Skip to main content
Erschienen in: Medical & Biological Engineering & Computing 9/2007

01.09.2007 | Original Article

The compensation of perturbing temperature fluctuation in glucose monitoring technologies based on impedance spectroscopy

verfasst von: Daniel Huber, Mark Talary, François Dewarrat, Andreas Caduff

Erschienen in: Medical & Biological Engineering & Computing | Ausgabe 9/2007

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Non-invasive glucose monitoring techniques based on impedance spectroscopy are affected by a variety of perturbing effects. In order to use the impedance as a glucose measure, these perturbing effects need to be quantified and compensated. Since effects induced by temperature fluctuations certainly rank among the severest perturbations, a clinical study was carried out to establish whether temperature, as a perturbing factor, could be compensated for in impedance spectroscopy. The results as well as a concept allowing for the compensation of perturbing temperature fluctuations are presented here. The compensation technique described is a generic approach that, in principle, can be applied to compensate most perturbation effects provided that there are now multiplicative interactions between the variable of interest (in our case the glucose) and the perturbations. The results allow for the determination of the minimum required sensitivity of an impedance spectrometer to glucose in order to be operational in home-use conditions. Furthermore, the data can be used to estimate if a universal temperature compensation can be applied or if an individual calibration is necessary. For instance, applying a universal temperature compensation and requiring an application range of ±5°C, the minimum required sensitivity of the minimum impedance and frequency in a sensor-skin RLC circuit to resolve glucose variations equivalent to 10 mg/dl is 0.85 Ω/mg/dl and 0.14 MHz/mg/dl, respectively. The sensitivity requirements reduce by about a factor 1.6, if for each subject an individual calibration is carried out. Depending on the measure and the calibration procedure, the required sensitivities are a factor 3–50 greater than those reported in the literature. Thus, in order to be operational in home-use conditions, the signal-to-noise ratio (S/N) of existing impedance-based monitoring platforms using RLC circuits need to be improved by about one order of magnitude. In order to make non-invasive glucose monitoring possible we, therefore, suggest some measures that may improve the S/N by the required factor.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
# Runs/Subject: Number of runs per subject.
 
Literatur
1.
Zurück zum Zitat Aberg P, Nicander I, Hansson J, Geladi P, Holmgren U, Ollmar S (2004) Skin cancer identification using multifrequency electrical impedance—a potential screening tool. IEEE Trans Biomed Eng 51:2097–2102CrossRef Aberg P, Nicander I, Hansson J, Geladi P, Holmgren U, Ollmar S (2004) Skin cancer identification using multifrequency electrical impedance—a potential screening tool. IEEE Trans Biomed Eng 51:2097–2102CrossRef
2.
Zurück zum Zitat Aberg P, Nicander I, Holmgren U, Geladi P, Ollmar S (2003) Assessment of skin lesions and skin cancer using simple electrical impedance indices. Skin Res Technol 9:257–261CrossRef Aberg P, Nicander I, Holmgren U, Geladi P, Ollmar S (2003) Assessment of skin lesions and skin cancer using simple electrical impedance indices. Skin Res Technol 9:257–261CrossRef
3.
Zurück zum Zitat Agron J, Gogineni PS (2003) One-dimensional inverse scattering: reconstruction of permittivity profiles for stratified dielectric media. ITTC-FY2004-TR-27640-04 Agron J, Gogineni PS (2003) One-dimensional inverse scattering: reconstruction of permittivity profiles for stratified dielectric media. ITTC-FY2004-TR-27640-04
4.
Zurück zum Zitat Barthel J, Buchner R, Münsterer M (1995) Electrolyte data collection, part 2: Dielectric propertis of water and aqueous electrolyte solutions electrolyte solutions. DECHEMA, Frankfurt Barthel J, Buchner R, Münsterer M (1995) Electrolyte data collection, part 2: Dielectric propertis of water and aqueous electrolyte solutions electrolyte solutions. DECHEMA, Frankfurt
5.
Zurück zum Zitat Berardesca E, Elsner P, Wilhelm K-P, Maibach HI (1995) Bioengineering of the skin: Methods and instrumentation, vol III. CRC Press, Boca Raton Berardesca E, Elsner P, Wilhelm K-P, Maibach HI (1995) Bioengineering of the skin: Methods and instrumentation, vol III. CRC Press, Boca Raton
6.
Zurück zum Zitat Buono MJ, Burke S, Endemann S, Graham H, Gressard C, Griswold L, Michalewicz B (2004) The effect of ambient air temperature on whole-body bioelectrical impedance. Physiol Meas 25:119–123CrossRef Buono MJ, Burke S, Endemann S, Graham H, Gressard C, Griswold L, Michalewicz B (2004) The effect of ambient air temperature on whole-body bioelectrical impedance. Physiol Meas 25:119–123CrossRef
7.
Zurück zum Zitat Caduff A, Dewarrat F, Talary M, Stalder G, Heinemann L, Feldman Y (2006) Non-invasive glucose monitoring in patients with diabetes: A novel system based on impedance spectroscopy. Biosens Bioelectron Caduff A, Dewarrat F, Talary M, Stalder G, Heinemann L, Feldman Y (2006) Non-invasive glucose monitoring in patients with diabetes: A novel system based on impedance spectroscopy. Biosens Bioelectron
8.
Zurück zum Zitat Caduff A, Hirt E, Feldman Y, Ali Z, Heinemann L (2003) First human experiments with a novel non-invasive, non-optical continuous glucose monitoring system. Biosens Bioelectron 19:209–217CrossRef Caduff A, Hirt E, Feldman Y, Ali Z, Heinemann L (2003) First human experiments with a novel non-invasive, non-optical continuous glucose monitoring system. Biosens Bioelectron 19:209–217CrossRef
9.
Zurück zum Zitat Caduff A, Livshits L, Hayashi Y, Feldman Y (2004) Cell membrane response on D-glucose studied by dielectric spectroscopy. Erythrocyte and ghost suspensions. J Phys Chem B 108:13827–13830CrossRef Caduff A, Livshits L, Hayashi Y, Feldman Y (2004) Cell membrane response on D-glucose studied by dielectric spectroscopy. Erythrocyte and ghost suspensions. J Phys Chem B 108:13827–13830CrossRef
10.
Zurück zum Zitat Clarke B, Gregory A, Cannell D, Patrick M, Wylie S, Youngs I, Hill G (2003) A Guide to the characterisation of dielectric materials at RF and microwave frequencies. Institute of Measurement and Control, Teddington Clarke B, Gregory A, Cannell D, Patrick M, Wylie S, Youngs I, Hill G (2003) A Guide to the characterisation of dielectric materials at RF and microwave frequencies. Institute of Measurement and Control, Teddington
11.
Zurück zum Zitat Cuthbert D, Wood FS (1999) Fitting equations to data: Computer analysis of multifactor data. Wiley-Interscience, New YorkMATH Cuthbert D, Wood FS (1999) Fitting equations to data: Computer analysis of multifactor data. Wiley-Interscience, New YorkMATH
12.
Zurück zum Zitat Durney CH, Christensen D (1999) Basic introduction to bioelectromagnetics. CRC Press, Boca Raton Durney CH, Christensen D (1999) Basic introduction to bioelectromagnetics. CRC Press, Boca Raton
13.
Zurück zum Zitat Forst T, Caduff A, Talary M, Weder M, Brandle M, Kann P, Flacke F, Friedrich C, Pfutzner A (2006) Impact of environmental temperature on skin thickness and microvascular blood flow in subjects with and without diabetes. Diabetes Technol Ther 8:94–101CrossRef Forst T, Caduff A, Talary M, Weder M, Brandle M, Kann P, Flacke F, Friedrich C, Pfutzner A (2006) Impact of environmental temperature on skin thickness and microvascular blood flow in subjects with and without diabetes. Diabetes Technol Ther 8:94–101CrossRef
14.
15.
Zurück zum Zitat Gabriel S, Lau RW, Gabriel C (1996) The dielectric properties of biological tissues: III. Parametric models for the dielectric spectrum of tissues. Phys Med Biol 41:2271–2293CrossRef Gabriel S, Lau RW, Gabriel C (1996) The dielectric properties of biological tissues: III. Parametric models for the dielectric spectrum of tissues. Phys Med Biol 41:2271–2293CrossRef
16.
Zurück zum Zitat Gourzi M, Rouane A, Guelaz R, Alavi MS, McHugh MB, Nadi M, Roth P (2005) Non-invasive glycaemia blood measurements by electromagnetic sensor: study in static and dynamic blood circulation. J Med Eng Technol 29:22–26CrossRef Gourzi M, Rouane A, Guelaz R, Alavi MS, McHugh MB, Nadi M, Roth P (2005) Non-invasive glycaemia blood measurements by electromagnetic sensor: study in static and dynamic blood circulation. J Med Eng Technol 29:22–26CrossRef
17.
Zurück zum Zitat Gudivaka R, Schoeller D, Kushner RF (1996) Effect of skin temperature on multifrequency bioelectrical impedance analysis. J Appl Physiol 81:838–845 Gudivaka R, Schoeller D, Kushner RF (1996) Effect of skin temperature on multifrequency bioelectrical impedance analysis. J Appl Physiol 81:838–845
18.
Zurück zum Zitat Hartung J, Elpelt B, Klösener K-H (2005) Statistik - Lehr- und Handbuch der angewandten Statistik. R. Oldenbourg Verlag, München Hartung J, Elpelt B, Klösener K-H (2005) Statistik - Lehr- und Handbuch der angewandten Statistik. R. Oldenbourg Verlag, München
19.
Zurück zum Zitat Hayashi Y, Livshits L, Caduff A, Feldman Y (2003) Dielectric spectroscopy study of specific glucose influence on human erythrocyte membranes. J Phys D Appl Phys 36:369–374CrossRef Hayashi Y, Livshits L, Caduff A, Feldman Y (2003) Dielectric spectroscopy study of specific glucose influence on human erythrocyte membranes. J Phys D Appl Phys 36:369–374CrossRef
20.
Zurück zum Zitat Hillier TA, Abbott RD, Barrett EJ (1999) Hyponatremia: evaluating the correction factor for hyperglycemia. Am J Med 106:399–403CrossRef Hillier TA, Abbott RD, Barrett EJ (1999) Hyponatremia: evaluating the correction factor for hyperglycemia. Am J Med 106:399–403CrossRef
21.
Zurück zum Zitat Holland PW, Welsch RE (1977) Robust regression using iteratively reweighted least-squares. Commun Statist A 6:813–827CrossRef Holland PW, Welsch RE (1977) Robust regression using iteratively reweighted least-squares. Commun Statist A 6:813–827CrossRef
22.
Zurück zum Zitat Huber PJ (2003) Robust Statistics. Wiley-Interscience, Hoboken, New Jersey Huber PJ (2003) Robust Statistics. Wiley-Interscience, Hoboken, New Jersey
23.
Zurück zum Zitat Jaffrin MY, Fenech M, Moreno MV, Kieffer R (2006) Total body water measurement by a modification of the bioimpedance spectroscopy method. Med Biol Eng Comput 44:873–882CrossRef Jaffrin MY, Fenech M, Moreno MV, Kieffer R (2006) Total body water measurement by a modification of the bioimpedance spectroscopy method. Med Biol Eng Comput 44:873–882CrossRef
24.
Zurück zum Zitat Kao KC (2004) Dielectric phenomena in solids. Academic, San Diego, California Kao KC (2004) Dielectric phenomena in solids. Academic, San Diego, California
25.
Zurück zum Zitat Khalil OS (2004) Non-invasive glucose measurement technologies: an update from 1999 to the dawn of the new millennium. Diabetes Technol Ther 6:660–697CrossRef Khalil OS (2004) Non-invasive glucose measurement technologies: an update from 1999 to the dawn of the new millennium. Diabetes Technol Ther 6:660–697CrossRef
26.
Zurück zum Zitat Krzanowski WJ (2000) Principles of multivariate analysis: a user’s perspective. Oxford University Press, New York, USA Krzanowski WJ (2000) Principles of multivariate analysis: a user’s perspective. Oxford University Press, New York, USA
27.
Zurück zum Zitat Li XB, Larson SD, Zyuzin S, Mamishev AV (2006) Design principles for multichannel fringing electric field sensors. IEEE Sens J 6:434–440CrossRef Li XB, Larson SD, Zyuzin S, Mamishev AV (2006) Design principles for multichannel fringing electric field sensors. IEEE Sens J 6:434–440CrossRef
28.
Zurück zum Zitat Mamishev AV, Du Y, Lesieutre BC, Zahn M (1999) Development and applications of fringing electric field dielectrometry sensors and parameter estimation algorithms. J Electrostat 46:109–123CrossRef Mamishev AV, Du Y, Lesieutre BC, Zahn M (1999) Development and applications of fringing electric field dielectrometry sensors and parameter estimation algorithms. J Electrostat 46:109–123CrossRef
29.
Zurück zum Zitat Martinsen GO, Grimnes S, Schwan HP (2002) Interface phenomena and dielectric properties of biological tissue. pp 2643–2652 Martinsen GO, Grimnes S, Schwan HP (2002) Interface phenomena and dielectric properties of biological tissue. pp 2643–2652
30.
Zurück zum Zitat Oomen PH, Kant GD, Dullaart RP, Reitsma WD, Smit AJ (2002) Acute hyperglycemia and hyperinsulinemia enhance vasodilatation in Type 1 diabetes mellitus without increasing capillary permeability and inducing endothelial dysfunction. Microvasc Res 63:1–9CrossRef Oomen PH, Kant GD, Dullaart RP, Reitsma WD, Smit AJ (2002) Acute hyperglycemia and hyperinsulinemia enhance vasodilatation in Type 1 diabetes mellitus without increasing capillary permeability and inducing endothelial dysfunction. Microvasc Res 63:1–9CrossRef
31.
Zurück zum Zitat Pethig R, Kell DB (1987) The passive electrical properties of biological systems: their significance in physiology, biophysics and biotechnology. Phys Med Biol 32:933–970CrossRef Pethig R, Kell DB (1987) The passive electrical properties of biological systems: their significance in physiology, biophysics and biotechnology. Phys Med Biol 32:933–970CrossRef
32.
Zurück zum Zitat Pfutzner A, Caduff A, Larbig M, Schrepfer T, Forst T (2004) Impact of posture and fixation technique on impedance spectroscopy used for continuous and noninvasive glucose monitoring. Diabetes Technol Ther 6:435–441CrossRef Pfutzner A, Caduff A, Larbig M, Schrepfer T, Forst T (2004) Impact of posture and fixation technique on impedance spectroscopy used for continuous and noninvasive glucose monitoring. Diabetes Technol Ther 6:435–441CrossRef
33.
Zurück zum Zitat Raicu V, Kitagawa N, Irimajiri A (2000) A quantitative approach to the dielectric properties of the skin. Phys Med Biol 45:L1–L4CrossRef Raicu V, Kitagawa N, Irimajiri A (2000) A quantitative approach to the dielectric properties of the skin. Phys Med Biol 45:L1–L4CrossRef
34.
Zurück zum Zitat Smith DC (1992) Effects of skin blood flow and temperature on skin-electrode impedance and offset potential: measurements at low alternating current density. J Med Eng Technol 16:112–116 Smith DC (1992) Effects of skin blood flow and temperature on skin-electrode impedance and offset potential: measurements at low alternating current density. J Med Eng Technol 16:112–116
35.
Zurück zum Zitat Stahel WA (2002) Statistische Datenanalyse. Eine Einführung für Naturwissenschaftler. Vieweg Verlag, Braunschweig Stahel WA (2002) Statistische Datenanalyse. Eine Einführung für Naturwissenschaftler. Vieweg Verlag, Braunschweig
36.
Zurück zum Zitat Stoner HB, Barker P, Riding GS, Hazlehurst DE, Taylor L, Marcuson RW (1991) Relationships between skin temperature and perfusion in the arm and leg. Clin Physiol 11:27–40 Stoner HB, Barker P, Riding GS, Hazlehurst DE, Taylor L, Marcuson RW (1991) Relationships between skin temperature and perfusion in the arm and leg. Clin Physiol 11:27–40
37.
Zurück zum Zitat Sundara-Rajan K, Byrd L, Mamishev AV (2004) Moisture content estimation in paper pulp using fringing field impedance spectroscopy. Sens J IEEE 4:378–383CrossRef Sundara-Rajan K, Byrd L, Mamishev AV (2004) Moisture content estimation in paper pulp using fringing field impedance spectroscopy. Sens J IEEE 4:378–383CrossRef
38.
Zurück zum Zitat Talary MS, Dewarrat F, Caduff A, Puzenko A, Ryabov Y, Feldman Y (2006) An RCL sensor for measuring dielectrically lossy materials in the MHz frequency range 1. Comparison of hydrogel model simulation with actual hydrogel impedance measurements. IEEE Trans Dielectr Electr Insul 13:247–256CrossRef Talary MS, Dewarrat F, Caduff A, Puzenko A, Ryabov Y, Feldman Y (2006) An RCL sensor for measuring dielectrically lossy materials in the MHz frequency range 1. Comparison of hydrogel model simulation with actual hydrogel impedance measurements. IEEE Trans Dielectr Electr Insul 13:247–256CrossRef
39.
Zurück zum Zitat Tamura T, Tenhunen M, Lahtinen T, Repo T, Schwan HP (1994) Modelling of the dielectric properties of normal and irradiated skin. Phys Med Biol 39:927–936CrossRef Tamura T, Tenhunen M, Lahtinen T, Repo T, Schwan HP (1994) Modelling of the dielectric properties of normal and irradiated skin. Phys Med Biol 39:927–936CrossRef
40.
Zurück zum Zitat von Guggenberg PA, Zaretsky MC (1995) Estimation of one-dimensional complex-permittivity profiles: A feasibility study. J Electrostat 34:263–277CrossRef von Guggenberg PA, Zaretsky MC (1995) Estimation of one-dimensional complex-permittivity profiles: A feasibility study. J Electrostat 34:263–277CrossRef
41.
Zurück zum Zitat Williams SB, Goldfine AB, Timimi FK, Ting HH, Roddy MA, Simonson DC, Creager MA (1998) Acute hyperglycemia attenuates endothelium-dependent vasodilation in humans in vivo. Circulation 97:1695–1701 Williams SB, Goldfine AB, Timimi FK, Ting HH, Roddy MA, Simonson DC, Creager MA (1998) Acute hyperglycemia attenuates endothelium-dependent vasodilation in humans in vivo. Circulation 97:1695–1701
42.
Zurück zum Zitat Wilson SB, Spence VA (1988) A tissue heat transfer model for relating dynamic skin temperature changes to physiological parameters. Phys Med Biol 33:895–912CrossRef Wilson SB, Spence VA (1988) A tissue heat transfer model for relating dynamic skin temperature changes to physiological parameters. Phys Med Biol 33:895–912CrossRef
43.
Zurück zum Zitat Yki-Jarvinen H, Utriainen T (1998) Insulin-induced vasodilatation: physiology or pharmacology? Diabetologia 41:369–379CrossRef Yki-Jarvinen H, Utriainen T (1998) Insulin-induced vasodilatation: physiology or pharmacology? Diabetologia 41:369–379CrossRef
Metadaten
Titel
The compensation of perturbing temperature fluctuation in glucose monitoring technologies based on impedance spectroscopy
verfasst von
Daniel Huber
Mark Talary
François Dewarrat
Andreas Caduff
Publikationsdatum
01.09.2007
Verlag
Springer-Verlag
Erschienen in
Medical & Biological Engineering & Computing / Ausgabe 9/2007
Print ISSN: 0140-0118
Elektronische ISSN: 1741-0444
DOI
https://doi.org/10.1007/s11517-007-0229-3

Weitere Artikel der Ausgabe 9/2007

Medical & Biological Engineering & Computing 9/2007 Zur Ausgabe

Premium Partner