Blood glucose validation for a closed-loop operating mode of an insulin infusion system
US-2016162662-A1 · Jun 9, 2016 · US
US11445952B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-11445952-B2 |
| Application number | US-201916388794-A |
| Country | US |
| Kind code | B2 |
| Filing date | Apr 18, 2019 |
| Priority date | Dec 28, 2015 |
| Publication date | Sep 20, 2022 |
| Grant date | Sep 20, 2022 |
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Electrochemical impedance spectroscopy (EIS) may be used in conjunction with continuous glucose monitoring (CGM) to enable identification of valid and reliable sensor data, as well implementation of Smart Calibration algorithms.
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What is claimed is: 1. A method for real-time calibration of a glucose sensor for measuring a level of glucose in a body of a user, the glucose sensor including physical sensor electronics, a microcontroller, and a working electrode, the method comprising: (a) measuring, by the physical sensor electronics, an electrode current (Isig) for the working electrode; (b) obtaining a blood glucose (BG) value for the user; (c) performing, by the microcontroller, an electrochemical impedance spectroscopy (EIS) procedure for the working electrode to obtain a respective plurality of values of an impedance-based parameter for the working electrode, and expecting calibration errors based on the respective plurality of values of an impedance-based parameter; (d) providing, by the microcontroller, variable calibration error thresholds based on expectation of calibration error; (e) updating, by the microcontroller, a calibration factor CF with accepted BG values based on the variable calibration error thresholds; (f) calculating, by the microcontroller, a calibrated sensor glucose (SG) value associated with the Isig based on the updated CF and accepted BG values; (g) calculating, by the microcontroller, an amount of insulin to be delivered to the user based on the calibrated SG value; and (h) delivering the calculated amount of insulin to the user. 2. The method of claim 1 , further including calculating, by the microcontroller, an expected CF value based on the glucose sensor's age, weighting the updated CF value by using the expected CF value, and calculating a calibrated sensor glucose (SG) value associated with the Isig based on the weighted CF and accepted BG values. 3. The method of claim 2 , wherein the expected CF value is increased over time so as to reduce the likelihood of under-reading. 4. The method of claim 2 , wherein the expected CF value is calculated according to the relation Expected CF=Sensor Age x (0.109 mg/dL/nA)/day+4.730 mg/dL/nA, wherein the Sensor Age is expressed in units of days. 5. The method of claim 1 , further including storing the Isig value in a buffer. 6. The method of claim 2 , further including repeating steps (a)-(f) periodically. 7. The method of claim 6 , further including repeating step (a) at a calculated interval to obtain a plurality of Isig values prior to step (b). 8. The method of claim 7 , wherein the calculation of the expected CF value is performed only when the obtained BG value is acceptable. 9. The method of claim 7 , wherein the calculation of the expected CF value is performed for each of the plurality of Isig values. 10. The method of claim 1 , further including transmitting the calculated SG value to an insulin delivery device. 11. The method of claim 1 , wherein the glucose sensor includes a plurality of working electrodes, and steps (a)-(f) are performed for each working electrode of the plurality of working electrodes. 12. The method of claim 1 , wherein the Isig value is filtered by the microcontroller to obtain a filtered Isig (fIsig) value. 13. The method of claim 1 , wherein the physical sensor electronics measure a plurality of Isig values at calculated intervals, and the microcontroller filters the plurality of Isig values to obtain respective filtered Isig (fIsig) values. 14. The method of claim 13 , further including storing at least a subset of the fIsig values in a calibration buffer. 15. The method of claim 14 , further including assigning respective weights to the subset of fIsig values stored in the calibration buffer. 16. The method of claim 15 , further including modifying the respective weights based on the values of the impedance-based parameter. 17. The method of claim 15 , further including clearing the calibration buffer if the values of the impedance-based parameter are outside of a calculated range. 18. The method of claim 1 , further including adjusting, by the microcontroller, the CF value based on the respective plurality of values of an impedance-based parameter for the working electrode. 19. The method of claim 18 , wherein the CF value is adjusted according to the relation CF(t)=CFreference —m(Rreference —Rm(t)), wherein CFreference is the reference value for the calibration factor, m is the gradient of the correlation, Rm is the membrane resistance, t is the time. 20. A method for operating a glucose sensor, the method comprising: measuring an electrode current (Isig) for a working electrode of the glucose sensor; performing an electrochemical impedance spectroscopy (EIS) procedure for the working electrode to obtain a respective plurality of values of an impedance-based parameter for the working electrode, and expecting calibration errors based on the respective plurality of values of an impedance-based parameter; updating a calibration factor CF with accepted BG values based on variable calibration error thresholds; calculating a calibrated sensor glucose (SG) value associated with the Isig based on the updated CF; calculating an amount of insulin to be delivered to the user based on the calibrated SG value; and delivering the calculated amount of insulin to the user.
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