Sensor-Location-Specific Joint Acquisition of Peripheral Artery Bioimpedance and Photoplethysmogram for Wearable Applications
Author:
Metshein Margus1ORCID, Abdullayev Anar1ORCID, Gautier Antoine2ORCID, Larras Benoit2ORCID, Frappe Antoine2ORCID, Cardiff Barry3ORCID, Annus Paul1ORCID, Land Raul1ORCID, Märtens Olev1ORCID
Affiliation:
1. Thomas Johann Seebeck Department of Electronics, Tallinn University of Technology, Ehitajate Tee 5, 19086 Tallinn, Estonia 2. University Lille, CNRS, Centrale Lille, Junia, University Polytechnique Hauts-de-France, UMR 8520-IEMN, F-59000 Lille, France 3. School of Electrical and Electronic Engineering, University College Dublin, D04V1W8 Dublin, Ireland
Abstract
Background: Cardiovascular diseases (CVDs), being the culprit for one-third of deaths globally, constitute a challenge for biomedical instrumentation development, especially for early disease detection. Pulsating arterial blood flow, providing access to cardiac-related parameters, involves the whole body. Unobtrusive and continuous acquisition of electrical bioimpedance (EBI) and photoplethysmography (PPG) constitute important techniques for monitoring the peripheral arteries, requiring novel approaches and clever means. Methods: In this work, five peripheral arteries were selected for EBI and PPG signal acquisition. The acquisition sites were evaluated based on the signal morphological parameters. A small-data-based deep learning model, which increases the data by dividing them into cardiac periods, was proposed to evaluate the continuity of the signals. Results: The highest sensitivity of EBI was gained for the carotid artery (0.86%), three times higher than that for the next best, the posterior tibial artery (0.27%). The excitation signal parameters affect the measured EBI, confirming the suitability of classical 100 kHz frequency (average probability of 52.35%). The continuity evaluation of the EBI signals confirmed the advantage of the carotid artery (59.4%), while the posterior tibial artery (49.26%) surpasses the radial artery (48.17%). The PPG signal, conversely, commends the location of the posterior tibial artery (97.87%). Conclusions: The peripheral arteries are highly suitable for non-invasive EBI and PPG signal acquisition. The posterior tibial artery constitutes a candidate for the joint acquisition of EBI and PPG signals in sensor-fusion-based wearable devices—an important finding of this research.
Funder
EU Regional Development Fund Estonian Centre of Excellence in ICT Research EXCITE Estonian Research Council Irish Research Council and French Research Agency
Subject
Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry
Reference55 articles.
1. Martinsen, O.G., and Grimnes, S. (2014). Bioimpedance and Bioelectricity Basics, Academic Press. [3rd ed.]. 2. Continuous cuffless blood pressure monitoring with a wearable ring bioimpedance device;Sel;NPJ Digit. Med.,2023 3. Wearable-Based Assessment of Heart Rate Response to Physical Stressors in Patients after Open-Heart Surgery with Frailty;Sokas;IEEE J. Biomed. Health Inform.,2023 4. Rachim, V.P., Huynh, T.H., and Chung, W.Y. (2018, January 28–31). Wrist Photo-Plethysmography and Bio-Impedance Sensor for Cuff-Less Blood Pressure Monitoring. Proceedings of the 2018 IEEE Sensors, New Delhi, India. 5. Priidel, E., Pesti, K., Min, M., Ojarand, J., and Martens, O. (2021, January 17–20). FPGA-based 16-bit 20 MHz device for the inductive measurement of electrical bio-impedance. Proceedings of the 2021 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Glasgow, UK.
Cited by
1 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
|
|