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      Vital Sign Monitoring in Car Seats Based on Electrocardiography, Ballistocardiography and Seismocardiography: A Review

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          Abstract

          This paper focuses on a thorough summary of vital function measuring methods in vehicles. The focus of this paper is to summarize and compare already existing methods integrated into car seats with the implementation of inter alia capacitive electrocardiogram (cECG), mechanical motion analysis Ballistocardiography (BCG) and Seismocardiography (SCG). In addition, a comprehensive overview of other methods of vital sign monitoring, such as camera-based systems or steering wheel sensors, is also presented in this article. Furthermore, this work contains a very thorough background study on advanced signal processing methods and their potential application for the purpose of vital sign monitoring in cars, which is prone to various disturbances and artifacts occurrence that have to be eliminated.

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          EEG-based drowsiness estimation for safety driving using independent component analysis

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            EEG-based prediction of driver's cognitive performance by deep convolutional neural network

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              Robust ballistocardiogram acquisition for home monitoring.

              The ballistocardiogram (BCG) measures the reaction of the body to cardiac ejection forces, and is an effective, non-invasive means of evaluating cardiovascular function. A simple, robust method is presented for acquiring high-quality, repeatable BCG signals from a modified, commercially available scale. The measured BCG waveforms for all subjects qualitatively matched values in the existing literature and physiologic expectations in terms of timing and IJ amplitude. Additionally, the BCG IJ amplitude was shown to be correlated with diastolic filling time for a subject with premature atrial contractions, demonstrating the sensitivity of the apparatus to beat-by-beat hemodynamic changes. The signal-to-noise ratio (SNR) of the BCG was estimated using two methods, and the average SNR over all subjects was greater than 12 for both estimates. The BCG measurement was shown to be repeatable over 50 recordings taken from the same subject over a three week period. This approach could allow patients at home to monitor trends in cardiovascular health.
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                Author and article information

                Journal
                Sensors (Basel)
                Sensors (Basel)
                sensors
                Sensors (Basel, Switzerland)
                MDPI
                1424-8220
                06 October 2020
                October 2020
                : 20
                : 19
                : 5699
                Affiliations
                [1 ]Faculty of Electrical Engineering and Computer Science, VSB-Technical University of Ostrava, 17 Listopadu 15, 70800 Ostrava, Czech Republic; martina.ladrova@ 123456vsb.cz (M.L.); rene.jaros@ 123456vsb.cz (R.J.); lukas.danys@ 123456vsb.cz (L.D.); petr.simonik@ 123456vsb.cz (P.S.)
                [2 ]Faculty of Electrical Engineering, Automatic Control and Informatics, Opole University of Technology, Proszkowska 76, 45-758 Opole, Poland; a.kawala-sterniuk@ 123456po.edu.pl
                Author notes
                Author information
                https://orcid.org/0000-0002-9660-9659
                https://orcid.org/0000-0003-2054-143X
                https://orcid.org/0000-0001-7826-1292
                https://orcid.org/0000-0002-5316-475X
                https://orcid.org/0000-0003-3346-6467
                https://orcid.org/0000-0002-4895-7624
                https://orcid.org/0000-0002-8679-9823
                Article
                sensors-20-05699
                10.3390/s20195699
                7582509
                33036313
                217578d1-b91c-448e-bac3-962338ddd979
                © 2020 by the authors.

                Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( http://creativecommons.org/licenses/by/4.0/).

                History
                : 21 August 2020
                : 30 September 2020
                Categories
                Review

                Biomedical engineering
                vital sign monitoring,sensors,car seats,electrocardiography,ballistocardiography,seismocardiography,electroencephalography,signal processing

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