IEEE Transactions on Instrumentation and Measurement · 2010 · 107 citations · 26 references
EngineeringHealth InformaticsRehabilitation MedicineAssistive TechnologyBiomedical Signal ProcessingSensorsAssistive Technology For MobilityMotion SensorsRespiratory Signal AnalysisSmart SensorsWearable Health TechnologiesWheelchair EngineeringHeart RateIndependent Component AnalysisPhysiological MeasurementPhysiological Signal ProcessingRespiratory RateRespiratory Rate EstimationWavelet-based FilteringZigbee
This paper presents a multisensing system with wireless communication capabilities embedded on a smart wheelchair that can measure physiological parameters such as heart rate and respiratory rate in an unobtrusive way. Ballistocardiography (BCG) sensors and a three-axis inertial microelectromechanical system accelerometer are embedded on the seat or in the backrest of the wheelchair and the acquired data are transmitted by Wi-Fi to a laptop computer for advanced data processing and logging. In addition, a 3-D accelerometer with ZigBee communication capability is used to extract information about the user's posture. Considering the static and dynamic use of the wheelchair, an extended set of measurements for different utilization scenarios was analyzed. An important part of this paper is focused on BCG noise and artifacts removal and heart rate and respiratory rate accurate estimation from BCG signal using wavelet-based filtering and independent component analysis algorithms. A study on wavelet-based filtering considering different types of mother wavelets and different levels of decomposition was also carried out. In the future, other signals will also be acquired to improve the system capabilities and flexibility.
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Task Force of the European Society of Cardiology the North A Electrophysiology · Circulation · 1996 · 16.9K citations
Heart rate variability: Standards of measurement, physiological interpretation, and clinical use
Marek Malik, J. Thomas Bigger, A. John Camm et al. · European Heart Journal · 1996 · 15.3K citations · Full text
Nursing, Cardiology, Physiology +15
High-Order Contrasts for Independent Component Analysis
J.-F. Cardoso · Neural Computation · 1999 · 1.2K citations