inc., Campbell, CA, USA
Abstract :
Continuous monitoring of respiratory rate in ambulatory conditions has widespread applications for screening of respiratory diseases and remote patient monitoring. Unfortunately, minimally obtrusive techniques often suffer from low accuracy. In this paper, we describe an algorithm with low computational complexity for combining multiple respiratory measurements to estimate breathing rate from an unobtrusive chest patch sensor. Respiratory rates derived from the respiratory sinus arrhythmia (RSA) and modulation of the QRS amplitude of electrocardiography (ECG) are combined with a respiratory rate derived from tri-axial accelerometer data. The three respiration rates are combined by a weighted average using weights based on quality metrics for each signal. The algorithm was evaluated on 15 elderly subjects who performed spontaneous and metronome breathing as well as a variety of activities of daily living (ADLs). When compared to a reference device, the mean absolute error was 1.02 breaths per minute (BrPM) during metronome breathing, 1.67 BrPM during spontaneous breathing, and 2.03 BrPM during ADLs.
Keywords :
accelerometers; diseases; electrocardiography; geriatrics; medical signal processing; patient monitoring; pneumodynamics; ECG signal; QRS amplitude modulation; activities of daily living; ambulatory respiratory rate detection; computational complexity; elderly subjects; electrocardiography; metronome breathing; minimally obtrusive techniques; remote patient monitoring; respiratory diseases screening; respiratory rate continuous monitoring; respiratory sinus arrhythmia; spontaneous breathing; triaxial accelerometer; unobtrusive chest patch sensor; Accelerometers; Electrocardiography; Estimation; Heart rate; Modulation; Vectors;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6610436