WO2010124034A3 - Processing physiological sensor data using a physiological model combined with a probabilistic processor - Google Patents

Processing physiological sensor data using a physiological model combined with a probabilistic processor Download PDF

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Publication number
WO2010124034A3
WO2010124034A3 PCT/US2010/031960 US2010031960W WO2010124034A3 WO 2010124034 A3 WO2010124034 A3 WO 2010124034A3 US 2010031960 W US2010031960 W US 2010031960W WO 2010124034 A3 WO2010124034 A3 WO 2010124034A3
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WO
WIPO (PCT)
Prior art keywords
physiological
sensor data
model
model combined
processing
Prior art date
Application number
PCT/US2010/031960
Other languages
French (fr)
Other versions
WO2010124034A2 (en
Inventor
Rodrigo E. Teixeira
Original Assignee
Streamline Automation, Llc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Streamline Automation, Llc filed Critical Streamline Automation, Llc
Priority to EP10767734.6A priority Critical patent/EP2512325B1/en
Publication of WO2010124034A2 publication Critical patent/WO2010124034A2/en
Publication of WO2010124034A3 publication Critical patent/WO2010124034A3/en

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    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/145Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue
    • A61B5/1455Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue using optical sensors, e.g. spectral photometrical oximeters
    • A61B5/14551Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue using optical sensors, e.g. spectral photometrical oximeters for measuring blood gases
    • A61B5/14552Details of sensors specially adapted therefor
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/05Detecting, measuring or recording for diagnosis by means of electric currents or magnetic fields; Measuring using microwaves or radio waves 
    • A61B5/055Detecting, measuring or recording for diagnosis by means of electric currents or magnetic fields; Measuring using microwaves or radio waves  involving electronic [EMR] or nuclear [NMR] magnetic resonance, e.g. magnetic resonance imaging
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/72Signal processing specially adapted for physiological signals or for diagnostic purposes
    • A61B5/7235Details of waveform analysis
    • A61B5/7264Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems
    • A61B5/7267Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems involving training the classification device
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F2218/00Aspects of pattern recognition specially adapted for signal processing
    • G06F2218/08Feature extraction

Abstract

A pulse oximeter system comprises a data processor configured to perform a method that combines a sigma point Kalman filter (SPKF) or sequential Monte Carlo (SMC) algorithm with Bayesian statistics and a mathematical model comprising a cardiovascular model and a plethysmography model to remove contaminating noise and artifacts from the pulse oximeter sensor output and measure blood oxygen saturation, heart rate, left-ventricular stroke volume, aortic pressure and systemic pressures.
PCT/US2010/031960 2009-04-22 2010-04-21 Processing physiological sensor data using a physiological model combined with a probabilistic processor WO2010124034A2 (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
EP10767734.6A EP2512325B1 (en) 2009-04-22 2010-04-21 Processing physiological sensor data using a physiological model combined with a probabilistic processor

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US17180209P 2009-04-22 2009-04-22
US61/171,802 2009-04-22
US12/640,278 2009-12-17
US12/640,278 US20100274102A1 (en) 2009-04-22 2009-12-17 Processing Physiological Sensor Data Using a Physiological Model Combined with a Probabilistic Processor

Publications (2)

Publication Number Publication Date
WO2010124034A2 WO2010124034A2 (en) 2010-10-28
WO2010124034A3 true WO2010124034A3 (en) 2012-01-12

Family

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Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2010/031960 WO2010124034A2 (en) 2009-04-22 2010-04-21 Processing physiological sensor data using a physiological model combined with a probabilistic processor

Country Status (3)

Country Link
US (1) US20100274102A1 (en)
EP (1) EP2512325B1 (en)
WO (1) WO2010124034A2 (en)

Families Citing this family (46)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9375171B2 (en) * 2009-04-22 2016-06-28 Rodrigo E. Teixeira Probabilistic biomedical parameter estimation apparatus and method of operation therefor
US9173574B2 (en) 2009-04-22 2015-11-03 Rodrigo E. Teixeira Mechanical health monitor apparatus and method of operation therefor
US9060722B2 (en) 2009-04-22 2015-06-23 Rodrigo E. Teixeira Apparatus for processing physiological sensor data using a physiological model and method of operation therefor
US9451886B2 (en) 2009-04-22 2016-09-27 Rodrigo E. Teixeira Probabilistic parameter estimation using fused data apparatus and method of use thereof
US8527213B2 (en) * 2009-07-21 2013-09-03 Ntt Docomo, Inc. Monitoring wellness using a wireless handheld device
WO2013036718A1 (en) * 2011-09-08 2013-03-14 Isis Innovation Ltd. Determining acceptability of physiological signals
US9060745B2 (en) 2012-08-22 2015-06-23 Covidien Lp System and method for detecting fluid responsiveness of a patient
US9357937B2 (en) 2012-09-06 2016-06-07 Covidien Lp System and method for determining stroke volume of an individual
US9241646B2 (en) 2012-09-11 2016-01-26 Covidien Lp System and method for determining stroke volume of a patient
US20140081152A1 (en) 2012-09-14 2014-03-20 Nellcor Puritan Bennett Llc System and method for determining stability of cardiac output
US8977348B2 (en) 2012-12-21 2015-03-10 Covidien Lp Systems and methods for determining cardiac output
US9115635B2 (en) * 2013-03-22 2015-08-25 Ford Global Technologies, Llc Inferred engine local temperature estimator
WO2015026960A1 (en) * 2013-08-21 2015-02-26 Sanger Terence D Systems, methods, and uses of b a yes -optimal nonlinear filtering algorithm
US20150265174A1 (en) * 2014-03-18 2015-09-24 Jami SHAKIBI GILANI Non-Invasive Evaluation of Cardiac Repolarisation Instability for Risk Stratification of Sudden Cardiac Death
US20180039328A1 (en) * 2014-04-21 2018-02-08 The General Hospital Corporation Biomedical system variably configured based on estimation of information content of input signals
EP3188060B1 (en) * 2014-08-27 2023-04-26 Nec Corporation Simulation device, simulation method, and memory medium
US20160058372A1 (en) 2014-09-02 2016-03-03 Apple Inc. Terrain type inference from wearable with motion sensing
US10888280B2 (en) 2016-09-24 2021-01-12 Sanmina Corporation System and method for obtaining health data using a neural network
US10699594B2 (en) 2015-09-16 2020-06-30 Apple Inc. Calculating an estimate of wind resistance experienced by a cyclist
US10620232B2 (en) 2015-09-22 2020-04-14 Apple Inc. Detecting controllers in vehicles using wearable devices
US11529101B2 (en) 2015-11-24 2022-12-20 Koninklijke Philips N.V. Method to quantify photoplethysmogram (PPG) signal quality
DE102015015784A1 (en) * 2015-12-08 2017-06-08 WSH Engineering Services GbR (vertretungsberechtigter Gesellschafter: Hieronymi, Andreas, 61440 Oberursel) Method for detecting arterial parameters of a human and apparatus for carrying out the method
US20170181671A1 (en) * 2015-12-28 2017-06-29 Medtronic Minimed, Inc. Sensor-unspecific calibration methods and systems
CN105640503B (en) * 2015-12-30 2018-10-16 深圳先进技术研究院 The method and apparatus of electrostatic interference in a kind of removal electrocardiosignal
US10694994B2 (en) * 2016-03-22 2020-06-30 Apple Inc. Techniques for jointly calibrating load and aerobic capacity
US10888281B2 (en) 2016-05-13 2021-01-12 PercuSense, Inc. System and method for disease risk assessment and treatment
US10687707B2 (en) 2016-06-07 2020-06-23 Apple Inc. Detecting activity by a wheelchair user
JP6736412B2 (en) * 2016-08-10 2020-08-05 三菱重工業株式会社 Target monitoring system and target monitoring method
US10687752B2 (en) 2016-08-29 2020-06-23 Apple Inc. Detecting unmeasurable loads using heart rate and work rate
US10617912B2 (en) 2016-08-31 2020-04-14 Apple Inc. Systems and methods of swimming calorimetry
JP6745980B2 (en) 2016-08-31 2020-08-26 アップル インコーポレイテッドApple Inc. System and method for swimming analysis
US11896368B2 (en) 2016-08-31 2024-02-13 Apple Inc. Systems and methods for determining swimming metrics
US10512406B2 (en) 2016-09-01 2019-12-24 Apple Inc. Systems and methods for determining an intensity level of an exercise using photoplethysmogram (PPG)
US11051720B2 (en) 2017-06-01 2021-07-06 Apple Inc. Fitness tracking for constrained-arm usage
JP6767318B2 (en) * 2017-07-10 2020-10-14 日本電信電話株式会社 Heart rate interval modeling device and abnormal condition determination method
EP3752060A4 (en) * 2018-02-17 2021-11-24 Trilinear BioVentures, LLC System and method for obtaining health data using a neural network
CN109729035B (en) * 2018-11-07 2021-08-03 宁波大学 Pulse noise suppression method in orthogonal frequency division multiplexing communication system
CN109953755A (en) * 2019-03-15 2019-07-02 度特斯(大连)实业有限公司 A kind of extracting method and device of electrocardial vector data characteristics
CN110501421A (en) * 2019-07-24 2019-11-26 武汉大学 A kind of track profiling method of detection based on mechanical arm
US11937904B2 (en) 2019-09-09 2024-03-26 Apple Inc. Detecting the end of cardio machine activities on a wearable device
US20230293035A1 (en) 2020-03-07 2023-09-21 Vital Metrix Inc. Cardiac Cycle Analysis Method and System
CN112932460B (en) * 2021-02-01 2022-11-04 重庆大学 Respiratory rate monitoring device and method
US11501041B1 (en) 2021-04-28 2022-11-15 Sas Institute Inc. Flexible program functions usable for customizing execution of a sequential Monte Carlo process in relation to a state space model
CN113315667B (en) * 2021-07-28 2021-10-15 山东科技大学 State estimation method of time-lag complex network system under outlier detection
US11596334B1 (en) 2022-04-28 2023-03-07 Gmeci, Llc Systems and methods for determining actor status according to behavioral phenomena
CN115495958B (en) * 2022-09-30 2023-05-26 上海交通大学 Combined recognition method for bearing force and shafting parameters of ship propeller

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20030018457A1 (en) * 2001-03-13 2003-01-23 Lett Gregory Scott Biological modeling utilizing image data
US20030233197A1 (en) * 2002-03-19 2003-12-18 Padilla Carlos E. Discrete bayesian analysis of data
US20060190217A1 (en) * 2005-02-17 2006-08-24 Sungkyunkwan University Foundation For Corporate C Particle sampling method and sensor fusion and filtering method
US20070010723A1 (en) * 2005-07-05 2007-01-11 Kimmo Uutela Determination of the clinical state of a subject
US20080183090A1 (en) * 2003-09-12 2008-07-31 Jonathan Farringdon Method and apparatus for measuring heart-related parameters and deriving human status parameters from sensed physiological and contextual parameters

Family Cites Families (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
MX9702434A (en) * 1991-03-07 1998-05-31 Masimo Corp Signal processing apparatus.
US5853364A (en) * 1995-08-07 1998-12-29 Nellcor Puritan Bennett, Inc. Method and apparatus for estimating physiological parameters using model-based adaptive filtering
US5626140A (en) * 1995-11-01 1997-05-06 Spacelabs Medical, Inc. System and method of multi-sensor fusion of physiological measurements
WO2002087431A1 (en) * 2001-05-01 2002-11-07 Structural Bioinformatics, Inc. Diagnosing inapparent diseases from common clinical tests using bayesian analysis
US7020507B2 (en) * 2002-01-31 2006-03-28 Dolphin Medical, Inc. Separating motion from cardiac signals using second order derivative of the photo-plethysmogram and fast fourier transforms
US20080082018A1 (en) * 2003-04-10 2008-04-03 Sackner Marvin A Systems and methods for respiratory event detection
US8057398B2 (en) * 2007-08-31 2011-11-15 Apdm, Inc. Method, system, and apparatus for cardiovascular signal analysis, modeling, and monitoring

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20030018457A1 (en) * 2001-03-13 2003-01-23 Lett Gregory Scott Biological modeling utilizing image data
US20030233197A1 (en) * 2002-03-19 2003-12-18 Padilla Carlos E. Discrete bayesian analysis of data
US20080183090A1 (en) * 2003-09-12 2008-07-31 Jonathan Farringdon Method and apparatus for measuring heart-related parameters and deriving human status parameters from sensed physiological and contextual parameters
US20060190217A1 (en) * 2005-02-17 2006-08-24 Sungkyunkwan University Foundation For Corporate C Particle sampling method and sensor fusion and filtering method
US20070010723A1 (en) * 2005-07-05 2007-01-11 Kimmo Uutela Determination of the clinical state of a subject

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
GAHAHRAMANI: "Unsupervised Learning", 16 September 2004 (2004-09-16), pages 1 - 10, XP008153681, Retrieved from the Internet <URL:http://mlg.eng.cam.ac.uk/zoubin/papers/ul.pdf> [retrieved on 20111111] *
SAATCI ET AL.: "Dual Unscented Kalman Filter and Its Applications to Respiratory System Modeling", April 2009 (2009-04-01), pages 206 - 215, XP008153680, Retrieved from the Internet <URL:http://www.intechopen.com/source/pdfs/6331/InTech-Dual_unscented_kalman_filter_and_its_applications_to_respiratory_system_modelling.pdf> [retrieved on 20091111] *

Also Published As

Publication number Publication date
EP2512325B1 (en) 2016-08-31
EP2512325A2 (en) 2012-10-24
EP2512325A4 (en) 2013-11-20
WO2010124034A2 (en) 2010-10-28
US20100274102A1 (en) 2010-10-28

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