Title :
A real-time compressed sensing-based personal electrocardiogram monitoring system
Author :
Kanoun, Karim ; Mamaghanian, Hossein ; Khaled, Nadia ; Atienza, David
Author_Institution :
Sch. of Eng. (STI), Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland
Abstract :
Wireless body sensor networks (WBSN) hold the promise to enable next-generation patient-centric mobile-cardiology systems. A WBSN-enabled electrocardiogram (ECG) monitor consists of wearable, miniaturized and wireless sensors able to measure and wirelessly report cardiac signals to a WBSN coordinator, which is responsible for reporting them to the tele-health provider. However, state-of-the-art WBSN-enabled ECG monitors still fall short of the required functionality, miniaturization and energy efficiency. Among others, energy efficiency can be significantly improved through embedded ECG compression, which reduces airtime over energy-hungry wireless links. In this paper, we propose a novel real-time energy-aware ECG monitoring system based on the emerging compressed sensing (CS) signal acquisition/compression paradigm for WBSN applications. For the first time, CS is demonstrated as an advantageous real-time and energy-efficient ECG compression technique, with a computationally light ECG encoder on the state-of-the-art Shimmer™ wearable sensor node and a realtime decoder running on an iPhone (acting as a WBSN coordinator). Interestingly, our results show an average CPU usage of less than 5% on the node, and of less than 30% on the iPhone.
Keywords :
biomedical telemetry; body sensor networks; electrocardiography; patient monitoring; ECG monitor; WBSN coordinator; energy efficiency; miniaturized sensor; patient-centric mobile-cardiology system; personal electrocardiogram monitoring system; real-time compressed sensing; signal acquisition; signal compression; telehealth provider; wearable sensor; wireless body sensor network; Electrocardiography; Monitoring; Real time systems; Reconstruction algorithms; Sensors; Sparse matrices; Wireless communication;
Conference_Titel :
Design, Automation & Test in Europe Conference & Exhibition (DATE), 2011
Conference_Location :
Grenoble
Print_ISBN :
978-1-61284-208-0
DOI :
10.1109/DATE.2011.5763140