公开(公告)号：US11766195B2

公开(公告)日：2023-09-26

申请号：US17175146

申请日：2021-02-12

Applicant: MEDTRONIC MINIMED, INC.

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

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

CPC classification number: A61B5/14532 ,  A61B5/0004 ,  A61B5/1455 ,  A61B5/1459 ,  A61B5/1468 ,  A61B5/1473 ,  A61B5/1495 ,  A61B5/14503 ,  A61B5/14556 ,  A61B5/4839 ,  A61B5/7221 ,  A61B5/7278 ,  A61M5/142 ,  A61M5/14244 ,  A61M5/1723 ,  C12Q1/006 ,  G01N21/00 ,  G01N21/59 ,  G01N21/84 ,  G01N27/27 ,  G01N27/3274 ,  G01N27/4163 ,  G01N33/49 ,  G01N33/66 ,  A61B2560/0223 ,  A61B2560/0238 ,  A61B2562/06 ,  A61M2005/1726 ,  A61M2205/3306 ,  A61M2205/3584 ,  A61M2205/3592 ,  A61M2205/50 ,  A61M2205/505 ,  A61M2205/52 ,  A61M2230/005 ,  A61M2230/201 ,  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：US11103164B2

公开(公告)日：2021-08-31

申请号：US16266385

申请日：2019-02-04

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：US10945630B2

公开(公告)日：2021-03-16

申请号：US14466160

申请日：2014-08-22

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Andrea Varsavsky ,  Fei Yu ,  Ning Yang

IPC: A61B5/053 ,  A61B5/145 ,  A61B5/1468 ,  A61B5/00 ,  A61M5/158 ,  A61B5/1473 ,  A61B5/1495 ,  A61B5/1486 ,  G01N27/02 ,  A61M5/172 ,  A61M5/142 ,  A61B5/0537 ,  A61B5/0538

Abstract: Electrochemical Impedance Spectroscopy (EIS) is used in conjunction with continuous glucose monitors and continuous glucose monitoring (CGM) to enable in-vivo sensor calibration, gross (sensor) failure analysis, and intelligent sensor diagnostics and fault detection. An equivalent circuit model is defined, and circuit elements are used to characterize sensor behavior.

公开(公告)号：US20190076068A1

公开(公告)日：2019-03-14

申请号：US16185700

申请日：2018-11-09

Applicant: MEDTRONIC MINIMED,INC.

Inventor： Ning Yang ,  Raghavendhar Gautham ,  Bradley C. Liang ,  Rajiv Shah

IPC: A61B5/1495 ,  G01N27/416 ,  G01R35/00 ,  A61B5/053 ,  A61B5/00 ,  G01N33/66 ,  A61B5/145 ,  A61B5/1473 ,  A61B5/1459 ,  A61M5/158 ,  A61B5/1486 ,  A61M5/142 ,  A61M5/172 ,  G01N27/02 ,  G01N33/49 ,  G01N33/96

Abstract: A diagnostic Electrochemical Impedance Spectroscopy (EIS) procedure is applied to measure values of impedance-related parameters for one or more sensing electrodes. The parameters may include real impedance, imaginary impedance, impedance magnitude, and/or phase angle. The measured values of the impedance-related parameters are then used in performing sensor diagnostics, calculating a highly-reliable fused sensor glucose value based on signals from a plurality of redundant sensing electrodes, calibrating sensors, detecting interferents within close proximity of one or more sensing electrodes, and testing surface area characteristics of electroplated electrodes. Advantageously, impedance-related parameters can be defined that are substantially glucose-independent over specific ranges of frequencies. An Application Specific Integrated Circuit (ASIC) enables implementation of the EIS-based diagnostics, fusion algorithms, and other processes based on measurement of EIS-based parameters.

公开(公告)号：US20190059794A1

公开(公告)日：2019-02-28

申请号：US16171746

申请日：2018-10-26

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Ning Yang ,  Raghavendhar Gautham ,  Rajiv Shah

IPC: A61B5/1495 ,  G01R35/00 ,  A61B5/053 ,  G01N33/96 ,  G01N33/66 ,  G01N33/49 ,  G01N27/416 ,  G01N27/02 ,  A61B5/145 ,  A61M5/172 ,  A61M5/158 ,  A61M5/142 ,  A61B5/00 ,  A61B5/1486 ,  A61B5/1473 ,  A61B5/1459

Abstract: A diagnostic Electrochemical Impedance Spectroscopy (EIS) procedure is applied to measure values of impedance-related parameters for one or more sensing electrodes. The parameters may include real impedance, imaginary impedance, impedance magnitude, and/or phase angle. The measured values of the impedance-related parameters are then used in performing sensor diagnostics, calculating a highly-reliable fused sensor glucose value based on signals from a plurality of redundant sensing electrodes, calibrating sensors, detecting interferents within close proximity of one or more sensing electrodes, and testing surface area characteristics of electroplated electrodes. Advantageously, impedance-related parameters can be defined that are substantially glucose-independent over specific ranges of frequencies. An Application Specific Integrated Circuit (ASIC) enables implementation of the EIS-based diagnostics, fusion algorithms, and other processes based on measurement of EIS-based parameters.

公开(公告)号：US20180184951A1

公开(公告)日：2018-07-05

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

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：US09989490B2

公开(公告)日：2018-06-05

申请号：US15444940

申请日：2017-02-28

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Ning Yang ,  Raghavendhar Gautham ,  Bradley C. Liang ,  Rajiv Shah

IPC: G01N27/416 ,  G01R35/00 ,  A61B5/145 ,  A61B5/1473 ,  A61B5/00 ,  A61B5/053 ,  A61B5/1495 ,  G01N33/66 ,  A61B5/1459 ,  A61M5/158 ,  A61B5/1486 ,  A61M5/142 ,  G01N27/02 ,  G01N33/96 ,  G01N33/49 ,  A61M5/172

CPC classification number: G01N27/4163 ,  A61B5/0537 ,  A61B5/0538 ,  A61B5/14503 ,  A61B5/14532 ,  A61B5/1459 ,  A61B5/1473 ,  A61B5/14865 ,  A61B5/1495 ,  A61B5/4839 ,  A61B5/6849 ,  A61B5/6852 ,  A61B5/7203 ,  A61B5/7221 ,  A61B5/7225 ,  A61B5/7242 ,  A61B5/746 ,  A61B2562/0214 ,  A61B2562/04 ,  A61M5/14244 ,  A61M5/14276 ,  A61M5/1582 ,  A61M5/1723 ,  A61M2005/1726 ,  G01N27/026 ,  G01N27/028 ,  G01N27/416 ,  G01N33/49 ,  G01N33/66 ,  G01N33/96 ,  G01R35/00 ,  G01R35/005

Abstract: A diagnostic Electrochemical Impedance Spectroscopy (EIS) procedure is applied to measure values of impedance-related parameters for one or more sensing electrodes. The parameters may include real impedance, imaginary impedance, impedance magnitude, and/or phase angle. The measured values of the impedance-related parameters are then used in performing sensor diagnostics, calculating a highly-reliable fused sensor glucose value based on signals from a plurality of redundant sensing electrodes, calibrating sensors, detecting interferents within close proximity of one or more sensing electrodes, and testing surface area characteristics of electroplated electrodes. Advantageously, impedance-related parameters can be defined that are substantially glucose-independent over specific ranges of frequencies. An Application Specific Integrated Circuit (ASIC) enables implementation of the EIS-based diagnostics, fusion algorithms, and other processes based on measurement of EIS-based parameters.

公开(公告)号：US20180021515A1

公开(公告)日：2018-01-25

申请号：US15701775

申请日：2017-09-12

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Ning Yang ,  Raghavendhar Gautham ,  Bradley C. Liang ,  Rajiv Shah

IPC: A61M5/172 ,  A61B5/053 ,  G01N33/96 ,  G01N33/66 ,  G01N33/49 ,  G01N27/416 ,  G01N27/02 ,  A61B5/145 ,  A61M5/158 ,  A61M5/142 ,  A61B5/00 ,  A61B5/1495 ,  A61B5/1486 ,  A61B5/1473 ,  A61B5/1459 ,  G01R35/00

CPC classification number: G01N27/4163 ,  A61B5/0537 ,  A61B5/0538 ,  A61B5/14503 ,  A61B5/14532 ,  A61B5/1459 ,  A61B5/1473 ,  A61B5/14865 ,  A61B5/1495 ,  A61B5/4839 ,  A61B5/6849 ,  A61B5/6852 ,  A61B5/7203 ,  A61B5/7221 ,  A61B5/7225 ,  A61B5/7242 ,  A61B5/746 ,  A61B2562/0214 ,  A61B2562/04 ,  A61M5/14244 ,  A61M5/14276 ,  A61M5/1582 ,  A61M5/1723 ,  A61M2005/1726 ,  G01N27/026 ,  G01N27/028 ,  G01N27/416 ,  G01N33/49 ,  G01N33/66 ,  G01N33/96 ,  G01R35/00 ,  G01R35/005

Abstract: A diagnostic Electrochemical Impedance Spectroscopy (EIS) procedure is applied to measure values of impedance-related parameters for one or more sensing electrodes. The parameters may include real impedance, imaginary impedance, impedance magnitude, and/or phase angle. The measured values of the impedance-related parameters are then used in performing sensor diagnostics, calculating a highly-reliable fused sensor glucose value based on signals from a plurality of redundant sensing electrodes, calibrating sensors, detecting interferents within close proximity of one or more sensing electrodes, and testing surface area characteristics of electroplated electrodes. Advantageously, impedance-related parameters can be defined that are substantially glucose-independent over specific ranges of frequencies. An Application Specific Integrated Circuit (ASIC) enables implementation of the EIS-based diagnostics, fusion algorithms, and other processes based on measurement of EIS-based parameters.

公开(公告)号：US09808191B2

公开(公告)日：2017-11-07

申请号：US15453119

申请日：2017-03-08

Applicant: MEDTRONIC MINIMED, INC.

Inventor： Ning Yang ,  Rajiv Shah

IPC: A61B5/1495 ,  G01N27/416 ,  G01N27/02 ,  G01N33/66 ,  G01N33/96 ,  A61B5/145 ,  A61B5/053 ,  A61B5/00

CPC classification number: G01N27/4163 ,  A61B5/0537 ,  A61B5/0538 ,  A61B5/14503 ,  A61B5/14532 ,  A61B5/1459 ,  A61B5/1473 ,  A61B5/14865 ,  A61B5/1495 ,  A61B5/4839 ,  A61B5/6849 ,  A61B5/6852 ,  A61B5/7203 ,  A61B5/7221 ,  A61B5/7225 ,  A61B5/7242 ,  A61B5/746 ,  A61B2562/0214 ,  A61B2562/04 ,  A61M5/14244 ,  A61M5/14276 ,  A61M5/1582 ,  A61M5/1723 ,  A61M2005/1726 ,  G01N27/026 ,  G01N27/028 ,  G01N27/416 ,  G01N33/49 ,  G01N33/66 ,  G01N33/96 ,  G01R35/00 ,  G01R35/005

Abstract: A diagnostic Electrochemical Impedance Spectroscopy (EIS) procedure is applied to measure values of impedance-related parameters for one or more sensing electrodes. The parameters may include real impedance, imaginary impedance, impedance magnitude, and/or phase angle. The measured values of the impedance-related parameters are then used in performing sensor diagnostics, calculating a highly-reliable fused sensor glucose value based on signals from a plurality of redundant sensing electrodes, calibrating sensors, detecting interferents within close proximity of one or more sensing electrodes, and testing surface area characteristics of electroplated electrodes. Advantageously, impedance-related parameters can be defined that are substantially glucose-independent over specific ranges of frequencies. An Application Specific Integrated Circuit (ASIC) enables implementation of the EIS-based diagnostics, fusion algorithms, and other processes based on measurement of EIS-based parameters.

公开(公告)号：US20160252473A1

公开(公告)日：2016-09-01

申请号：US15154560

申请日：2016-05-13

Applicant: Medtronic MiniMed, Inc.

Inventor： Ning Yang ,  Raghavendhar Gautham ,  Bradley C. Liang ,  Rajiv Shah

IPC: G01N27/02 ,  G01N27/416 ,  A61B5/1473 ,  A61B5/00 ,  A61B5/1495 ,  A61B5/145

CPC classification number: G01N27/4163 ,  A61B5/0537 ,  A61B5/0538 ,  A61B5/14503 ,  A61B5/14532 ,  A61B5/1459 ,  A61B5/1473 ,  A61B5/14865 ,  A61B5/1495 ,  A61B5/4839 ,  A61B5/6849 ,  A61B5/6852 ,  A61B5/7203 ,  A61B5/7221 ,  A61B5/7225 ,  A61B5/7242 ,  A61B5/746 ,  A61B2562/0214 ,  A61B2562/04 ,  A61M5/14244 ,  A61M5/14276 ,  A61M5/1582 ,  A61M5/1723 ,  A61M2005/1726 ,  G01N27/026 ,  G01N27/028 ,  G01N27/416 ,  G01N33/49 ,  G01N33/66 ,  G01N33/96 ,  G01R35/00 ,  G01R35/005

Abstract: A diagnostic Electrochemical Impedance Spectroscopy (EIS) procedure is applied to measure values of impedance-related parameters for one or more sensing electrodes. The parameters may include real impedance, imaginary impedance, impedance magnitude, and/or phase angle. The measured values of the impedance-related parameters are then used in performing sensor diagnostics, calculating a highly-reliable fused sensor glucose value based on signals from a plurality of redundant sensing electrodes, calibrating sensors, detecting interferents within close proximity of one or more sensing electrodes, and testing surface area characteristics of electroplated electrodes. Advantageously, impedance-related parameters can be defined that are substantially glucose-independent over specific ranges of frequencies. An Application Specific Integrated Circuit (ASIC) enables implementation of the EIS-based diagnostics, fusion algorithms, and other processes based on measurement of EIS-based parameters.