公开(公告)号：US11382538B2

公开(公告)日：2022-07-12

申请号：US16522376

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：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：US09603561B2

公开(公告)日：2017-03-28

申请号：US14260755

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：US20150164383A1

公开(公告)日：2015-06-18

申请号：US14260948

申请日：2014-04-24

Applicant: MEDTRONIC MINIMED, INC.

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

IPC: A61B5/1495 ,  A61B5/1459 ,  A61M5/172 ,  A61B5/00 ,  A61M5/142 ,  A61B5/145 ,  A61B5/1473

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：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：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：US20150164388A1

公开(公告)日：2015-06-18

申请号：US14260755

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 ,  A61B5/1468 ,  A61B5/1495 ,  A61B5/1455

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：US20150164385A1

公开(公告)日：2015-06-18

申请号：US14261077

申请日：2014-04-24

Applicant: MEDTRONIC MINIMED, INC.

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

IPC: A61B5/1495 ,  G01N21/00 ,  G01N33/49 ,  G01N27/416 ,  A61B5/1455 ,  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.

Abstract translation: 用于传感器校准和传感器葡萄糖（SG）融合的方法和系统有利地用于提高正交冗余葡萄糖传感器装置的精度和可靠性，其可以包括光学和电化学葡萄糖传感器。 可以通过固定偏移和/或动态回归方法来实现两个传感器的校准，这取决于例如传感器稳定性和Isig-Ratio对相关性。 对于SG融合，可以对来自光学和电化学传感器的SG值执行相应的完整性检查，并且如果通过完整性检查，校准SG值。 完整性检查可能包括检查灵敏度损失，噪声和漂移。 如果完整性检查失败，则可以在校准之前执行电化学和光学传感器之间的在线传感器映射。 电化学和光学SG值可以被加权（作为各个传感器的整体可靠性指数（RI）的函数），并且加权的SG组合以获得单个融合的SG值。