• DocumentCode
    665104
  • Title

    Cascaded output selection for processing of capacitive electrocardiograms by means of independent component analysis

  • Author

    Wedekind, Daniel ; Malberg, Hagen ; Zaunseder, S.

  • Author_Institution
    Dept. of Electr. Eng., Tech. Univ. Dresden, Dresden, Germany
  • fYear
    2013
  • fDate
    9-11 Oct. 2013
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Innovative measurement systems allow for the contactless recording of vital signs. Thus, applications with medical background for daily life become possible. Aquired signals, however, often cannot compete with their clinically established counterparts. In fact, typical characteristics as small signal amplitudes on the one hand, frequently occuring artefacts and noise on the other hand, introduce the apparent need for sophisticated processing techniques to allow for a reliable function when thinking of contactless measurements. This contribution investigates the possibility of using multichannel capacitive electrocardiogram (cECG) recordings to derive the heart rate for driver monitoring. We propose a processing scheme consisting of a spatio-temporal independent component analysis applied to the cECG together with a newly developed method to select the most appropriate of the output channels by analyzing their frequency characteristics. By an experimental study incorporating 27 healthy subjects we prove the applicability of our method and discuss its advantages compared to existing methods.
  • Keywords
    electrocardiography; independent component analysis; medical signal processing; recording; artefacts; cECG recordings; capacitive electrocardiograms processing; cascaded output selection; contact-less measurements; contact-less recording; frequency characteristics; innovative measurement systems; multichannel capacitive electrocardiogram; signal amplitudes; spatio-temporal independent component analysis; vital signs; Biomedical measurement; Data integration; Electrocardiography; Electrodes; Heart rate; Motion measurement; Standards; ICA; Independent Component Analysis; automotive capacitive ECG; cECG; raw data fusion; spatio-temporal ICA;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Sensor Data Fusion: Trends, Solutions, Applications (SDF), 2013 Workshop on
  • Conference_Location
    Bonn
  • Print_ISBN
    978-1-4799-0777-9
  • Type

    conf

  • DOI
    10.1109/SDF.2013.6698267
  • Filename
    6698267