A novel EDA glove based on textile-integrated electrodes for affective computing
This paper reports on performance evaluation of a preliminary system prototype based on a fabric glove, with integrated textile electrodes placed at the fingertips, able to acquire and process the electrodermal response (EDR) to discriminate affective states. First, textile electrodes have been char...
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| Published in | Medical & biological engineering & computing Vol. 50; no. 11; pp. 1163 - 1172 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Berlin/Heidelberg
Springer-Verlag
01.11.2012
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0140-0118 1741-0444 1741-0444 |
| DOI | 10.1007/s11517-012-0921-9 |
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| Abstract | This paper reports on performance evaluation of a preliminary system prototype based on a fabric glove, with integrated textile electrodes placed at the fingertips, able to acquire and process the electrodermal response (EDR) to discriminate affective states. First, textile electrodes have been characterized in terms of voltage–current characteristics and trans-surface electric impedance. Next, signal quality of EDR acquired simultaneously from textile and standard electrodes was comparatively evaluated. Finally, a dedicated experiment in which 35 subjects were enrolled, aiming at discriminating different affective states using only EDR was designed and realized. A new set of features extracted from non-linear methods were used, improving remarkably successful recognition rates. Results are, indeed, very satisfactory and promising in the field of affective computing. |
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| AbstractList | This paper reports on performance evaluation of a preliminary system prototype based on a fabric glove, with integrated textile electrodes placed at the fingertips, able to acquire and process the electrodermal response (EDR) to discriminate affective states. First, textile electrodes have been characterized in terms of voltage-current characteristics and trans-surface electric impedance. Next, signal quality of EDR acquired simultaneously from textile and standard electrodes was comparatively evaluated. Finally, a dedicated experiment in which 35 subjects were enrolled, aiming at discriminating different affective states using only EDR was designed and realized. A new set of features extracted from non-linear methods were used, improving remarkably successful recognition rates. Results are, indeed, very satisfactory and promising in the field of affective computing.This paper reports on performance evaluation of a preliminary system prototype based on a fabric glove, with integrated textile electrodes placed at the fingertips, able to acquire and process the electrodermal response (EDR) to discriminate affective states. First, textile electrodes have been characterized in terms of voltage-current characteristics and trans-surface electric impedance. Next, signal quality of EDR acquired simultaneously from textile and standard electrodes was comparatively evaluated. Finally, a dedicated experiment in which 35 subjects were enrolled, aiming at discriminating different affective states using only EDR was designed and realized. A new set of features extracted from non-linear methods were used, improving remarkably successful recognition rates. Results are, indeed, very satisfactory and promising in the field of affective computing. This paper reports on performance evaluation of a preliminary system prototype based on a fabric glove, with integrated textile electrodes placed at the fingertips, able to acquire and process the electrodermal response (EDR) to discriminate affective states. First, textile electrodes have been characterized in terms of voltage-current characteristics and trans-surface electric impedance. Next, signal quality of EDR acquired simultaneously from textile and standard electrodes was comparatively evaluated. Finally, a dedicated experiment in which 35 subjects were enrolled, aiming at discriminating different affective states using only EDR was designed and realized. A new set of features extracted from non-linear methods were used, improving remarkably successful recognition rates. Results are, indeed, very satisfactory and promising in the field of affective computing. Issue Title: Wearable computing and communication for e-Health This paper reports on performance evaluation of a preliminary system prototype based on a fabric glove, with integrated textile electrodes placed at the fingertips, able to acquire and process the electrodermal response (EDR) to discriminate affective states. First, textile electrodes have been characterized in terms of voltage-current characteristics and trans-surface electric impedance. Next, signal quality of EDR acquired simultaneously from textile and standard electrodes was comparatively evaluated. Finally, a dedicated experiment in which 35 subjects were enrolled, aiming at discriminating different affective states using only EDR was designed and realized. A new set of features extracted from non-linear methods were used, improving remarkably successful recognition rates. Results are, indeed, very satisfactory and promising in the field of affective computing.[PUBLICATION ABSTRACT] |
| Author | Scilingo, Enzo Pasquale Lanatà, Antonio Valenza, Gaetano |
| Author_xml | – sequence: 1 givenname: Antonio surname: Lanatà fullname: Lanatà, Antonio organization: Faculty of Engineering, Interdepartmental Research Centre “E. Piaggio”, University of Pisa – sequence: 2 givenname: Gaetano surname: Valenza fullname: Valenza, Gaetano organization: Faculty of Engineering, Interdepartmental Research Centre “E. Piaggio”, University of Pisa – sequence: 3 givenname: Enzo Pasquale surname: Scilingo fullname: Scilingo, Enzo Pasquale email: e.scilingo@ing.unipi.it, e.scilingo@centropiaggio.unipi.it organization: Faculty of Engineering, Interdepartmental Research Centre “E. Piaggio”, University of Pisa |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/22711069$$D View this record in MEDLINE/PubMed |
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| Keywords | Affective computing Textile electrode Electrodermal response Biomedical signal processing |
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| SubjectTerms | Affect (Psychology) Algorithms Biomedical and Life Sciences Biomedical Engineering and Bioengineering Biomedicine Computer Applications Electric Impedance Electrodes Emotions Equipment Design Galvanic Skin Response Gloves Human Physiology Humans Imaging Medical technology Nervous system Physiology Radiology Sensors Signal Processing, Computer-Assisted - instrumentation Special Issue - Original Article Studies Textiles Young Adult |
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| Title | A novel EDA glove based on textile-integrated electrodes for affective computing |
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