公开(公告)号：US20190175079A1

公开(公告)日：2019-06-13

申请号：US15840515

申请日：2017-12-13

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Jeffrey Nishida ,  Andrea Varsavsky ,  Taly G. Engel ,  Keith Nogueira ,  Andy Y. Tsai ,  Peter Ajemba

IPC: A61B5/1495 ,  A61B5/145 ,  A61B5/1473 ,  A61B5/00

Abstract: A method for optional external calibration of a calibration-free glucose sensor uses values of measured working electrode current (Isig) and EIS data to calculate a final sensor glucose (SG) value. Counter electrode voltage (Vcntr) may also be used as an input. Raw Isig and Vcntr values may be preprocessed, and low-pass filtering, averaging, and/or feature generation may be applied. SG values may be generated using one or more models for predicting SG calculations. When an external blood glucose (BG) value is available, the BG value may also be used in calculating the SG values. A SG variance estimate may be calculated for each predicted SG value and modulated, with the modulated SG values then fused to generate a fused SG. A Kalman filter, as well as error detection logic, may be applied to the fused SG value to obtain a final SG, which is then displayed to the user.

公开(公告)号：US20210338932A1

公开(公告)日：2021-11-04

申请号：US17373502

申请日：2021-07-12

Applicant: Medtronic MiniMed, Inc.

Inventor： Louis J. Lintereur ,  Alexander S. Campbell ,  Taly G. Engel ,  David Dunleavy ,  Benyamin Grosman ,  Anirban Roy

IPC: A61M5/172 ,  G16H20/17

Abstract: A system includes one or more processors and one or more processor-readable storage media storing instructions which, when executed by the one or more processors, cause performance of receiving, via a user interface, confirmation input that indicates user acceptance of a blood glucose (BG) measurement generated by a BG meter device, in response to receiving the confirmation input, using the BG measurement for performing both glucose sensor calibration and bolus calculation, and causing delivery of a bolus based on outputting a delivery command in accordance with the bolus calculation.

公开(公告)号：US10327680B2

公开(公告)日：2019-06-25

申请号：US14980205

申请日：2015-12-28

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Keith Nogueira ,  Taly G. Engel ,  Raghavendhar Gautham ,  Xiaolong Li ,  Bradley C. Liang ,  Rajiv Shah ,  Jaeho Kim ,  Mike C. Liu ,  Andy Y. Tsai ,  Jeffrey Nishida

IPC: A61B5/00 ,  A61B5/145 ,  A61B5/1486

Abstract: 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.

公开(公告)号：US20170185733A1

公开(公告)日：2017-06-29

申请号：US14980293

申请日：2015-12-28

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Keith Nogueira ,  Taly G. Engel ,  Benyamin Grosman ,  Xiaolong Li ,  Bradley C. Liang ,  Rajiv Shah ,  Mike C. Liu ,  Andy Y. Tsai ,  Andrea Varsavsky ,  Jeffrey Nishida

IPC: G06F19/00 ,  G06N3/12 ,  G06N99/00

CPC classification number: G06N20/00 ,  A61B5/14532 ,  A61B5/14735 ,  A61B5/1495 ,  A61B5/6849 ,  G06N3/126 ,  G16H40/40

Abstract: A method for retrospective calibration of a glucose sensor uses stored values of measured working electrode current (Isig) to calculate a final sensor glucose (SG) value retrospectively. The Isig values may be preprocessed, discrete wavelet decomposition applied. At least one machine learning model, such as, e.g., Genetic Programming (GP) and Regression Decision Tree (DT), may be used to calculate SG values based on the Isig values and the discrete wavelet decomposition. Other inputs may include, e.g., counter electrode voltage (Vcntr) and Electrochemical Impedance Spectroscopy (EIS) data. A plurality of machine learning models may be used to generate respective SG values, which are then fused to generate a fused SG. Fused SG values may be filtered to smooth the data, and blanked if necessary.

公开(公告)号：US20240345011A1

公开(公告)日：2024-10-17

申请号：US18735347

申请日：2024-06-06

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Keith Nogueira ,  Taly G. Engel ,  Xiaolong Li ,  Bradley C. Liang ,  Rajiv Shah ,  Jaeho Kim ,  Mike C. Liu ,  Andy Y. Tsai ,  Andrea Varsavsky ,  Fei Yu

IPC: G01N27/02 ,  G01N33/487 ,  G01N33/49

CPC classification number: G01N27/026 ,  G01N33/48707 ,  G01N33/49

Abstract: A method of optimizing operation of a glucose sensor includes performing an electrochemical impedance spectroscopy (EIS) procedure to obtain imaginary impedance values for an electrode of a glucose sensor, calculating a change value as a difference between a threshold reference for the imaginary impedance values and a most-recent imaginary impedance value, and obtaining measurements of the calibration factor for the glucose sensor. The method also includes comparing the change value to a first threshold and the calibration factor to a second threshold and determining, based on the comparison, whether sensor data from the glucose sensor is valid.

公开(公告)号：US11974844B2

公开(公告)日：2024-05-07

申请号：US16397156

申请日：2019-04-29

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Keith Nogueira ,  Taly G. Engel ,  Xiaolong Li ,  Bradley C. Liang ,  Rajiv Shah ,  Jaeho Kim ,  Mike C. Liu ,  Andy Y. Tsai

IPC: A61B5/1495 ,  A61B5/00 ,  A61B5/053 ,  A61B5/0537 ,  A61B5/145 ,  A61B5/1473

CPC classification number: A61B5/1495 ,  A61B5/053 ,  A61B5/0537 ,  A61B5/14532 ,  A61B5/1473 ,  A61B5/7221 ,  A61B5/1451 ,  A61B5/6848 ,  A61B5/6868 ,  A61B5/7225 ,  A61B5/742 ,  A61B2560/0204

Abstract: 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.

公开(公告)号：US11071821B2

公开(公告)日：2021-07-27

申请号：US16419411

申请日：2019-05-22

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Louis J. Lintereur ,  Alexander S. Campbell ,  Taly G. Engel ,  David Dunleavy ,  Benyamin Grosman ,  Anirban Roy

IPC: A61M5/172 ,  G16H20/17

Abstract: An insulin infusion device and a related operating method are disclosed. The method obtains a blood glucose (BG) measurement of a blood sample from a user, displays the BG measurement on a display element of the infusion device, and receives a confirmation input that indicates user acceptance of the displayed BG measurement. In response to the confirmation input, a glucose sensor calibration routine is automatically initiated, and an insulin bolus calculation is automatically initiated. The calibration routine and the bolus calculation use the confirmed BG measurement. The method continues by controlling delivery of insulin, in accordance with the calculated insulin bolus, from a fluid reservoir of the insulin infusion device. The sensor calibration routine and the insulin bolus calculation are both performed without any additional user involvement or interaction with the user interface other than the user acceptance of the displayed BG measurement.

公开(公告)号：US20190246961A1

公开(公告)日：2019-08-15

申请号：US16397156

申请日：2019-04-29

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Keith Nogueira ,  Taly G. Engel ,  Xiaolong Li ,  Bradley C. Liang ,  Rajiv Shah ,  Jaeho Kim ,  Mike C. Liu ,  Andy Y. Tsai

IPC: A61B5/1495 ,  A61B5/1473 ,  A61B5/145 ,  A61B5/00 ,  A61B5/053

CPC classification number: A61B5/1495 ,  A61B5/053 ,  A61B5/0537 ,  A61B5/1451 ,  A61B5/14532 ,  A61B5/1473 ,  A61B5/6848 ,  A61B5/6868 ,  A61B5/7221 ,  A61B5/7225 ,  A61B5/742 ,  A61B2560/0204

Abstract: 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.

公开(公告)号：US20170184527A1

公开(公告)日：2017-06-29

申请号：US14980185

申请日：2015-12-28

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Keith Nogueira ,  Taly G. Engel ,  Xiaolong Li ,  Bradley C. Liang ,  Rajiv Shah ,  Jaeho Kim ,  Mike C. Liu ,  Andy Y. Tsai ,  Andrea Varsavsky ,  Fei Yu

IPC: G01N27/02 ,  G01N33/487 ,  G01N27/416 ,  G01N33/49

CPC classification number: G01N27/026 ,  G01N33/48707 ,  G01N33/49

Abstract: 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.

公开(公告)号：US12114972B2

公开(公告)日：2024-10-15

申请号：US16773422

申请日：2020-01-27

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Georgios Mallas ,  Andrea Varsavsky ,  Peter Ajemba ,  Jeffrey Nishida ,  Keith Nogueira ,  Elaine Gee ,  Leonardo Nava-Guerra ,  Jing Liu ,  Sadaf S. Seleh ,  Taly G. Engel ,  Benyamin Grosman ,  Steven Lai ,  Luis A. Torres ,  Chi A. Tran ,  David M. Sniecinski

IPC: A61B5/145 ,  A61B5/1468

CPC classification number: A61B5/14532 ,  A61B5/1468 ,  A61B2560/0223 ,  A61B2562/16

Abstract: A continuous glucose monitoring system may utilize electrode current (Isig) signals, Electrochemical Impedance Spectroscopy (EIS), and Vcntr values to optimize sensor glucose (SG) calculation in such a way as to enable reduction of the need for blood glucose (BG) calibration requests from users.