Skip to main content

Characterization of People with Type II Diabetes Using Electrical Bioimpedance

  • Conference paper
  • First Online:
AETA 2019 - Recent Advances in Electrical Engineering and Related Sciences: Theory and Application (AETA 2019)

Abstract

Diabetes is a disease that causes the death of a person every seven seconds around the world and is also expensive. In 2014, it invested 600 billion dollars to be treated worldwide, that is why the need arises develop technological projects that allow the analysis of specific patterns in people suffering from this disease, in order to detect the pathology in a non-invasive manner and reduce costs, for which an electrical bioelectrical impedance analyzer was developed for the analysis of diabetes. The integrated AD5933 was used as a bioimpedance signal acquisition device and a beaglebone black development platform to process said data. Bioelectrical impedance data were taken from 5 healthy people and 3 people with the pathology. The data were processed by mathematical methods such as linearization with least squares and correlation, which allowed us to find parameters to differentiate between the signals of people with diabetes and people without diabetes. It was determined that people with diabetes have a curve that relates their bioimpedance in a range of frequencies from 10 kHz to 80 kHz, a curve that presented a high correlation to a power function of the form aXb. It was observed that the people who presented values of coefficients (a) greater than 38000 and exponents (b) less than −0.659 were people with diabetes, this in turn allowed to find the equation of a line that separates the two populations W0 + 1W * a + W2 * b = 0.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 169.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Alvero Cruz, J.R., Correas Gomez, L., Ronconi, M., Fernandez Vazquez, R., Porta, J.: La bioimpedancia electrica como metodo de estimacion de la composicion corporal: normas prácticas de utilizacion. Rev. Andal. Med. Deporte 4(4), 167–174 (2011). https://doi.org/10.1016/j.ramd.2015.05.004

  2. Analog Devices: AD5933: 1 MSPS, 12-Bit Impedance Converter, Network Analyzer. Datasheet, 40 (2013). http://www.analog.com/en/rfif-components/direct-digital-synthesis-dds/ad5933/products/product.html

  3. Augusto, C., Estupiñan, S., Helena, L., Chaparro, F.: De Dispositivos Médicos (n.d.)

    Google Scholar 

  4. Coley, G.: Beaglbone Black System Reference Manual (2014)

    Google Scholar 

  5. Correlación, T.R.Y.: Tema 4: regresión y correlación, vol. 4, no. 1, pp. 1–15 (n.d.)

    Google Scholar 

  6. Dispositivos, S.D.E., Edici, P.: Guía para clasificación de dispositivos médicos según riesgo (2016)

    Google Scholar 

  7. El, M., La, X.: Monitorización 3 M (n.d.)

    Google Scholar 

  8. General, H., Gonz, M.G.: La diabetes mellitus y su detección temprana, vol. 5, pp. 5–7 (2002)

    Google Scholar 

  9. Guisán, S.: Gran enciclopedia de la ciencia y de la técnica. In: Océano, 4th edn., pp. 740–742 (1998)

    Google Scholar 

  10. Gómez-Cadenas, J.J.: Ajuste por Mínimos Cuadrados, 15 (2005). http://benasque.org/benasque/2005tae/2005tae-talks/232s5.pdf

  11. Kamat, D.K., Bagul, D., Patil, P.M.: Blood glucose measurement using bioimpedance technique. Adv. in Electron. 2014, 1–5 (2014). https://doi.org/10.1155/2014/406257

    Article  Google Scholar 

  12. Lopez Lopez, C., et al.: Medicina del Deporte 3(1), 170–178 (2011). https://doi.org/10.1016/S1888-7546(14)70058-9

    Article  Google Scholar 

  13. Masoomia, R.: Enhancing LDA-based Discrimination of left and right hand motor imagery: outperforming the winner of BCI competition 2, p. 395. IEEE (2015)

    Google Scholar 

  14. Ministerio de Salud y Protección Social: Analisis de la Situacion de Salud (ASIS) Colombia 2015. Instituto Nacional de Salud, p. 175 (2015)

    Google Scholar 

  15. Ortega, M.: Diabetes, un dulce enemigo de la vida moderna (2012). http://www.portafolio.co/tendencias/diabetes-dulce-enemigo-vida-moderna-93734

  16. Pais, E.: Más de 112 mil personas en el Valle del Cauca sufren de diabetes (2013)

    Google Scholar 

  17. Paul, B., Manuel, M.P., Alex, Z.C.: Design and development of non invasive glucose measurement system. In: 2012 1st International Symposium on Physics and Technology of Sensors (ISPTS-1), pp. 43–46 (2012). https://doi.org/10.1109/ISPTS.2012.6260873

  18. Rodríguez, L., Plata, G.: La calidad de vida percibida en pacientes diabéticos tipo 2. Revista Javeriana (2015). Revistas.javeriana.edu.co

  19. Salazar Gómez, A.J., Cuervo Ramírez, D.K.: Protocolo de pruebas de seguridad eléctrica para equipos electromédicos: caso de estudio de equipos de telemedicina. Revista de Ingeniería, Universidad de Los Andes, pp. 27–32 (2013). https://doi.org/10.16924/riua.v0i38.87

  20. Consejería de Salud: Portal de la Consejería de Salud (2012)

    Google Scholar 

  21. Día Mundial de la Salud: Diabetes (2016)

    Google Scholar 

  22. Yang, Y., Zhang, W., Sun, Q.: Design and preliminary test of a palm bio-impedance spectroscopy measurement system for biometric authentication. In: 2014 International Symposium on Computer, Consumer and Control, pp. 824–827, February 2014. https://doi.org/10.1109/IS3C.2014.218

Download references

Author information

Authors and Affiliations

Authors

Corresponding authors

Correspondence to Luis Carlos Rodríguez Timaná or Javier Ferney Castillo García .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2021 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Rodríguez Timaná, L.C., Castillo García, J.F. (2021). Characterization of People with Type II Diabetes Using Electrical Bioimpedance. In: Cortes Tobar, D., Hoang Duy, V., Trong Dao, T. (eds) AETA 2019 - Recent Advances in Electrical Engineering and Related Sciences: Theory and Application. AETA 2019. Lecture Notes in Electrical Engineering, vol 685. Springer, Cham. https://doi.org/10.1007/978-3-030-53021-1_31

Download citation

Publish with us

Policies and ethics