公开(公告)号：US20230017510A1

公开(公告)日：2023-01-19

申请号：US17892206

申请日：2022-08-22

Applicant: Medtronic MiniMed, Inc.

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

IPC: A61B5/1495 ,  A61B5/00 ,  A61B5/1486 ,  A61B5/145 ,  A61B5/1473 ,  A61M5/142 ,  A61M5/172

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：US11406295B2

公开(公告)日：2022-08-09

申请号：US16522062

申请日：2019-07-25

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Andrea Varsavsky ,  Xiaolong Li ,  Mike C. Liu ,  Yuxiang Zhong ,  Ning Yang

IPC: A61B5/1455 ,  A61B5/145 ,  A61B5/1495 ,  A61B5/1459 ,  A61B5/1473 ,  A61B5/00 ,  A61M5/142 ,  A61M5/172 ,  A61B5/1468 ,  G01N21/00 ,  G01N27/416 ,  G01N33/49 ,  G01N33/66 ,  G01N21/84 ,  G01N27/27 ,  C12Q1/00 ,  G01N21/59 ,  G01N27/327

Abstract: Methods and systems for sensor calibration and sensor glucose (SG) fusion are used advantageously to improve the accuracy and reliability of orthogonally redundant glucose sensor devices, which may include optical and electrochemical glucose sensors. Calibration for both sensors may be achieved via fixed-offset and/or dynamic regression methodologies, depending, e.g., on sensor stability and Isig-Ratio pair correlation. For SG fusion, respective integrity checks may be performed for SG values from the optical and electrochemical sensors, and the SG values calibrated if the integrity checks are passed. Integrity checks may include checking for sensitivity loss, noise, and drift. If the integrity checks are failed, in-line sensor mapping between the electrochemical and optical sensors may be performed prior to calibration. The electrochemical and optical SG values may be weighted (as a function of the respective sensor's overall reliability index (RI)) and the weighted SGs combined to obtain a single, fused SG value.

公开(公告)号：US20210386335A1

公开(公告)日：2021-12-16

申请号：US17458643

申请日：2021-08-27

Applicant: Medtronic MiniMed, Inc.

Inventor： Andrea Varsavsky ,  Xiaolong Li ,  Mike C. Liu ,  Yuxiang Zhong ,  Ning Yang

IPC: A61B5/145 ,  A61B5/1495 ,  A61B5/1459 ,  A61B5/1473 ,  A61B5/00 ,  A61M5/142 ,  A61M5/172 ,  A61B5/1455 ,  A61B5/1468 ,  G01N21/00 ,  G01N27/416 ,  G01N33/49 ,  G01N33/66 ,  G01N21/84 ,  G01N27/27 ,  C12Q1/00 ,  G01N21/59 ,  G01N27/327

Abstract: Methods and systems for sensor calibration and sensor glucose (SG) fusion are used advantageously to improve the accuracy and reliability of orthogonally redundant glucose sensor devices, which may include optical and electrochemical glucose sensors. Calibration for both sensors may be achieved via fixed-offset and/or dynamic regression methodologies, depending, e.g., on sensor stability and Isig-Ratio pair correlation. For SG fusion, respective integrity checks may be performed for SG values from the optical and electrochemical sensors, and the SG values calibrated if the integrity checks are passed. Integrity checks may include checking for sensitivity loss, noise, and drift. If the integrity checks are failed, in-line sensor mapping between the electrochemical and optical sensors may be performed prior to calibration. The electrochemical and optical SG values may be weighted (as a function of the respective sensor's overall reliability index (RI)) and the weighted SGs combined to obtain a single, fused SG value.

公开(公告)号：US10952651B2

公开(公告)日：2021-03-23

申请号：US15903332

申请日：2018-02-23

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Andrea Varsavsky ,  Xiaolong Li ,  Mike C. Liu ,  Yuxiang Zhong ,  Ning Yang

IPC: A61B5/1495 ,  A61B5/145 ,  A61B5/1459 ,  A61B5/1473 ,  A61B5/00 ,  A61M5/142 ,  A61M5/172 ,  A61B5/1455 ,  A61B5/1468 ,  G01N21/00 ,  G01N27/416 ,  G01N33/49 ,  G01N33/66 ,  G01N21/84 ,  G01N27/27 ,  C12Q1/00 ,  G01N21/59 ,  G01N27/327

Abstract: Methods and systems for sensor calibration and sensor glucose (SG) fusion are used advantageously to improve the accuracy and reliability of orthogonally redundant glucose sensor devices, which may include optical and electrochemical glucose sensors. Calibration for both sensors may be achieved via fixed-offset and/or dynamic regression methodologies, depending, e.g., on sensor stability and Isig-Ratio pair correlation. For SG fusion, respective integrity checks may be performed for SG values from the optical and electrochemical sensors, and the SG values calibrated if the integrity checks are passed. Integrity checks may include checking for sensitivity loss, noise, and drift. If the integrity checks are failed, in-line sensor mapping between the electrochemical and optical sensors may be performed prior to calibration. The electrochemical and optical SG values may be weighted (as a function of the respective sensor's overall reliability index (RI)) and the weighted SGs combined to obtain a single, fused SG value.

公开(公告)号：US10426385B2

公开(公告)日：2019-10-01

申请号：US15481868

申请日：2017-04-07

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Andrea Varsavsky ,  Xiaolong Li ,  Mike C. Liu ,  Yuxiang Zhong ,  Ning Yang

IPC: A61B5/1455 ,  A61B5/1495 ,  A61B5/1459 ,  A61B5/1473 ,  A61B5/00 ,  G01N21/00 ,  G01N27/416 ,  G01N33/49 ,  G01N33/66 ,  A61B5/145 ,  A61M5/142 ,  A61M5/172 ,  A61B5/1468 ,  G01N21/84 ,  G01N27/27 ,  C12Q1/00 ,  G01N21/59 ,  G01N27/327

Abstract: Methods and systems for sensor calibration and sensor glucose (SG) fusion are used advantageously to improve the accuracy and reliability of orthogonally redundant glucose sensor devices, which may include optical and electrochemical glucose sensors. Calibration for both sensors may be achieved via fixed-offset and/or dynamic regression methodologies, depending, e.g., on sensor stability and Isig-Ratio pair correlation. For SG fusion, respective integrity checks may be performed for SG values from the optical and electrochemical sensors, and the SG values calibrated if the integrity checks are passed. Integrity checks may include checking for sensitivity loss, noise, and drift. If the integrity checks are failed, in-line sensor mapping between the electrochemical and optical sensors may be performed prior to calibration. The electrochemical and optical SG values may be weighted (as a function of the respective sensor's overall reliability index (RI)) and the weighted SGs combined to obtain a single, fused SG value.

公开(公告)号：US20170181676A1

公开(公告)日：2017-06-29

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: A61B5/145 ,  A61B5/1486 ,  A61B5/00 ,  A61B5/053

CPC classification number: A61B5/14532 ,  A61B5/14865 ,  A61B5/7221 ,  A61B2560/0223 ,  A61B2560/0276

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：US09649059B2

公开(公告)日：2017-05-16

申请号：US14261043

申请日：2014-04-24

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Andrea Varsavsky ,  Xiaolong Li ,  Mike C. Liu ,  Yuxiang Zhong ,  Ning Yang

IPC: A61B5/1455 ,  A61B5/1495 ,  A61B5/145 ,  A61B5/1459 ,  A61B5/1473 ,  A61B5/00 ,  A61M5/142 ,  A61M5/172 ,  A61B5/1468 ,  G01N21/00 ,  G01N27/416 ,  G01N33/49 ,  G01N33/66

CPC classification number: A61B5/14532 ,  A61B5/0004 ,  A61B5/14503 ,  A61B5/1455 ,  A61B5/14556 ,  A61B5/1459 ,  A61B5/1468 ,  A61B5/1473 ,  A61B5/1495 ,  A61B5/4839 ,  A61B5/7221 ,  A61B5/7278 ,  A61B2560/0223 ,  A61B2560/0238 ,  A61B2562/06 ,  A61M5/142 ,  A61M5/14244 ,  A61M5/1723 ,  A61M2005/1726 ,  A61M2205/3306 ,  A61M2205/3584 ,  A61M2205/3592 ,  A61M2205/50 ,  A61M2205/505 ,  A61M2205/52 ,  A61M2230/005 ,  A61M2230/201 ,  C12Q1/006 ,  G01N21/00 ,  G01N21/59 ,  G01N21/84 ,  G01N27/27 ,  G01N27/3274 ,  G01N27/4163 ,  G01N33/49 ,  G01N33/66 ,  G01N2201/127

Abstract: Methods and systems for sensor calibration and sensor glucose (SG) fusion are used advantageously to improve the accuracy and reliability of orthogonally redundant glucose sensor devices, which may include optical and electrochemical glucose sensors. Calibration for both sensors may be achieved via fixed-offset and/or dynamic regression methodologies, depending, e.g., on sensor stability and Isig-Ratio pair correlation. For SG fusion, respective integrity checks may be performed for SG values from the optical and electrochemical sensors, and the SG values calibrated if the integrity checks are passed. Integrity checks may include checking for sensitivity loss, noise, and drift. If the integrity checks are failed, in-line sensor mapping between the electrochemical and optical sensors may be performed prior to calibration. The electrochemical and optical SG values may be weighted (as a function of the respective sensor's overall reliability index (RI)) and the weighted SGs combined to obtain a single, fused SG value.

公开(公告)号：US20150164389A1

公开(公告)日：2015-06-18

申请号：US14261043

申请日：2014-04-24

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Andrea Varsavsky ,  Xiaolong Li ,  Mike C. Liu ,  Yuxiang Zhong ,  Ning Yang

IPC: A61B5/145 ,  A61M5/172 ,  A61B5/1495 ,  A61B5/00 ,  A61B5/1455 ,  A61B5/1468

CPC classification number: A61B5/14532 ,  A61B5/0004 ,  A61B5/14503 ,  A61B5/1455 ,  A61B5/14556 ,  A61B5/1459 ,  A61B5/1468 ,  A61B5/1473 ,  A61B5/1495 ,  A61B5/4839 ,  A61B5/7221 ,  A61B5/7278 ,  A61B2560/0223 ,  A61B2560/0238 ,  A61B2562/06 ,  A61M5/142 ,  A61M5/14244 ,  A61M5/1723 ,  A61M2005/1726 ,  A61M2205/3306 ,  A61M2205/3584 ,  A61M2205/3592 ,  A61M2205/50 ,  A61M2205/505 ,  A61M2205/52 ,  A61M2230/005 ,  A61M2230/201 ,  C12Q1/006 ,  G01N21/00 ,  G01N21/59 ,  G01N21/84 ,  G01N27/27 ,  G01N27/3274 ,  G01N27/4163 ,  G01N33/49 ,  G01N33/66 ,  G01N2201/127

Abstract: Methods and systems for sensor calibration and sensor glucose (SG) fusion are used advantageously to improve the accuracy and reliability of orthogonally redundant glucose sensor devices, which may include optical and electrochemical glucose sensors. Calibration for both sensors may be achieved via fixed-offset and/or dynamic regression methodologies, depending, e.g., on sensor stability and Isig-Ratio pair correlation. For SG fusion, respective integrity checks may be performed for SG values from the optical and electrochemical sensors, and the SG values calibrated if the integrity checks are passed. Integrity checks may include checking for sensitivity loss, noise, and drift. If the integrity checks are failed, in-line sensor mapping between the electrochemical and optical sensors may be performed prior to calibration. The electrochemical and optical SG values may be weighted (as a function of the respective sensor's overall reliability index (RI)) and the weighted SGs combined to obtain a single, fused SG value.

公开(公告)号：US12019039B2

公开(公告)日：2024-06-25

申请号：US16158043

申请日：2018-10-11

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: 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：US20230360799A1

公开(公告)日：2023-11-09

申请号：US18324820

申请日：2023-05-26

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: A61B5/145 ,  A61B5/1495 ,  G06N3/126 ,  G06N20/00 ,  A61B5/1473 ,  G16H50/20 ,  G16H40/40

CPC classification number: G16H50/20 ,  A61B5/14532 ,  A61B5/14735 ,  A61B5/1495 ,  G06N3/126 ,  G06N20/00 ,  G16H40/40 ,  A61B5/6849

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 Programing (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.