A Temperature-Based Bioimpedance Correction for Water Loss Estimation During Sports

Beitrag in einer Fachzeitschrift


Details zur Publikation

Autor(en): Ring M, Lohmüller C, Rauh M, Mester J, Eskofier B
Zeitschrift: IEEE Journal of Biomedical and Health Informatics
Verlag: Institute of Electrical and Electronics Engineers (IEEE)
Jahr der Veröffentlichung: 2016
Band: 20
Heftnummer: 6
Seitenbereich: 1477-1484
ISSN: 2168-2194
Sprache: Englisch


Abstract


The amount of total body water (TBW) can be estimated based on bioimpedance measurements of the human body. In sports, TBW estimations are of importance because mild water losses can impair muscular strength and aerobic endurance. Severe water losses can even be life threatening. TBW estimations based on bioimpedance, however, fail during sports because the increased body temperature corrupts bioimpedance measurements. Therefore, this paper proposes a machine learning method that eliminates the effects of increased temperature on bioimpedance and, consequently, reveals the changes in bioimpedance that are due to TBW loss. This is facilitated by utilizing changes in skin and core temperature. The method was evaluated in a study in which bioimpedance, temperature, and TBW loss were recorded every 15 minutes during a two-hour running workout. The evaluation demonstrated that the proposed method is able to reduce the error of TBW loss estimation by up to 71%, compared to the state of art. In the future, the proposed method in combination with portable bioimpedance devices might facilitate the development of wearable devices for continuous and noninvasive TBW loss monitoring during sports.



FAU-Autoren / FAU-Herausgeber

Eskofier, Björn Prof. Dr.
Stiftungs-Juniorprofessur für Sportinformatik (Digital Sports)
Rauh, Manfred Prof. Dr.
Kinder- und Jugendklinik
Ring, Matthias
Lehrstuhl für Informatik 5 (Mustererkennung)


Zitierweisen

APA:
Ring, M., Lohmüller, C., Rauh, M., Mester, J., & Eskofier, B. (2016). A Temperature-Based Bioimpedance Correction for Water Loss Estimation During Sports. IEEE Journal of Biomedical and Health Informatics, 20(6), 1477-1484. https://dx.doi.org/10.1109/JBHI.2015.2466076

MLA:
Ring, Matthias, et al. "A Temperature-Based Bioimpedance Correction for Water Loss Estimation During Sports." IEEE Journal of Biomedical and Health Informatics 20.6 (2016): 1477-1484.

BibTeX: 

Zuletzt aktualisiert 2018-08-06 um 00:10