US20200187823A1 - Systems and methods for calibrating dry electrode bioelectrical impedance sensing - Google Patents
Systems and methods for calibrating dry electrode bioelectrical impedance sensing Download PDFInfo
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- US20200187823A1 US20200187823A1 US16/714,594 US201916714594A US2020187823A1 US 20200187823 A1 US20200187823 A1 US 20200187823A1 US 201916714594 A US201916714594 A US 201916714594A US 2020187823 A1 US2020187823 A1 US 2020187823A1
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/05—Detecting, measuring or recording for diagnosis by means of electric currents or magnetic fields; Measuring using microwaves or radio waves
- A61B5/053—Measuring electrical impedance or conductance of a portion of the body
- A61B5/0531—Measuring skin impedance
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- A61B5/04—
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/24—Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
- A61B5/25—Bioelectric electrodes therefor
- A61B5/251—Means for maintaining electrode contact with the body
- A61B5/256—Wearable electrodes, e.g. having straps or bands
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/24—Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
- A61B5/25—Bioelectric electrodes therefor
- A61B5/279—Bioelectric electrodes therefor specially adapted for particular uses
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/24—Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
- A61B5/30—Input circuits therefor
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/68—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient
- A61B5/6801—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient specially adapted to be attached to or worn on the body surface
- A61B5/6802—Sensor mounted on worn items
- A61B5/681—Wristwatch-type devices
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B2560/00—Constructional details of operational features of apparatus; Accessories for medical measuring apparatus
- A61B2560/02—Operational features
- A61B2560/0223—Operational features of calibration, e.g. protocols for calibrating sensors
- A61B2560/0238—Means for recording calibration data
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/24—Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
- A61B5/25—Bioelectric electrodes therefor
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/24—Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
- A61B5/25—Bioelectric electrodes therefor
- A61B5/279—Bioelectric electrodes therefor specially adapted for particular uses
- A61B5/291—Bioelectric electrodes therefor specially adapted for particular uses for electroencephalography [EEG]
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/24—Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
- A61B5/25—Bioelectric electrodes therefor
- A61B5/279—Bioelectric electrodes therefor specially adapted for particular uses
- A61B5/296—Bioelectric electrodes therefor specially adapted for particular uses for electromyography [EMG]
Definitions
- the methods and apparatuses described herein may be used to measure bioelectric signals, including bioelectric impedance signals.
- described herein are methods and apparatuses for accurately and quickly calibrating dry electrodes and determining bioelectrical impedance.
- Bioelectric measurements such as electrocardiogram (ECG, EKG), electroencephalogram (EEG), Electromyography (EMG), galvanic skin response, bioimpedance and others are dependent on the electrical parameters of the skin-electrode interface for each electrode. Any mismatch in impedance between the electrode and the skin for differential measurements may cause phase and amplitude shifts in the measured signals that degrades the measurement and diagnostic fidelity.
- the skin-electrode impedance is dominated by the highest impedance element, the skin, which has highly variable impedance and cannot be directly measured with any accuracy.
- the skin impedance varies with time, the subject and the environment. In addition, slight changes in the skin contact, and/or skin position may result in large variations in measurements.
- hydrogel electrodes When coupled with skin preparation, hydrogel electrodes provide good signal quality. However, hydrogel electrodes are not suitable for ambulatory monitoring or monitoring over extended periods of time as they are uncomfortable, they dry out over time and they require frequent replacement. It is also very difficult to maintain subject compliance with the skin preparations that are required to optimize the performance of hydrogel electrodes for ambulatory or long term monitoring.
- the apparatuses and methods described below provide for accurate and consistent dry electrode sensing for ambulatory and or long-term bioelectric measurements.
- these apparatuses e.g., devices, systems, etc.
- these apparatuses are well-suited and may be used for determining accurate and consistent detection of bioelectric impedance signals.
- Optimizing dry-electrode sensing requires periodic or continuous calibration of the electrode-skin interface as the interface characteristics change with time and user movement.
- the voltages at the sensing electrodes during both the forward operation e.g., forward current
- the shorted operation e.g., shorted current
- the current or voltage at a current sense resistor during the forward operation may provide a calibrated tissue impedance measurement for the tissue.
- Sensing bioimpedance using this self-calibrated measurement in which the ‘shorted’ current is used to calibrate the forward (and/or in some variations, reverse) current may provide highly accurate and reproducible results.
- the shorted current may be applied before or after the forward (and/or reverse) current, and may be applied immediately or shortly (e.g., within a few milliseconds, second or minutes) or the forward (and/or reverse) current.
- the same current may be applied in the shorted configuration (e.g., same amplitude, frequency, duration, etc.) as in the forward and/or reverse current configuration(s).
- one or more properties (e.g., amplitude, frequency, duration, etc.) of the shorted current may be different from the forward and/or reverse current.
- the method or apparatus may also or alternatively use the reverse operation, in which current is applied between the stimulation electrodes in a direction that is opposite to the forward operation; the reverse operation may be used with the shorted operation and the voltages at the sensing electrodes during both the reverse operation and the shorted operation, as well as the current or voltage at a current sense resistor during the reverse operation may provide a calibrated tissue impedance measurement for the tissue.
- the forward operation, reverse operation and the shorted operation may be used, and the calibrated tissue impedance measurement determined from the forward operation and shorted operation may be combined (e.g., averaged, weighted, modified, etc.) with the calibrated tissue impedance measurement determined from the reverse operation and shorted operation to provide an improved fit.
- the apparatuses and methods described herein for calibrating the bioelectric signals measured with dry electrodes described herein, by combining forward and shorted and/or reversed and shorted sensing may correct for changes in the skin-electrode interface of dry electrodes and may calibrate the measured bioelectric signals to provide diagnostic quality signals.
- a bioelectric impedance measurement apparatus may include: at least one pair of stimulation electrodes, comprising a source electrode and a sink electrode; at least one pair of sense electrodes, comprising a first sense electrode and a second sense electrode; a signal generator operably connected to the at least one pair of stimulation electrodes; a controller configured to switch the apparatus between a normal mode, in which the signal generator applies a current between the source electrode and the sink electrode, and a shorted mode, in which the signal generator applies the same current to both the source electrode and the sink electrode; and a processor configured to output a calibrated bioelectric impedance measurement based at least in part on a signal at the sense electrodes in both the normal mode and the shorted mode.
- the apparatus may be configured so that the current is applied shorted mode and in the normal (e.g. forward) mode within a predefined time of each other (e.g., within a 1 ms, within 10 ms, within 100 ms, within 1 sec, within 10 sec, within 30 sec, within 1 min, etc.).
- a predefined time of each other e.g., within a 1 ms, within 10 ms, within 100 ms, within 1 sec, within 10 sec, within 30 sec, within 1 min, etc.
- the processor may be further configured to determine the calibrated bioelectric impedance measurement based at least in part on measurements equivalent to: a voltage difference between the first and second sense electrodes in both the normal mode and the shorted mode; a ratio of voltages at the first sense electrode in the normal mode and the shorted mode; and a current across a current sense resistor in the normal mode.
- the processor may be integrated with the controller.
- the controller may be configured to automatically switch between the normal mode and the shorted mode (e.g., within a predefined time period, e.g., within a ms, within 10 ms, within 100 ms, within 1 sec, etc.).
- the controller is configured to drive a multiplexer configured to switch between the normal mode and the shorted mode.
- the apparatus may be configured to switch between the normal mode, the shorted mode and/or a reverse mode, in which the signal generator applies a current between the sink electrode and the source electrode in a direction that is reversed in relation to the normal mode.
- the processor may be configured to determine a first bioelectric impedance measurement based at least in part on the signal at the sense electrodes in both the normal mode and the shorted mode and a second bioelectric impedance measurement based at least in part on the signal at the sense electrodes in both the reverse mode and the shorted mode, wherein the calibrated bioelectric impedance measurement combines the first bioelectric impedance measurement and the second bioelectric impedance measurement.
- the calibrated bioelectric impedance measurement is an average of the first and second bioelectric impedance measurements.
- any of the apparatuses described herein may be configured to be worn.
- the apparatus may be configured to be worn on an arm, wrist, hand, neck, torso, waist, leg, ankle, head, etc., or more than one of these.
- the apparatus is configured as part of a garment (e.g., shirt, pants, etc.) or jewelry (e.g., bracelet, anklet, earring, necklace, glasses, etc.).
- the apparatuses described herein may be configured as a wrist-worn device.
- Any of these apparatuses may include a current sense resistor in communication with the at least one pair of stimulation electrodes.
- the methods and apparatuses described herein may be used with dry electrodes.
- the stimulation electrodes and/or sense electrodes may all be dry electrodes.
- the dry electrodes do not include a gel (e.g., conductive gel, hydrogel, etc.).
- the first and second current may have the same amplitude, frequency, and/or duration.
- the first and second currents may be applied within a predetermined time of each other (e.g., within 1 ms, 10 ms, 30 ms, 50 ms, 100 ms, 1 s, 2 s, etc.).
- the first and second currents may be provided substantially immediately after one another.
- the method may include cycling between modes (e.g., between the forward mode and shorted mode or between forward, e.g., normal, mode, shorted mode and reverse modes).
- Estimating the calibrated bioelectric impedance measurement may comprise determining the calibrated bioelectric impedance measurement based at least in part on measurements equivalent to: a voltage difference between the first and second sense electrodes in both the normal mode and the shorted mode; a ratio of voltages at the first sense electrode in the normal mode and the shorted mode; and a current across a current sense resistor in the normal mode.
- Any of these methods may include automatically switching between the forward mode and the shorted mode.
- the method includes applying, in a reverse mode, a third current between the sink electrode and the source electrode so that current between the sink electrode and the source electrode is reversed in relation to the forward mode, and storing voltages from the first sense electrode and the second sense electrode.
- the method may include determining a first bioelectric impedance measurement based at least in part on the signal at the sense electrodes in both the forward mode and the shorted mode and determining a second bioelectric impedance measurement based at least in part on the signal at the sense electrodes in both the reverse mode and the shorted mode, wherein the calibrated bioelectric impedance measurement combines the first bioelectric impedance measurement and the second bioelectric impedance measurement.
- the calibrated bioelectric impedance measurement may be a function (e.g., an average, or other function) of the first and second bioelectric impedance measurements.
- the methods described herein may be performed by any of the apparatuses described.
- the method is performed on a self-contained device (e.g., watch, bracelet, garment, etc.) including a processor.
- the method may be distributed between a wearable apparatus and a remote processor or processors; the apparatus may be in wireless communication with the remote processor (e.g., smartphone, tablet, laptop, server, etc.).
- the apparatus performing all or some of the method is configured as a wrist-worn device.
- any of the methods described herein may be configured to measure a current through a current sense resistor.
- the electrodes described herein may be positioned to be in contact with the skin or tissue of the biological body.
- the impedance of the biological body may be indicative of the composition of the biological body.
- the impedance of the biological body may be used to determine an amount of water or liquids in the biological body, fat-free body mass, or body fat.
- the apparatus may be part of a watch, an activity tracker, an armband, a chest band or a patch, etc.
- the apparatus may be used to provide biometrics, for example, to a user, physician, database, etc.
- the biometrics may include bioelectric impedance, or any parameter based on bioimpedance, such as body composition or fluid content, among others.
- FIG. 1 is a side view of one example of an apparatus (e.g., a bioelectric measurement system) worn on a subject's wrist.
- an apparatus e.g., a bioelectric measurement system
- FIG. 2 is cross section of the exemplary bioelectric measurement system of FIG. 1 taken along line A-A.
- FIG. 3 is a block diagram of one example of a bioelectric measurement system of such as the one shown in FIG. 2 .
- FIG. 4 is a portion of the block diagram of FIG. 3 schematically illustrating a forward signal path through the sense electrodes.
- FIG. 5 is a portion of the block diagram of FIG. 3 schematically illustrating a reverse signal path through the sense electrodes.
- FIG. 6 is a portion of the block diagram of FIG. 3 schematically illustrating a shorted signal path through the sense electrodes.
- FIG. 7 is an example of one variation of a circuit diagram corresponding to a bioelectric measurement apparatus illustrating a forward signal path as illustrated in FIG. 4 (and, similarly, the reverse signal path of FIG. 5 ).
- FIG. 8 is an example of one variation of a circuit diagram corresponding to a bioelectric measurement apparatus illustrating a shorted signal path as illustrated in FIG. 6 .
- bioelectric measurement methods and apparatuses that may be used to accurately determine a bioelectric property such as bioelectric impedance (bioimpedance) when using dry electrodes.
- bioelectric impedance bioimpedance
- These methods and apparatuses may be configured to apply both a forward configuration (and/or reverse configuration) current between a source and sink electrodes (stimulation electrodes) and a shorted current concurrently to both the source and sink electrodes, and to detect and store the voltage at each of a pair of sense electrodes in the forward (and/or reverse) configuration and the shorted configuration, as well as the current (and/or in some variations, voltage) of a current sensing resistor in the forward (and/or reverse configuration).
- the method or apparatus may use electrical measurements of the forward (and/or reverse) configuration as well as the shorted configuration in order to calibrate and provide an accurate bioelectrical impedance measurement.
- any of the apparatuses described herein may include at least one pair of source and sink electrodes, which may form a pair of stimulation electrodes, and at least one pair of sense electrodes, and a current sense resistor.
- the source, sink and sense electrodes may all be dry electrodes.
- the apparatus may also include a signal generator for generating the current configured to be applied to either or both the source and sink electrodes of the stimulation electrodes.
- the signal generator may be configured to apply a current having a frequency or range of frequencies.
- the current may be an alternating current (AC), e.g. from a low frequency (e.g. 1 KHz) to a high frequency (e.g. 1 MHz or more) and the measured electrical values (e.g., voltage or currents during forward, reverse or shorted configurations) can be sampled for at various frequencies.
- AC alternating current
- the measured electrical values e.g., voltage or currents during forward, reverse or shorted configurations
- any of the apparatuses described herein may also or alternatively include a signal processor configured to process any of the applied or sensed voltages and/or currents.
- the signal processor may be configured to sample and/or store signals from any of the electrodes and/or the current sense resistor. In some variations the signal processor may be configured to smooth, average, convert, or otherwise process the signals.
- the signal processor may receive input from and/or may be integrated with, a controller.
- the signal processor may receive input from and/or may be integrated with the signal generator.
- the signal generator may receive input from and/or be integrated with the controller.
- any of the apparatuses described herein may be configured to switch between the shorted configuration, the forward configuration and/or the reverse configuration.
- the apparatus may include any combination of hardware, firmware and/or software to switch between these modes, and to receive, store and determine a calibrated tissue impedance from the sense electrode voltages and the current through the current sense resistor (or equivalent) during these different modes, as will be described in greater detail below.
- a controller may be configured to switch the apparatus between these modes, receive and process the sensed voltages and/or current(s) and output the calibrated tissue impedance.
- the apparatuses described herein may generally be configured to be worn on a subject's skin.
- the apparatus may be configured to be worn on the subject's arm, wrist, hand, shoulder, chest, neck, waist, torso, abdomen, head, leg ankle, foot, etc.
- the methods and apparatuses described herein may be configured to be used with a wrist-worn device including a pair of sense electrodes and a pair of stimulation electrodes (e.g., source and sink electrodes) mounted on a rigid or flexible frame (e.g., strap, wristband, etc.) that is configured to secure these dry electrodes against the subject's skin.
- FIGS. 1 and 2 illustrate one example of a bioelectric measurement system 1 configured to be worn on a subject's wrist 2 .
- the subject's wrist 2 is covered with skin 2 S.
- the bioelectric measurement system 1 includes internal electronics 3 which are connected to electrodes 4 , 5 , 6 and 7 which contact the skin 2 S.
- First and third electrodes 4 and 6 are stimulation electrodes (e.g., source 4 and sink 6 in the forward configuration and sink 4 and source 6 in the reverse configuration) and second and fourth electrodes 5 and 7 are sense electrodes.
- the electrodes may all be dry contact electrodes and may require no skin preparation, gel or other material to optimize the skin-electrode impedance.
- the sense electrodes are between the stimulation electrodes.
- multiple source and/or sense electrodes are included; the methods and apparatuses described herein may be used with multiple pairs (or pair combinations) of source and sense electrodes.
- Characteristics of the interface between the subject's skin 2 S and electrodes 4 , 5 , 6 and 7 may typically change over time and as the subject moves.
- the changes in the skin-electrode interface characteristics may be accurately characterized and then compensated for during bioelectric data collection using the methods and apparatuses described herein.
- FIG. 3 shows one example of an apparatus for determining a calibrated bioelectrical impedance of a subject's tissue (e.g., skin tissue).
- a subject's tissue e.g., skin tissue
- the internal electronics may include a controller 10 , signal generator 11 , signal processing electronics 12 , optional multiplexer 13 and power source 14 . As mentioned above, in some variations any of these components may be combined/integrated together.
- Characterization of the skin-electrode interface may be accomplished by routing a signal (e.g., a test signal) from the signal generator 11 through the optional multiplexer 13 or other control and/or switching circuitry and through the stimulation electrodes 4 and 6 in a forward configuration or a shorted configuration (and in some variations, in a reverse configuration) as described and illustrated below in FIGS. 4-6 .
- a signal e.g., a test signal
- FIG. 4 illustrates one example of the operation of an exemplary apparatus such as the one shown schematically in FIG. 3 in a forward configuration.
- the controller may be configured to operate the apparatus so that the signal 15 from the signal generator 11 is passed and/or processed by one or more elements of the signal processor 12 and routed (e.g., by multiplexer 13 ) in a first or forward direction between the source 4 and sink 6 electrodes of the apparatus.
- the apparatus may detect signals from the sense electrodes 5 , 7 .
- data signals 16 A and 16 B may be processed and interpreted by signal processor 12 and controller 10 . These data signals may correspond to voltage(s) at the sense electrodes.
- a signal (e.g., voltage and/or current) from the current sense resistor (not shown in FIG. 4 ) may be recorded during the application of the forward signal and the resulting forward or first characteristic data 17 may be stored by the controller 10 as shown in FIG. 3 .
- the apparatus may be automatically (e.g., by action of the controller) switched to operate in the shorted configuration.
- the apparatus may be configured to switch to operate in the reverse configuration, in which the source and sink electrodes may be reversed (e.g., the source may operate as the sink and the sink as the source). This is illustrated in FIG. 5 .
- FIG. 5 illustrates one example of the operation of an exemplary apparatus such as the one shown schematically in FIG. 3 in a reverse configuration.
- a signal 19 from the signal generator 11 (which may be the same or different from the signal(s) applied in the forward configuration) may be processed by one or more elements of the signal processor 12 and routed (e.g., by multiplexer 13 ) in a second or reverse direction, between the sink 6 and source 4 electrodes.
- the sense electrodes 5 , 7 may be used to record data signals 20 A and 20 B (e.g., voltages) arising from the applied reverse current, and these sense data signals may be processed and interpreted by signal processor 12 and controller 10 , along with the sensed current and/or voltage from the current sense resistor (not shown), and the resulting reverse or second characteristic data 21 may be stored by the controller 10 as shown in FIG. 3 .
- data signals 20 A and 20 B e.g., voltages
- the apparatus may be automatically (e.g., by action of the controller) switched to operate in the shorted configuration, in which current is sent to both the source and sink electrodes simultaneously.
- the same current may be applied to both the source and sink electrodes.
- the applied current may be the same or approximately the same as applied during the forward and/or reverse configuration. In some variations the current may be different (e.g., the current applied to both electrodes when operating in the shorted configuration may be less than during operation in the forward and/or reverse configuration.
- FIG. 6 illustrates the operation of the exemplary apparatus described above in the shorted configuration/mode.
- parallel signals 24 e.g., current
- the signal generator 11 may be processed by one or more elements of the signal processor 12 and routed (e.g., by multiplexer 13 ) in a third, parallel or shorted direction so that the same signal (current) is applied to both the source 4 and sink 6 , as shown.
- the signal sensed by the sense electrodes arising from the applied signal may be received as data signals 25 A and 25 B and processed and/or interpreted by signal processor 12 and controller 10 .
- the received signals (e.g., voltage at the sense electrodes) during the shorted operation may correspond to shorted or third characteristic data 26 and may be stored by the controller 10 as shown in FIG. 3 .
- the controller 10 use the forward data 17 and shorted data 26 (and/or in some embodiments, the reverse data 21 and shorted data 26 ) to characterize the interface 27 between electrodes 4 , 5 , 6 and 7 and skin 2 A and to determine an accurate estimation of the bioelectric signals (e.g., bioelectric impedance) of the tissue.
- the bioelectric signals e.g., bioelectric impedance
- the use of the shorted configuration may allow the bioelectric impedance to be calibrated even when using dry electrodes.
- wet e.g., hydrogel
- the impedance mismatch between the subject's tissue 2 S and the electrodes can be determined during calibration using the methods and apparatuses described herein, and may be used to adjust the interpretation of bioelectric signals from the electrodes 4 , 5 , 6 and 7 .
- the bioelectric measurement system 1 measures a set of calibration measurements.
- the system calibration measurements may include the differential voltage between the sense electrodes 5 and 7 , the total current through the electrodes (e.g., the current through the current sense resistor), and the voltage at the input of one of the sense electrodes during the forward (or reverse) and shorted configurations. Any suitable set of measurements may be used to calibrate the electrode/skin interface impedance.
- a first set of measurements may be made with the current applied in either the forward or the reverse direction to provide forward data 17 , or reverse data 21 .
- Shorted data 26 may be collected as discussed above (e.g., immediately after, before or intermittently with collecting the data from the forward and/or reverse configuration), and the first set of data, e.g., forward data 17 , and the shorted data 26 may be combined to calculate a first impedance of subject's tissue 2 that is calibrated by the use of the shorted data.
- the measurement and calculation process may be repeated using the previously unused current direction (e.g., reverse data 21 ) and the corresponding shorted data 26 .
- the reverse data 21 and the shorted data 26 may be combined to calculate a second impedance of subject's tissue 2 .
- the first impedance data may then be combined with the second impedance data, e.g., by averaging the two together, by weighting the forward with the reverse, etc., which may improve the accuracy of the resulting bioelectric impedance measurements.
- the bioelectric impedance may be calibrated by the differential voltage at the sense electrodes and a ratio of the voltage at the input to one of the sense electrodes during both the forward and shorted configurations.
- FIGS. 7 and 8 show schematic diagrams of the operation of an apparatus such as that shown in FIGS. 3-6 , above during a normal, forward, configuration and during a shorted configuration, respectively.
- the current source/sink electrodes 4 and 6 have impedance Z 1 and Z 3 respectively.
- the voltage sense electrodes 5 and 7 have impedance Z 4 and Z 5 respectively.
- the subject's tissue 2 has impedance Z 2 .
- Z 6 is the current sense resistor.
- Z 8 and Z 9 refer to the input impedance to the buffer amplifiers 8 and 9 respectively.
- FIG. 7 illustrates a system in normal operation (e.g., forward configuration or mode)
- FIG. 8 illustrates the system operating in a shorted configuration or mode, with the current simultaneously applied to both the source electrode 4 sink electrode 6 .
- the bioelectric measurement apparatus (e.g., system) has a current source and sink electrode, and at least two sense electrodes. These apparatuses all also have the capability of switching between the forward (or “normal”) configuration and the shorted configuration, and in some variations also the reverse configuration. Thus, these apparatuses may be configured to direct current in a forward direction (and/or reverse direction) as well as directing current into both source and sink electrodes simultaneously, enabling the measurement of leakage currents i 8 and i 9 , shown in FIGS. 7 and 8 , through the sense electrodes (e.g., in FIGS. 4-6 , sense electrodes 5 and 7 ).
- the differential voltage at the sense electrode multiplied by the gain may be indicated by the subscript “N”.
- the differential voltage at the sense electrode multiplied by the gain may be indicated by the subscript “B”.
- the various gains indicated above may be set to be the same gain (e.g., the gains for the amplifiers used) or they may be different gains; for convenience, these gains are shown herein as being the same gain, however it should be understood that they may be different.
- V 4 The voltage at the input of one of the sense electrodes, e.g., V 4 is ⁇ .
- V 4 ⁇ V 5 ( V 2 ⁇ Z 4 I 4 ) ⁇ ( V 3 ⁇ Z 5 I 5 )
- V 4 ⁇ V 5 ( V 2 ⁇ V 3 )+( Z 5 I 5 ⁇ Z 4 I 4 )
- V 2 ⁇ V 3 Z 2 I 2
- V 4 ⁇ V 5 Z 2 ( I 6 +I 9 )+ Z 5 I 5 ⁇ Z 4 I 4 [1]
- V 4 ⁇ V 5 Z 2 ( I 6 +I 9 )+ Z 5 I 9 ⁇ Z 4 I 8 [2]
- the normal (e.g., forward/reverse) current operation may be indicated by the subscript of N in the measurement terms.
- I 6 >>I 9 , and the relationship simplifies to:
- V 4,N ⁇ V 5,N Z 2 I 6,N +Z 5 I 9,N ⁇ Z 4 I 8,N [3]
- I 6 +I 9 I 2 and approximately equal to I 8 , which is also approximately equal to I 9 .
- Z 2 ⁇ Z 4 and Z 2 ⁇ Z 5 so Z 2 I 2 can be set to zero. This assumption simplifies the relationship to:
- V 4 /V 5 The ratio of voltages (e.g., V 4 /V 5 ) is fairly consistent, independent of the mode of operation. This was validated empirically. In some variations, an additional measurement at V 5 may be used to obviate the need for this approximation. Using the relationship:
- V 4 , B - V 5 , B ) ⁇ ( V 4 , N V 4 , B ) Z 5 ⁇ ( V 5 , B Z 9 ) ⁇ ( V 5 , N V 5 , B ) - Z 4 ⁇ ( V 4 , B Z 8 ) ⁇ ( V 4 , N V 4 , B ) [ 6 ]
- Z 2 ( V 4 , N - V 5 , N ) - ( V 4 , B - V 5 , B ) ⁇ ( V 4 , N V 4 , B ) I 6 , N [ 11 ]
- Any of the methods (including user interfaces) described herein may be implemented as software, hardware or firmware, and may be described as a non-transitory computer-readable storage medium storing a set of instructions capable of being executed by a processor (e.g., computer, tablet, smartphone, etc.), that when executed by the processor causes the processor to control perform any of the steps, including but not limited to: displaying, communicating with the user, analyzing, modifying parameters (including timing, frequency, intensity, etc.), determining, alerting, or the like.
- a processor e.g., computer, tablet, smartphone, etc.
- references to a structure or feature that is disposed “adjacent” another feature may have portions that overlap or underlie the adjacent feature.
- spatially relative terms such as “under”, “below”, “lower”, “over”, “upper” and the like, may be used herein for ease of description to describe one element or feature's relationship to another element(s) or feature(s) as illustrated in the figures. It will be understood that the spatially relative terms are intended to encompass different orientations of the device in use or operation in addition to the orientation depicted in the figures. For example, if a device in the figures is inverted, elements described as “under” or “beneath” other elements or features would then be oriented “over” the other elements or features. Thus, the exemplary term “under” can encompass both an orientation of over and under.
- the device may be otherwise oriented (rotated 90 degrees or at other orientations) and the spatially relative descriptors used herein interpreted accordingly.
- the terms “upwardly”, “downwardly”, “vertical”, “horizontal” and the like are used herein for the purpose of explanation only unless specifically indicated otherwise.
- first and second may be used herein to describe various features/elements (including steps), these features/elements should not be limited by these terms, unless the context indicates otherwise. These terms may be used to distinguish one feature/element from another feature/element. Thus, a first feature/element discussed below could be termed a second feature/element, and similarly, a second feature/element discussed below could be termed a first feature/element without departing from the teachings of the present invention.
- any of the apparatuses and methods described herein should be understood to be inclusive, but all or a sub-set of the components and/or steps may alternatively be exclusive, and may be expressed as “consisting of” or alternatively “consisting essentially of” the various components, steps, sub-components or sub-steps.
- a numeric value may have a value that is +/ ⁇ 0.1% of the stated value (or range of values), +/ ⁇ 1% of the stated value (or range of values), +/ ⁇ 2% of the stated value (or range of values), +/ ⁇ 5% of the stated value (or range of values), +/ ⁇ 10% of the stated value (or range of values), etc.
- Any numerical values given herein should also be understood to include about or approximately that value, unless the context indicates otherwise. For example, if the value “10” is disclosed, then “about 10” is also disclosed. Any numerical range recited herein is intended to include all sub-ranges subsumed therein.
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Abstract
Description
- This patent application claims priority to U.S. Provisional Patent Application No. 62/779,657, filed on Dec. 14, 2018, and titled “Methods and Apparatus for Calibrating Dry Electrode Sensing,” which is herein incorporated by reference in its entirety.
- All publications and patent applications mentioned in this specification are herein incorporated by reference in their entirety to the same extent as if each individual publication or patent application was specifically and individually indicated to be incorporated by reference.
- The methods and apparatuses described herein may be used to measure bioelectric signals, including bioelectric impedance signals. In particular, described herein are methods and apparatuses for accurately and quickly calibrating dry electrodes and determining bioelectrical impedance.
- Bioelectric measurements such as electrocardiogram (ECG, EKG), electroencephalogram (EEG), Electromyography (EMG), galvanic skin response, bioimpedance and others are dependent on the electrical parameters of the skin-electrode interface for each electrode. Any mismatch in impedance between the electrode and the skin for differential measurements may cause phase and amplitude shifts in the measured signals that degrades the measurement and diagnostic fidelity. The skin-electrode impedance is dominated by the highest impedance element, the skin, which has highly variable impedance and cannot be directly measured with any accuracy. The skin impedance varies with time, the subject and the environment. In addition, slight changes in the skin contact, and/or skin position may result in large variations in measurements.
- The industry standard for bioelectric measurements is hydrogel electrodes. When coupled with skin preparation, hydrogel electrodes provide good signal quality. However, hydrogel electrodes are not suitable for ambulatory monitoring or monitoring over extended periods of time as they are uncomfortable, they dry out over time and they require frequent replacement. It is also very difficult to maintain subject compliance with the skin preparations that are required to optimize the performance of hydrogel electrodes for ambulatory or long term monitoring.
- The apparatuses and methods described below provide for accurate and consistent dry electrode sensing for ambulatory and or long-term bioelectric measurements. In particular, these apparatuses (e.g., devices, systems, etc.) and methods are well-suited and may be used for determining accurate and consistent detection of bioelectric impedance signals. Optimizing dry-electrode sensing requires periodic or continuous calibration of the electrode-skin interface as the interface characteristics change with time and user movement.
- Described herein are methods and apparatuses, including systems, that calibrate the bioelectrical measurements (e.g., bioelectrical impedance) by measuring electrical properties of biological tissue using one or more pairs of sensing electrodes, and determining a calibrated impedance measurement from an applied forward current (in which current is applied between a pair of stimulation electrodes in a forward direction), as well as an applied shorted current (in which the same current is applied simultaneously to both stimulation electrodes). The voltages at the sensing electrodes during both the forward operation (e.g., forward current) and the shorted operation (e.g., shorted current), as well as the current or voltage at a current sense resistor during the forward operation may provide a calibrated tissue impedance measurement for the tissue. Sensing bioimpedance using this self-calibrated measurement, in which the ‘shorted’ current is used to calibrate the forward (and/or in some variations, reverse) current may provide highly accurate and reproducible results. The shorted current may be applied before or after the forward (and/or reverse) current, and may be applied immediately or shortly (e.g., within a few milliseconds, second or minutes) or the forward (and/or reverse) current. The same current may be applied in the shorted configuration (e.g., same amplitude, frequency, duration, etc.) as in the forward and/or reverse current configuration(s). In some variations one or more properties (e.g., amplitude, frequency, duration, etc.) of the shorted current may be different from the forward and/or reverse current.
- In some variations, the method or apparatus (e.g., system) may also or alternatively use the reverse operation, in which current is applied between the stimulation electrodes in a direction that is opposite to the forward operation; the reverse operation may be used with the shorted operation and the voltages at the sensing electrodes during both the reverse operation and the shorted operation, as well as the current or voltage at a current sense resistor during the reverse operation may provide a calibrated tissue impedance measurement for the tissue.
- In some variations the forward operation, reverse operation and the shorted operation may be used, and the calibrated tissue impedance measurement determined from the forward operation and shorted operation may be combined (e.g., averaged, weighted, modified, etc.) with the calibrated tissue impedance measurement determined from the reverse operation and shorted operation to provide an improved fit.
- The apparatuses and methods described herein for calibrating the bioelectric signals measured with dry electrodes described herein, by combining forward and shorted and/or reversed and shorted sensing may correct for changes in the skin-electrode interface of dry electrodes and may calibrate the measured bioelectric signals to provide diagnostic quality signals.
- For example, a bioelectric impedance measurement apparatus may include: at least one pair of stimulation electrodes, comprising a source electrode and a sink electrode; at least one pair of sense electrodes, comprising a first sense electrode and a second sense electrode; a signal generator operably connected to the at least one pair of stimulation electrodes; a controller configured to switch the apparatus between a normal mode, in which the signal generator applies a current between the source electrode and the sink electrode, and a shorted mode, in which the signal generator applies the same current to both the source electrode and the sink electrode; and a processor configured to output a calibrated bioelectric impedance measurement based at least in part on a signal at the sense electrodes in both the normal mode and the shorted mode. The apparatus may be configured so that the current is applied shorted mode and in the normal (e.g. forward) mode within a predefined time of each other (e.g., within a 1 ms, within 10 ms, within 100 ms, within 1 sec, within 10 sec, within 30 sec, within 1 min, etc.).
- The processor may be further configured to determine the calibrated bioelectric impedance measurement based at least in part on measurements equivalent to: a voltage difference between the first and second sense electrodes in both the normal mode and the shorted mode; a ratio of voltages at the first sense electrode in the normal mode and the shorted mode; and a current across a current sense resistor in the normal mode.
- In any of these apparatuses, the processor may be integrated with the controller. The controller may be configured to automatically switch between the normal mode and the shorted mode (e.g., within a predefined time period, e.g., within a ms, within 10 ms, within 100 ms, within 1 sec, etc.). In some variations, the controller is configured to drive a multiplexer configured to switch between the normal mode and the shorted mode.
- The apparatus (e.g., the control of the apparatus) may be configured to switch between the normal mode, the shorted mode and/or a reverse mode, in which the signal generator applies a current between the sink electrode and the source electrode in a direction that is reversed in relation to the normal mode. Thus, in some variations, the processor may be configured to determine a first bioelectric impedance measurement based at least in part on the signal at the sense electrodes in both the normal mode and the shorted mode and a second bioelectric impedance measurement based at least in part on the signal at the sense electrodes in both the reverse mode and the shorted mode, wherein the calibrated bioelectric impedance measurement combines the first bioelectric impedance measurement and the second bioelectric impedance measurement. In some variations, the calibrated bioelectric impedance measurement is an average of the first and second bioelectric impedance measurements.
- Any of the apparatuses described herein may be configured to be worn. For example, the apparatus may be configured to be worn on an arm, wrist, hand, neck, torso, waist, leg, ankle, head, etc., or more than one of these. In some variations the apparatus is configured as part of a garment (e.g., shirt, pants, etc.) or jewelry (e.g., bracelet, anklet, earring, necklace, glasses, etc.). For example, the apparatuses described herein may be configured as a wrist-worn device.
- Any of these apparatuses may include a current sense resistor in communication with the at least one pair of stimulation electrodes.
- In general, as mentioned above, the methods and apparatuses described herein may be used with dry electrodes. For example, the stimulation electrodes and/or sense electrodes may all be dry electrodes. In some variations the dry electrodes do not include a gel (e.g., conductive gel, hydrogel, etc.).
- Also described herein are methods of determining a bioelectrical impedance, which may be referred to as a “calibrated bioelectrical impedance”. For example, described herein are methods including: applying, in a forward mode, a first current between a source electrode and a sink electrode and storing voltages from a first sense electrode and a second sense electrode; applying, in a shorted mode, a second current simultaneously to both the source electrode and the sink electrode and storing voltages from the first sense electrode and the second sense electrode; and outputting a calibrated bioelectric impedance measurement, wherein the bioelectric impedance measurement is based at least in part on the voltages of the sense electrodes in both the forward mode and the shorted mode. The first and second current may have the same amplitude, frequency, and/or duration. The first and second currents may be applied within a predetermined time of each other (e.g., within 1 ms, 10 ms, 30 ms, 50 ms, 100 ms, 1 s, 2 s, etc.). The first and second currents may be provided substantially immediately after one another. The method may include cycling between modes (e.g., between the forward mode and shorted mode or between forward, e.g., normal, mode, shorted mode and reverse modes).
- Estimating the calibrated bioelectric impedance measurement may comprise determining the calibrated bioelectric impedance measurement based at least in part on measurements equivalent to: a voltage difference between the first and second sense electrodes in both the normal mode and the shorted mode; a ratio of voltages at the first sense electrode in the normal mode and the shorted mode; and a current across a current sense resistor in the normal mode.
- In some variations estimating the calibrated bioelectric impedance measurement (Z2) comprises subtracting from a differential voltage of the first and second sensing electrodes in the normal mode (βN), a differential voltage of the first and second sense electrodes in the shorted mode (βB) multiplied by the ratio of voltages at the input of one of the sense electrodes in the normal mode and the shorted mode (γN/γB) and dividing by the current across the current sense resistor in the normal mode (αN/Z6), wherein: Z2=(βN−βB*(γN/γB))/(αN/Z6)
- Any of these methods may include automatically switching between the forward mode and the shorted mode.
- In some variations, the method includes applying, in a reverse mode, a third current between the sink electrode and the source electrode so that current between the sink electrode and the source electrode is reversed in relation to the forward mode, and storing voltages from the first sense electrode and the second sense electrode. For example, the method may include determining a first bioelectric impedance measurement based at least in part on the signal at the sense electrodes in both the forward mode and the shorted mode and determining a second bioelectric impedance measurement based at least in part on the signal at the sense electrodes in both the reverse mode and the shorted mode, wherein the calibrated bioelectric impedance measurement combines the first bioelectric impedance measurement and the second bioelectric impedance measurement. The calibrated bioelectric impedance measurement may be a function (e.g., an average, or other function) of the first and second bioelectric impedance measurements.
- The methods described herein may be performed by any of the apparatuses described. In some variations the method is performed on a self-contained device (e.g., watch, bracelet, garment, etc.) including a processor. In some variations the method may be distributed between a wearable apparatus and a remote processor or processors; the apparatus may be in wireless communication with the remote processor (e.g., smartphone, tablet, laptop, server, etc.). In some variations the apparatus performing all or some of the method is configured as a wrist-worn device.
- Any of the methods described herein may be configured to measure a current through a current sense resistor. In general, the electrodes described herein may be positioned to be in contact with the skin or tissue of the biological body. The impedance of the biological body may be indicative of the composition of the biological body. For example, the impedance of the biological body may be used to determine an amount of water or liquids in the biological body, fat-free body mass, or body fat. As mentioned, the apparatus may be part of a watch, an activity tracker, an armband, a chest band or a patch, etc. The apparatus may be used to provide biometrics, for example, to a user, physician, database, etc. The biometrics may include bioelectric impedance, or any parameter based on bioimpedance, such as body composition or fluid content, among others.
- The novel features of the invention are set forth with particularity in the claims that follow. A better understanding of the features and advantages of the present invention will be obtained by reference to the following detailed description that sets forth illustrative embodiments, in which the principles of the invention are utilized, and the accompanying drawings of which:
-
FIG. 1 is a side view of one example of an apparatus (e.g., a bioelectric measurement system) worn on a subject's wrist. -
FIG. 2 is cross section of the exemplary bioelectric measurement system ofFIG. 1 taken along line A-A. -
FIG. 3 is a block diagram of one example of a bioelectric measurement system of such as the one shown inFIG. 2 . -
FIG. 4 is a portion of the block diagram ofFIG. 3 schematically illustrating a forward signal path through the sense electrodes. -
FIG. 5 is a portion of the block diagram ofFIG. 3 schematically illustrating a reverse signal path through the sense electrodes. -
FIG. 6 is a portion of the block diagram ofFIG. 3 schematically illustrating a shorted signal path through the sense electrodes. -
FIG. 7 is an example of one variation of a circuit diagram corresponding to a bioelectric measurement apparatus illustrating a forward signal path as illustrated inFIG. 4 (and, similarly, the reverse signal path ofFIG. 5 ). -
FIG. 8 is an example of one variation of a circuit diagram corresponding to a bioelectric measurement apparatus illustrating a shorted signal path as illustrated inFIG. 6 . - In general, described herein are bioelectric measurement methods and apparatuses that may be used to accurately determine a bioelectric property such as bioelectric impedance (bioimpedance) when using dry electrodes. These methods and apparatuses may be configured to apply both a forward configuration (and/or reverse configuration) current between a source and sink electrodes (stimulation electrodes) and a shorted current concurrently to both the source and sink electrodes, and to detect and store the voltage at each of a pair of sense electrodes in the forward (and/or reverse) configuration and the shorted configuration, as well as the current (and/or in some variations, voltage) of a current sensing resistor in the forward (and/or reverse configuration). The method or apparatus may use electrical measurements of the forward (and/or reverse) configuration as well as the shorted configuration in order to calibrate and provide an accurate bioelectrical impedance measurement.
- Thus any of the apparatuses described herein may include at least one pair of source and sink electrodes, which may form a pair of stimulation electrodes, and at least one pair of sense electrodes, and a current sense resistor. The source, sink and sense electrodes may all be dry electrodes. The apparatus may also include a signal generator for generating the current configured to be applied to either or both the source and sink electrodes of the stimulation electrodes. The signal generator may be configured to apply a current having a frequency or range of frequencies. For example, the current may be an alternating current (AC), e.g. from a low frequency (e.g. 1 KHz) to a high frequency (e.g. 1 MHz or more) and the measured electrical values (e.g., voltage or currents during forward, reverse or shorted configurations) can be sampled for at various frequencies. By varying the frequency of the AC current, the relationship between impedance and frequency can be measured.
- Any of the apparatuses described herein may also or alternatively include a signal processor configured to process any of the applied or sensed voltages and/or currents. The signal processor may be configured to sample and/or store signals from any of the electrodes and/or the current sense resistor. In some variations the signal processor may be configured to smooth, average, convert, or otherwise process the signals. The signal processor may receive input from and/or may be integrated with, a controller. The signal processor may receive input from and/or may be integrated with the signal generator. Similarly, the signal generator may receive input from and/or be integrated with the controller.
- Any of the apparatuses described herein may be configured to switch between the shorted configuration, the forward configuration and/or the reverse configuration. Thus, the apparatus may include any combination of hardware, firmware and/or software to switch between these modes, and to receive, store and determine a calibrated tissue impedance from the sense electrode voltages and the current through the current sense resistor (or equivalent) during these different modes, as will be described in greater detail below. In some variations, a controller may be configured to switch the apparatus between these modes, receive and process the sensed voltages and/or current(s) and output the calibrated tissue impedance.
- The apparatuses described herein may generally be configured to be worn on a subject's skin. For example, the apparatus may be configured to be worn on the subject's arm, wrist, hand, shoulder, chest, neck, waist, torso, abdomen, head, leg ankle, foot, etc. In particular, the methods and apparatuses described herein may be configured to be used with a wrist-worn device including a pair of sense electrodes and a pair of stimulation electrodes (e.g., source and sink electrodes) mounted on a rigid or flexible frame (e.g., strap, wristband, etc.) that is configured to secure these dry electrodes against the subject's skin.
-
FIGS. 1 and 2 illustrate one example of a bioelectric measurement system 1 configured to be worn on a subject'swrist 2. The subject'swrist 2 is covered with skin 2S. The bioelectric measurement system 1 includesinternal electronics 3 which are connected to 4, 5, 6 and 7 which contact the skin 2S. First andelectrodes 4 and 6 are stimulation electrodes (e.g.,third electrodes source 4 andsink 6 in the forward configuration andsink 4 andsource 6 in the reverse configuration) and second and 5 and 7 are sense electrodes. The electrodes may all be dry contact electrodes and may require no skin preparation, gel or other material to optimize the skin-electrode impedance. In some variations the sense electrodes are between the stimulation electrodes. In some variations, multiple source and/or sense electrodes are included; the methods and apparatuses described herein may be used with multiple pairs (or pair combinations) of source and sense electrodes.fourth electrodes - Characteristics of the interface between the subject's skin 2S and
4, 5, 6 and 7, such as impedance and capacitance, may typically change over time and as the subject moves. The changes in the skin-electrode interface characteristics may be accurately characterized and then compensated for during bioelectric data collection using the methods and apparatuses described herein.electrodes -
FIG. 3 shows one example of an apparatus for determining a calibrated bioelectrical impedance of a subject's tissue (e.g., skin tissue). This schematic may apply to an apparatus such as the wrist-worn apparatus shown inFIGS. 1 and 2 . As shown inFIG. 3 , the internal electronics may include acontroller 10,signal generator 11,signal processing electronics 12,optional multiplexer 13 andpower source 14. As mentioned above, in some variations any of these components may be combined/integrated together. Characterization of the skin-electrode interface may be accomplished by routing a signal (e.g., a test signal) from thesignal generator 11 through theoptional multiplexer 13 or other control and/or switching circuitry and through the 4 and 6 in a forward configuration or a shorted configuration (and in some variations, in a reverse configuration) as described and illustrated below instimulation electrodes FIGS. 4-6 . - For example,
FIG. 4 illustrates one example of the operation of an exemplary apparatus such as the one shown schematically inFIG. 3 in a forward configuration. In this example, in the forward configuration the controller may be configured to operate the apparatus so that thesignal 15 from thesignal generator 11 is passed and/or processed by one or more elements of thesignal processor 12 and routed (e.g., by multiplexer 13) in a first or forward direction between thesource 4 and sink 6 electrodes of the apparatus. As the current (the signal) is applied between the source and sink electrodes, the apparatus may detect signals from the 5, 7. In this example, data signals 16A and 16B may be processed and interpreted bysense electrodes signal processor 12 andcontroller 10. These data signals may correspond to voltage(s) at the sense electrodes. Concurrently, a signal (e.g., voltage and/or current) from the current sense resistor (not shown inFIG. 4 ) may be recorded during the application of the forward signal and the resulting forward or firstcharacteristic data 17 may be stored by thecontroller 10 as shown inFIG. 3 . - Following operation of the apparatus in the forward configuration for one or more set of samples (e.g., recording at one or more frequencies, etc.) the apparatus may be automatically (e.g., by action of the controller) switched to operate in the shorted configuration. Alternatively or additionally, the apparatus may be configured to switch to operate in the reverse configuration, in which the source and sink electrodes may be reversed (e.g., the source may operate as the sink and the sink as the source). This is illustrated in
FIG. 5 . -
FIG. 5 illustrates one example of the operation of an exemplary apparatus such as the one shown schematically inFIG. 3 in a reverse configuration. InFIG. 5 , asignal 19 from the signal generator 11 (which may be the same or different from the signal(s) applied in the forward configuration) may be processed by one or more elements of thesignal processor 12 and routed (e.g., by multiplexer 13) in a second or reverse direction, between thesink 6 andsource 4 electrodes. The 5, 7 may be used to record data signals 20A and 20B (e.g., voltages) arising from the applied reverse current, and these sense data signals may be processed and interpreted bysense electrodes signal processor 12 andcontroller 10, along with the sensed current and/or voltage from the current sense resistor (not shown), and the resulting reverse or secondcharacteristic data 21 may be stored by thecontroller 10 as shown inFIG. 3 . - As mentioned above, immediately following one or more operations of the apparatus in the forward and/or reverse configuration or modes, the apparatus may be automatically (e.g., by action of the controller) switched to operate in the shorted configuration, in which current is sent to both the source and sink electrodes simultaneously. In the shorted configuration (or shorted mode) the same current may be applied to both the source and sink electrodes. The applied current may be the same or approximately the same as applied during the forward and/or reverse configuration. In some variations the current may be different (e.g., the current applied to both electrodes when operating in the shorted configuration may be less than during operation in the forward and/or reverse configuration.
-
FIG. 6 illustrates the operation of the exemplary apparatus described above in the shorted configuration/mode. InFIG. 6 , parallel signals 24 (e.g., current) from thesignal generator 11 may be processed by one or more elements of thesignal processor 12 and routed (e.g., by multiplexer 13) in a third, parallel or shorted direction so that the same signal (current) is applied to both thesource 4 andsink 6, as shown. The signal sensed by the sense electrodes arising from the applied signal may be received as data signals 25A and 25B and processed and/or interpreted bysignal processor 12 andcontroller 10. The received signals (e.g., voltage at the sense electrodes) during the shorted operation may correspond to shorted or thirdcharacteristic data 26 and may be stored by thecontroller 10 as shown inFIG. 3 . - In some variations, the
controller 10 use theforward data 17 and shorted data 26 (and/or in some embodiments, thereverse data 21 and shorted data 26) to characterize theinterface 27 between 4, 5, 6 and 7 and skin 2A and to determine an accurate estimation of the bioelectric signals (e.g., bioelectric impedance) of the tissue.electrodes - As will be described in further detail below, the use of the shorted configuration may allow the bioelectric impedance to be calibrated even when using dry electrodes. Note that although the examples described herein work particularly well for dry electrodes, these methods and apparatuses may also be applied to wet (e.g., hydrogel) electrodes used for bioelectric impedance.
- The impedance mismatch between the subject's tissue 2S and the electrodes (e.g., between S2 and 7 and between S2 and 5) can be determined during calibration using the methods and apparatuses described herein, and may be used to adjust the interpretation of bioelectric signals from the
4, 5, 6 and 7. The bioelectric measurement system 1 measures a set of calibration measurements. For example, the system calibration measurements may include the differential voltage between theelectrodes 5 and 7, the total current through the electrodes (e.g., the current through the current sense resistor), and the voltage at the input of one of the sense electrodes during the forward (or reverse) and shorted configurations. Any suitable set of measurements may be used to calibrate the electrode/skin interface impedance.sense electrodes - For example, as described above, a first set of measurements may be made with the current applied in either the forward or the reverse direction to provide
forward data 17, or reversedata 21.Shorted data 26 may be collected as discussed above (e.g., immediately after, before or intermittently with collecting the data from the forward and/or reverse configuration), and the first set of data, e.g.,forward data 17, and the shorteddata 26 may be combined to calculate a first impedance of subject'stissue 2 that is calibrated by the use of the shorted data. - In some variations, the measurement and calculation process may be repeated using the previously unused current direction (e.g., reverse data 21) and the corresponding shorted
data 26. Thereverse data 21 and the shorteddata 26 may be combined to calculate a second impedance of subject'stissue 2. The first impedance data may then be combined with the second impedance data, e.g., by averaging the two together, by weighting the forward with the reverse, etc., which may improve the accuracy of the resulting bioelectric impedance measurements. - Specifically, the bioelectric impedance may be calibrated by the differential voltage at the sense electrodes and a ratio of the voltage at the input to one of the sense electrodes during both the forward and shorted configurations.
- For example,
FIGS. 7 and 8 show schematic diagrams of the operation of an apparatus such as that shown inFIGS. 3-6 , above during a normal, forward, configuration and during a shorted configuration, respectively. InFIGS. 7-8 , the current source/ 4 and 6 have impedance Z1 and Z3 respectively. Thesink electrodes 5 and 7 have impedance Z4 and Z5 respectively. The subject'svoltage sense electrodes tissue 2 has impedance Z2. Z6 is the current sense resistor. Z8 and Z9 refer to the input impedance to the buffer amplifiers 8 and 9 respectively. As mentioned above,FIG. 7 illustrates a system in normal operation (e.g., forward configuration or mode) andFIG. 8 illustrates the system operating in a shorted configuration or mode, with the current simultaneously applied to both thesource electrode 4sink electrode 6. - In all of the apparatuses described herein, the bioelectric measurement apparatus (e.g., system) has a current source and sink electrode, and at least two sense electrodes. These apparatuses all also have the capability of switching between the forward (or “normal”) configuration and the shorted configuration, and in some variations also the reverse configuration. Thus, these apparatuses may be configured to direct current in a forward direction (and/or reverse direction) as well as directing current into both source and sink electrodes simultaneously, enabling the measurement of leakage currents i8 and i9, shown in
FIGS. 7 and 8 , through the sense electrodes (e.g., inFIGS. 4-6 ,sense electrodes 5 and 7). - Thus, a bioelectric measurement system 1 may be configured to measure the differential voltage multiplied by the gain of the amplifier at the sense electrodes: (G(V4-V5))=β. In the normal (forward) configuration, the differential voltage at the sense electrode multiplied by the gain may be indicated by the subscript “N”. In the shorted configuration, the differential voltage at the sense electrode multiplied by the gain may be indicated by the subscript “B”. Thus:
-
βN =G(V 4,N −V 5,N) -
βB =G(V 4,B −V 5,B) - The differential voltage across the current sense resistor is (G(V6−V7))=α. So, for the forward configurations this may be:
-
αN =G(V6−V7)=I 6,N Z 6 G - The various gains indicated above may be set to be the same gain (e.g., the gains for the amplifiers used) or they may be different gains; for convenience, these gains are shown herein as being the same gain, however it should be understood that they may be different.
- The voltage at the input of one of the sense electrodes, e.g., V4 is γ. For the forward and shorted configurations, respectively:
-
γN=V4,N -
γB=V4,B - The following set of equations describes the current flowing in the forward direction:
-
V 4 −V 5=(V 2 −Z 4 I 4)−(V 3 −Z 5 I 5) -
V 4 −V 5=(V 2 −V 3)+(Z 5I5 −Z 4 I 4) - Where V2−V3 represents the measurement we want to make and (Z5I5−Z4I4) represents the error term. Using the following equalities:
-
V 2 −V 3 =Z 2 I 2 -
I 2 =I 6 +I 9 - it is possible to derive the relationship:
-
V 4 −V 5 =Z 2(I 6 +I 9)+Z 5 I 5 −Z 4 I 4 [1] - Noting that I5 =I 9 and I4=I8,
-
V 4 −V 5 =Z 2(I 6 +I 9)+Z 5 I 9 −Z 4 I 8 [2] - As mentioned above, the normal (e.g., forward/reverse) current operation may be indicated by the subscript of N in the measurement terms. Under this condition, I6>>I9, and the relationship simplifies to:
-
V 4,N −V 5,N =Z 2 I 6,N +Z 5 I 9,N −Z 4 I 8,N [3] - For the shorted mode where current is sent to both source and sink electrodes simultaneously (and the subscript of B is included), I6+I9=I2 and approximately equal to I8, which is also approximately equal to I9. However, Z2<<Z4 and Z2<<Z5, so Z2I2 can be set to zero. This assumption simplifies the relationship to:
-
V 4,B −V 5,B =Z 5I9,B −Z 4 I 8,B. [4] - Substituting in:
-
- The ratio of voltages (e.g., V4/V5) is fairly consistent, independent of the mode of operation. This was validated empirically. In some variations, an additional measurement at V5 may be used to obviate the need for this approximation. Using the relationship:
-
- and rearranging to
-
- and multiplying both sides of equation [5] above, results in:
-
- This can be simplified to:
-
- Noting that
-
- results in:
-
- Subtracting equation [8] from [3] produces:
-
- Canceling results in:
-
- Finally solving for the tissue impedance (Z2), results in:
-
- Thus, measuring all the terms in the above equation will provide a calibrated tissue impedance of tissue.
- The equalities described above may be used in
equation 11 to result in: -
Z 2=(βN−βB*(γN/γB))/(αN /Z 6) [12] - The preceding analysis assumes that under normal operations, I6>>I9 and thus, the Z2I9 term in
equation 2 may be set to zero. In the situation where the current is applied to both current paths (e.g., the shorted configuration), I6+I9=I2 and is approximately the same as I8 and I9, and Z2<<Z4, and Z2<<Z5, allowing Z2I2=Z2(I6+I9) inequation 2 be set to zero. Finally, the ratio of the voltages V2 to V5 may be the same in the normal and shorted (blocked) modes, thus the ratio of V4,N/V4,B is approximately equal to V5,N/V5,B. - While the preferred embodiments of the devices and methods have been described in reference to the environment in which they were developed, they are merely illustrative of the principles of the inventions. The elements of the various embodiments may be incorporated into each of the other species to obtain the benefits of those elements in combination with such other species, and the various beneficial features may be employed in embodiments alone or in combination with each other. Other embodiments and configurations may be devised without departing from the spirit of the inventions and the scope of the appended claims.
- Any of the methods (including user interfaces) described herein may be implemented as software, hardware or firmware, and may be described as a non-transitory computer-readable storage medium storing a set of instructions capable of being executed by a processor (e.g., computer, tablet, smartphone, etc.), that when executed by the processor causes the processor to control perform any of the steps, including but not limited to: displaying, communicating with the user, analyzing, modifying parameters (including timing, frequency, intensity, etc.), determining, alerting, or the like.
- When a feature or element is herein referred to as being “on” another feature or element, it can be directly on the other feature or element or intervening features and/or elements may also be present. In contrast, when a feature or element is referred to as being “directly on” another feature or element, there are no intervening features or elements present. It will also be understood that, when a feature or element is referred to as being “connected”, “attached” or “coupled” to another feature or element, it can be directly connected, attached or coupled to the other feature or element or intervening features or elements may be present. In contrast, when a feature or element is referred to as being “directly connected”, “directly attached” or “directly coupled” to another feature or element, there are no intervening features or elements present. Although described or shown with respect to one embodiment, the features and elements so described or shown can apply to other embodiments. It will also be appreciated by those of skill in the art that references to a structure or feature that is disposed “adjacent” another feature may have portions that overlap or underlie the adjacent feature.
- Terminology used herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention. For example, as used herein, the singular forms “a”, “an” and “the” are intended to include the plural forms as well, unless the context clearly indicates otherwise. It will be further understood that the terms “comprises” and/or “comprising,” when used in this specification, specify the presence of stated features, steps, operations, elements, and/or components, but do not preclude the presence or addition of one or more other features, steps, operations, elements, components, and/or groups thereof. As used herein, the term “and/or” includes any and all combinations of one or more of the associated listed items and may be abbreviated as “/”.
- Spatially relative terms, such as “under”, “below”, “lower”, “over”, “upper” and the like, may be used herein for ease of description to describe one element or feature's relationship to another element(s) or feature(s) as illustrated in the figures. It will be understood that the spatially relative terms are intended to encompass different orientations of the device in use or operation in addition to the orientation depicted in the figures. For example, if a device in the figures is inverted, elements described as “under” or “beneath” other elements or features would then be oriented “over” the other elements or features. Thus, the exemplary term “under” can encompass both an orientation of over and under. The device may be otherwise oriented (rotated 90 degrees or at other orientations) and the spatially relative descriptors used herein interpreted accordingly. Similarly, the terms “upwardly”, “downwardly”, “vertical”, “horizontal” and the like are used herein for the purpose of explanation only unless specifically indicated otherwise.
- Although the terms “first” and “second” may be used herein to describe various features/elements (including steps), these features/elements should not be limited by these terms, unless the context indicates otherwise. These terms may be used to distinguish one feature/element from another feature/element. Thus, a first feature/element discussed below could be termed a second feature/element, and similarly, a second feature/element discussed below could be termed a first feature/element without departing from the teachings of the present invention.
- Throughout this specification and the claims which follow, unless the context requires otherwise, the word “comprise”, and variations such as “comprises” and “comprising” means various components can be co-jointly employed in the methods and articles (e.g., compositions and apparatuses including device and methods). For example, the term “comprising” will be understood to imply the inclusion of any stated elements or steps but not the exclusion of any other elements or steps.
- In general, any of the apparatuses and methods described herein should be understood to be inclusive, but all or a sub-set of the components and/or steps may alternatively be exclusive, and may be expressed as “consisting of” or alternatively “consisting essentially of” the various components, steps, sub-components or sub-steps.
- As used herein in the specification and claims, including as used in the examples and unless otherwise expressly specified, all numbers may be read as if prefaced by the word “about” or “approximately,” even if the term does not expressly appear. The phrase “about” or “approximately” may be used when describing magnitude and/or position to indicate that the value and/or position described is within a reasonable expected range of values and/or positions. For example, a numeric value may have a value that is +/−0.1% of the stated value (or range of values), +/−1% of the stated value (or range of values), +/−2% of the stated value (or range of values), +/−5% of the stated value (or range of values), +/−10% of the stated value (or range of values), etc. Any numerical values given herein should also be understood to include about or approximately that value, unless the context indicates otherwise. For example, if the value “10” is disclosed, then “about 10” is also disclosed. Any numerical range recited herein is intended to include all sub-ranges subsumed therein. It is also understood that when a value is disclosed that “less than or equal to” the value, “greater than or equal to the value” and possible ranges between values are also disclosed, as appropriately understood by the skilled artisan. For example, if the value “X” is disclosed the “less than or equal to X” as well as “greater than or equal to X” (e.g., where X is a numerical value) is also disclosed. It is also understood that the throughout the application, data is provided in a number of different formats, and that this data, represents endpoints and starting points, and ranges for any combination of the data points. For example, if a particular data point “10” and a particular data point “15” are disclosed, it is understood that greater than, greater than or equal to, less than, less than or equal to, and equal to 10 and 15 are considered disclosed as well as between 10 and 15. It is also understood that each unit between two particular units are also disclosed. For example, if 10 and 15 are disclosed, then 11, 12, 13, and 14 are also disclosed.
- Although various illustrative embodiments are described above, any of a number of changes may be made to various embodiments without departing from the scope of the invention as described by the claims. For example, the order in which various described method steps are performed may often be changed in alternative embodiments, and in other alternative embodiments one or more method steps may be skipped altogether. Optional features of various device and system embodiments may be included in some embodiments and not in others. Therefore, the foregoing description is provided primarily for exemplary purposes and should not be interpreted to limit the scope of the invention as it is set forth in the claims.
- The examples and illustrations included herein show, by way of illustration and not of limitation, specific embodiments in which the subject matter may be practiced. As mentioned, other embodiments may be utilized and derived there from, such that structural and logical substitutions and changes may be made without departing from the scope of this disclosure. Such embodiments of the inventive subject matter may be referred to herein individually or collectively by the term “invention” merely for convenience and without intending to voluntarily limit the scope of this application to any single invention or inventive concept, if more than one is, in fact, disclosed. Thus, although specific embodiments have been illustrated and described herein, any arrangement calculated to achieve the same purpose may be substituted for the specific embodiments shown. This disclosure is intended to cover any and all adaptations or variations of various embodiments. Combinations of the above embodiments, and other embodiments not specifically described herein, will be apparent to those of skill in the art upon reviewing the above description.
Claims (21)
Z 2=(βN−βB*(γN/γB)/(αN /Z 6)
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Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN114680863A (en) * | 2022-04-01 | 2022-07-01 | 南京市口腔医院 | Tongue tumor tissue detection system and analysis model training method thereof |
| US11488361B1 (en) * | 2019-02-15 | 2022-11-01 | Meta Platforms Technologies, Llc | Systems and methods for calibrating wearables based on impedance levels of users' skin surfaces |
| US20230190202A1 (en) * | 2021-12-21 | 2023-06-22 | Industrial Technology Research Institute | Electrophysiological signal measurement system, electrophysiological signal adjustment method and electrode assembly |
| WO2025221799A1 (en) * | 2024-04-15 | 2025-10-23 | Georgia Tech Research Corporation | Wearable non-invasive bladder monitoring technologies |
| WO2025242165A1 (en) * | 2024-05-24 | 2025-11-27 | 万瞬医学技术(苏州)有限公司 | Device for measuring contact impedance between multi-channel electromyography electrode and biological organism |
Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20050203437A1 (en) * | 2001-07-06 | 2005-09-15 | Aspect Medical Systems, Inc. | System and method for measuring bioelectric impedance in the presence of interference |
| US20160183813A1 (en) * | 2014-12-03 | 2016-06-30 | Reza Naima | Methods and systems for detecting physiology for monitoring cardiac health |
| US20170100052A1 (en) * | 2015-10-07 | 2017-04-13 | Samsung Electronics Co., Ltd. | Apparatus and method of measuring bio signal |
| US20200163578A1 (en) * | 2017-07-11 | 2020-05-28 | Politecnico Di Milano | System for measuring the electrical impedance in human tissues |
Family Cites Families (159)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| GB9615895D0 (en) | 1996-07-29 | 1996-09-11 | Thames Medical Ltd | Pulse oximeter |
| EP0934021A2 (en) | 1996-10-24 | 1999-08-11 | Massachusetts Institute Of Technology | Patient monitoring finger ring sensor |
| US6002952A (en) | 1997-04-14 | 1999-12-14 | Masimo Corporation | Signal processing apparatus and method |
| US5971930A (en) | 1997-10-17 | 1999-10-26 | Siemens Medical Systems, Inc. | Method and apparatus for removing artifact from physiological signals |
| US6334065B1 (en) | 1998-06-03 | 2001-12-25 | Masimo Corporation | Stereo pulse oximeter |
| US6104949A (en) | 1998-09-09 | 2000-08-15 | Vitatron Medical, B.V. | Medical device |
| US6684090B2 (en) | 1999-01-07 | 2004-01-27 | Masimo Corporation | Pulse oximetry data confidence indicator |
| US6821249B2 (en) | 1999-03-08 | 2004-11-23 | Board Of Regents, The University Of Texas | Temperature monitoring of congestive heart failure patients as an indicator of worsening condition |
| AUPQ113799A0 (en) | 1999-06-22 | 1999-07-15 | University Of Queensland, The | A method and device for measuring lymphoedema |
| US6440082B1 (en) | 1999-09-30 | 2002-08-27 | Medtronic Physio-Control Manufacturing Corp. | Method and apparatus for using heart sounds to determine the presence of a pulse |
| JP2001187035A (en) | 1999-12-28 | 2001-07-10 | Tanita Corp | Affected part recovery degree determination device |
| JP4064028B2 (en) | 2000-01-05 | 2008-03-19 | 株式会社タニタ | Physical fatigue assessment device |
| JP2001198098A (en) | 2000-01-21 | 2001-07-24 | Tanita Corp | Swelling measurement method and swelling measurement device |
| JP2002159473A (en) | 2000-11-22 | 2002-06-04 | Nikkiso Co Ltd | Weight check meter |
| JP3844421B2 (en) | 2001-03-26 | 2006-11-15 | 株式会社タニタ | Swelling measuring device |
| US6748254B2 (en) | 2001-10-12 | 2004-06-08 | Nellcor Puritan Bennett Incorporated | Stacked adhesive optical sensor |
| JP3709836B2 (en) | 2001-11-20 | 2005-10-26 | コニカミノルタセンシング株式会社 | Blood component measuring device |
| KR100580618B1 (en) | 2002-01-23 | 2006-05-16 | 삼성전자주식회사 | Apparatus and method for recognizing user emotion through short time monitoring of physiological signals |
| US6896661B2 (en) | 2002-02-22 | 2005-05-24 | Datex-Ohmeda, Inc. | Monitoring physiological parameters based on variations in a photoplethysmographic baseline signal |
| US7018339B2 (en) | 2002-02-25 | 2006-03-28 | Polar Electro Oy | Method for processing heart rate information in a portable computer |
| US6850788B2 (en) | 2002-03-25 | 2005-02-01 | Masimo Corporation | Physiological measurement communications adapter |
| GB2393786A (en) | 2002-10-04 | 2004-04-07 | Ernesto Marcelo Dario Korenman | Visual stimulation in synchronisation with heartbeat |
| FI115109B (en) | 2003-01-22 | 2005-02-28 | Nokia Corp | Sensor arrangement and mobile communicator comprising a sensor arrangement |
| US7761261B2 (en) | 2003-04-08 | 2010-07-20 | Medic4All A.G. | Portable wireless gateway for remote medical examination |
| US7500950B2 (en) | 2003-07-25 | 2009-03-10 | Masimo Corporation | Multipurpose sensor port |
| WO2005018432A2 (en) | 2003-08-20 | 2005-03-03 | Philometron, Inc. | Hydration monitoring |
| US7740591B1 (en) | 2003-12-01 | 2010-06-22 | Ric Investments, Llc | Apparatus and method for monitoring pressure related changes in the extra-thoracic arterial circulatory system |
| EP1765161B1 (en) | 2004-06-18 | 2019-09-25 | Impedimed Limited | Oedema detection |
| US7976472B2 (en) | 2004-09-07 | 2011-07-12 | Masimo Corporation | Noninvasive hypovolemia monitor |
| US7578793B2 (en) | 2004-11-22 | 2009-08-25 | Widemed Ltd. | Sleep staging based on cardio-respiratory signals |
| AU2006217448A1 (en) | 2005-02-22 | 2006-08-31 | Health-Smart Limited | Methods and systems for physiological and psycho-physiological monitoring and uses thereof |
| JP2006271949A (en) | 2005-03-25 | 2006-10-12 | Yoshihisa Ushiyama | Method for detecting respiration signal from pulse wave |
| GB2425180B (en) | 2005-04-14 | 2009-03-18 | Justin Pisani | Monitoring system |
| CA2609111C (en) | 2005-07-01 | 2016-10-18 | Scott Chetham | A method and apparatus for performing impedance measurements in accordance with determining an electrode arrangement using a displayed representation |
| US7657295B2 (en) | 2005-08-08 | 2010-02-02 | Nellcor Puritan Bennett Llc | Medical sensor and technique for using the same |
| JP5208749B2 (en) | 2005-10-11 | 2013-06-12 | インペダイムド・リミテッド | Hydration status monitoring |
| US7215987B1 (en) | 2005-11-08 | 2007-05-08 | Woolsthorpe Technologies | Method and apparatus for processing signals reflecting physiological characteristics |
| US20100217096A1 (en) | 2006-01-23 | 2010-08-26 | Reuven Nanikashvili | A health monitor and a method for health monitoring |
| US7539532B2 (en) | 2006-05-12 | 2009-05-26 | Bao Tran | Cuffless blood pressure monitoring appliance |
| US7691067B2 (en) | 2006-06-14 | 2010-04-06 | Advanced Brain Monitoring, Inc. | Method for measuring central venous pressure or respiratory effort |
| US8175671B2 (en) | 2006-09-22 | 2012-05-08 | Nellcor Puritan Bennett Llc | Medical sensor for reducing signal artifacts and technique for using the same |
| WO2008067122A1 (en) | 2006-11-30 | 2008-06-05 | Motorola, Inc. | Wireless headsets and wireless communication networks for heart rate monitoring |
| CA2670293C (en) | 2006-11-30 | 2017-01-03 | Impedimed Limited | Measurement apparatus |
| JP2008167818A (en) | 2007-01-09 | 2008-07-24 | Konica Minolta Sensing Inc | Biological information measuring apparatus and biometric information measuring system |
| GB0705033D0 (en) | 2007-03-15 | 2007-04-25 | Imp Innovations Ltd | Heart rate measurement |
| US8374665B2 (en) | 2007-04-21 | 2013-02-12 | Cercacor Laboratories, Inc. | Tissue profile wellness monitor |
| US20110251513A1 (en) | 2007-05-14 | 2011-10-13 | Impedimed Limited | Indicator |
| EP2173241B1 (en) | 2007-07-24 | 2017-12-27 | Philips Intellectual Property & Standards GmbH | Method and apparatus for monitoring a fetal heart rate |
| ES3024471T3 (en) | 2007-09-05 | 2025-06-04 | Sensible Medical Innovations Ltd | Method, system and apparatus for using electromagnetic radiation for monitoring a tissue of a user |
| EP2194864B1 (en) | 2007-09-14 | 2018-08-29 | Medtronic Monitoring, Inc. | System and methods for wireless body fluid monitoring |
| US8836345B2 (en) | 2007-11-05 | 2014-09-16 | Impedimed Limited | Impedance determination |
| US20090259116A1 (en) | 2007-11-14 | 2009-10-15 | Yoram Wasserman | Method and Apparatus for Processing a Pulsatile Biometric Signal |
| US8346328B2 (en) | 2007-12-21 | 2013-01-01 | Covidien Lp | Medical sensor and technique for using the same |
| US8412317B2 (en) | 2008-04-18 | 2013-04-02 | Corventis, Inc. | Method and apparatus to measure bioelectric impedance of patient tissue |
| US8437820B2 (en) | 2008-04-22 | 2013-05-07 | Nihon Kohden Corporation | Signal processing method, signal processing apparatus, and pulse photometer using the same |
| JP5893922B2 (en) | 2009-02-18 | 2016-03-23 | ノニン・メディカル・インコーポレーテッド | Disposable oximeter device |
| JP5789199B2 (en) | 2009-02-25 | 2015-10-07 | ヴァレンセル,インコーポレイテッド | Headset and earbud |
| US20100249551A1 (en) | 2009-03-31 | 2010-09-30 | Nelicor Puritan Bennett LLC | System And Method For Generating Corrective Actions Correlated To Medical Sensor Errors |
| US9304202B2 (en) | 2009-05-27 | 2016-04-05 | Analog Devices, Inc. | Multiuse optical sensor |
| US8473020B2 (en) | 2009-07-29 | 2013-06-25 | Cercacor Laboratories, Inc. | Non-invasive physiological sensor cover |
| US9579039B2 (en) | 2011-01-10 | 2017-02-28 | Masimo Corporation | Non-invasive intravascular volume index monitor |
| US8401608B2 (en) | 2009-09-30 | 2013-03-19 | Covidien Lp | Method of analyzing photon density waves in a medical monitor |
| US8900140B2 (en) | 2009-10-27 | 2014-12-02 | Cardiac Pacemakers, Inc. | Multiple vector fluid localization |
| US20120283535A1 (en) | 2009-11-30 | 2012-11-08 | Israel Sarussi | Method and system for pulse measurement |
| CA2797448A1 (en) * | 2010-04-26 | 2011-11-03 | Scibase Ab | Method and device for quality assessment of an electrical impedance measurement on tissue |
| KR101780061B1 (en) | 2010-06-14 | 2017-10-11 | 한국전자통신연구원 | Potable apparatus for measuring bio-signal |
| AU2011274290B2 (en) | 2010-07-02 | 2014-12-11 | Impedimed Limited | Tissue indicator determination |
| US8717895B2 (en) | 2010-07-06 | 2014-05-06 | Nicira, Inc. | Network virtualization apparatus and method with a table mapping engine |
| US8795184B2 (en) | 2010-07-12 | 2014-08-05 | Rohm Co., Ltd. | Wireless plethysmogram sensor unit, a processing unit for plethysmogram and a plethysmogram system |
| US8092393B1 (en) | 2010-07-28 | 2012-01-10 | Impact Sports Technologies, Inc. | Monitoring device with an accelerometer, method and system |
| US9241635B2 (en) | 2010-09-30 | 2016-01-26 | Fitbit, Inc. | Portable monitoring devices for processing applications and processing analysis of physiological conditions of a user associated with the portable monitoring device |
| US9675250B2 (en) | 2010-11-01 | 2017-06-13 | Oxirate, Inc. | System and method for measurement of vital signs of a human |
| JP5687994B2 (en) | 2010-11-09 | 2015-03-25 | 日本光電工業株式会社 | Biological signal measuring apparatus and biological signal measuring method |
| US8475367B1 (en) | 2011-01-09 | 2013-07-02 | Fitbit, Inc. | Biometric monitoring device having a body weight sensor, and methods of operating same |
| CN103327894B (en) | 2011-01-19 | 2016-05-04 | 加利福尼亚大学董事会 | Devices, systems and methods for tissue oximetry and perfusion imaging |
| US8761853B2 (en) | 2011-01-20 | 2014-06-24 | Nitto Denko Corporation | Devices and methods for non-invasive optical physiological measurements |
| JP5970476B2 (en) | 2011-02-03 | 2016-08-17 | インぺディメッド リミテッドImpedimed Limited | Determination of organizational quantity indicators |
| US20120253141A1 (en) | 2011-03-31 | 2012-10-04 | Nellcor Puritan Bennett Ireland | Methods and systems for passive photoplethysmograph sensing |
| EP3222210B1 (en) | 2011-08-02 | 2024-09-25 | Yukka Magic LLC | Systems and methods for variable filter adjustment by heart rate metric feedback |
| WO2013038296A1 (en) | 2011-09-16 | 2013-03-21 | Koninklijke Philips Electronics N.V. | Device and method for estimating the heart rate during motion |
| US9485345B2 (en) | 2011-09-21 | 2016-11-01 | University Of North Texas | 911 services and vital sign measurement utilizing mobile phone sensors and applications |
| JP2013132326A (en) | 2011-12-26 | 2013-07-08 | Tanita Corp | Bioimpedance measuring device and bioimpedance measurement method |
| US9649055B2 (en) | 2012-03-30 | 2017-05-16 | General Electric Company | System and methods for physiological monitoring |
| EP2844136A1 (en) | 2012-05-02 | 2015-03-11 | Aliphcom | Physiological characteristic detection based on reflected components of light |
| JP5953490B2 (en) | 2012-05-10 | 2016-07-20 | 株式会社タニタ | Edema evaluation device |
| WO2013175314A2 (en) | 2012-05-23 | 2013-11-28 | Convergent Engineering, Inc. | System and method for detecting preeclampsia |
| US9044149B2 (en) | 2012-06-22 | 2015-06-02 | Fitbit, Inc. | Heart rate data collection |
| US8954135B2 (en) | 2012-06-22 | 2015-02-10 | Fitbit, Inc. | Portable biometric monitoring devices and methods of operating same |
| US9049998B2 (en) | 2012-06-22 | 2015-06-09 | Fitbit, Inc. | Biometric monitoring device with heart rate measurement activated by a single user-gesture |
| US8948832B2 (en) | 2012-06-22 | 2015-02-03 | Fitbit, Inc. | Wearable heart rate monitor |
| US9044171B2 (en) | 2012-06-22 | 2015-06-02 | Fitbit, Inc. | GPS power conservation using environmental data |
| US9005129B2 (en) | 2012-06-22 | 2015-04-14 | Fitbit, Inc. | Wearable heart rate monitor |
| US20140018779A1 (en) | 2012-07-12 | 2014-01-16 | Worrell, Inc. | Telemedicine care system |
| EP2687154B8 (en) | 2012-07-20 | 2019-09-11 | CSEM Centre Suisse d'Electronique et de Microtechnique SA - Recherche et Développement | Portable device and method for determining a sleep-related parameter of a user |
| US9186108B2 (en) | 2012-09-11 | 2015-11-17 | Covidien Lp | Methods and systems for determining an algorithm setting based on a skew metric |
| US20140073964A1 (en) | 2012-09-11 | 2014-03-13 | Nellcor Puritan Bennett Llc | Methods and systems for determining algorithm settings based on classification information |
| US9192310B2 (en) | 2012-09-11 | 2015-11-24 | Covidien Lp | Methods and systems for qualifying a calculated value based on baseline and deviation information |
| US20140073952A1 (en) | 2012-09-11 | 2014-03-13 | Nellcor Puritan Bennett Llc | Methods and systems for conditioning a physiological signal using an adjustable bandpass filter |
| US9241646B2 (en) | 2012-09-11 | 2016-01-26 | Covidien Lp | System and method for determining stroke volume of a patient |
| US20140073957A1 (en) | 2012-09-11 | 2014-03-13 | Nellcor Puritan Bennett Llc | Methods and systems for qualifying calculated values based on a sum of differences |
| GB2505890A (en) | 2012-09-12 | 2014-03-19 | To Health Ltd | Screening to determine a cardiac arrhythmia risk parameter using photoplethysmograph measurements |
| JP6020082B2 (en) | 2012-11-19 | 2016-11-02 | Tdk株式会社 | Biological signal measuring device, biological signal measuring method, and biological signal measuring program |
| EP2928360B1 (en) | 2012-12-04 | 2017-01-11 | Koninklijke Philips N.V. | Device and method for obtaining vital sign information of a living being |
| US20150366469A1 (en) | 2012-12-13 | 2015-12-24 | Cnv Systems Ltd. | System for measurement of cardiovascular health |
| US8977348B2 (en) | 2012-12-21 | 2015-03-10 | Covidien Lp | Systems and methods for determining cardiac output |
| US9717423B2 (en) | 2013-01-28 | 2017-08-01 | Texas Instruments Incorporated | Low-complexity sensor displacement tolerant pulse oximetry based heart rate measurement |
| EP2767232A1 (en) | 2013-02-15 | 2014-08-20 | Koninklijke Philips N.V. | System and method for determining a vital sign of a subject |
| JP6389831B2 (en) | 2013-03-06 | 2018-09-12 | コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. | System and method for determining vital sign information |
| US20140276166A1 (en) | 2013-03-13 | 2014-09-18 | Cardiologic Innovations Ltd | Method of measuring bioimpedance |
| WO2014168718A1 (en) | 2013-03-15 | 2014-10-16 | University Of Florida Research Foundation, Inc. | Devices and methods for monitoring directional blood flow and pulse wave velocity with photoplethysmography |
| US9130070B2 (en) | 2013-04-25 | 2015-09-08 | Analog Devices, Inc. | Four-stage circuit architecture for detecting pulsed signals |
| US20140330132A1 (en) | 2013-05-02 | 2014-11-06 | Aza Raskin | Physiological characteristic detection based on reflected components of light |
| US20140343371A1 (en) | 2013-05-14 | 2014-11-20 | Ii Thomas Skerik Sowers | Wearable sensor device for health monitoring and methods of use |
| EP3007616A4 (en) | 2013-06-11 | 2017-01-25 | Intelomed, Inc | Predicting hypovolemic hypotensive conditions using a pulse volume waveform |
| JP6170616B2 (en) * | 2013-06-11 | 2017-07-26 | セント・ジュード・メディカル・エイトリアル・フィブリレーション・ディヴィジョン・インコーポレーテッド | Multi-electrode impedance sensing |
| JP2015002779A (en) * | 2013-06-19 | 2015-01-08 | 株式会社タニタ | Biometric apparatus and biometric method |
| IN2013DE01934A (en) | 2013-06-28 | 2015-07-10 | Yash Bhatia | |
| US9339236B2 (en) | 2013-07-05 | 2016-05-17 | James Tyler Frix | Continuous transdermal monitoring system and method |
| US20150038810A1 (en) | 2013-08-05 | 2015-02-05 | Richard J. Melker | Sensors for photoplethysmography at the ophthalmic artery region |
| US20150335293A1 (en) | 2013-08-30 | 2015-11-26 | Maxim Integrated Products, Inc. | Systems and techniques to determine whether a signal is associated with a periodic biologic function |
| CN105530858B (en) | 2013-09-16 | 2022-06-07 | 皇家飞利浦有限公司 | System and method for estimating cardiovascular health of a person |
| US20150088003A1 (en) | 2013-09-21 | 2015-03-26 | Leo Technologies, Inc. | Data integrity |
| GB2520487A (en) | 2013-11-19 | 2015-05-27 | Eduardo Mangieri | Blood-flow sensor apparatus |
| WO2015084376A1 (en) | 2013-12-05 | 2015-06-11 | Apple Inc. | Wearable multi-modal physiological sensing sysem |
| US20180160943A1 (en) | 2013-12-10 | 2018-06-14 | 4Iiii Innovations Inc. | Signature based monitoring systems and methods |
| US20150157219A1 (en) | 2013-12-11 | 2015-06-11 | Samsung Electronics Co., Ltd. | Bioimpedance sensor array for heart rate detection |
| GB201322491D0 (en) | 2013-12-19 | 2014-02-05 | Imonsys | Sensor |
| WO2015102589A1 (en) | 2013-12-30 | 2015-07-09 | Apple Inc. | Motion artifact cancelation |
| US20170164884A1 (en) | 2013-12-30 | 2017-06-15 | Apple Inc. | Measuring respiration rate with multi-band plethysmography |
| EP2896359B1 (en) | 2014-01-07 | 2016-12-14 | Samsung Electronics Co., Ltd | Method and system for measuring heart rate in electronic device using photoplethysmography |
| US20160287107A1 (en) | 2014-01-30 | 2016-10-06 | Intel Corporation | Intelligent photoplethysmograph signal-to-noise ratio control for recovery of biosignals during times of motion |
| KR20160108491A (en) | 2014-01-31 | 2016-09-19 | 애플 인크. | Wearing dependent operation of wearable device |
| EP3110313B1 (en) | 2014-02-28 | 2024-06-12 | Valencell, Inc. | Method and apparatus for generating assessments using physical activity and biometric parameters |
| US20150245782A1 (en) | 2014-02-28 | 2015-09-03 | Covidien Lp | Systems and methods for capacitance sensing in medical devices |
| US11229373B2 (en) | 2014-03-17 | 2022-01-25 | Analog Devices, Inc. | Low frequency noise improvement in plethysmography measurement systems |
| JP6385865B2 (en) | 2014-03-28 | 2018-09-05 | 日本光電工業株式会社 | Pulse photometer |
| JP6333995B2 (en) | 2014-04-01 | 2018-05-30 | コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. | Inconspicuous ovulation tracking system and method using heartbeat of subject |
| EP3125746B1 (en) | 2014-04-02 | 2021-11-17 | Koninklijke Philips N.V. | System and method for detecting variation of heart rate of a user |
| US20160206220A9 (en) | 2014-05-01 | 2016-07-21 | Mark Ries Robinson | Pulse Photoplethysmogram System for Diabetes Assessment |
| WO2016000986A1 (en) | 2014-06-30 | 2016-01-07 | Koninklijke Philips N.V. | Photoplethysmography sensor apparatus and method |
| US9888857B2 (en) | 2014-07-16 | 2018-02-13 | Qualcomm Incorporated | Methods and systems for reducing energy consumption of a heart rate monitor |
| US8974396B1 (en) | 2014-09-14 | 2015-03-10 | Impact Sports Technologies, Inc. | Mobile plethysmographic device |
| US10265024B2 (en) | 2014-07-26 | 2019-04-23 | Salutron, Inc. | Sensor system for heart rate measurement per axis of shared orientation |
| US20160029898A1 (en) | 2014-07-30 | 2016-02-04 | Valencell, Inc. | Physiological Monitoring Devices and Methods Using Optical Sensors |
| KR20170001187U (en) | 2014-09-02 | 2017-03-31 | 애플 인크. | Wearable electronic device |
| KR102299361B1 (en) | 2014-09-03 | 2021-09-07 | 삼성전자주식회사 | Apparatus and method for monitoring blood pressure, wearable device having function of blood pressure monitoring |
| KR102302871B1 (en) | 2014-09-05 | 2021-09-16 | 삼성전자주식회사 | Method and device to monitor and analyzing bio signal of user |
| EP3190959B1 (en) | 2014-09-08 | 2023-03-29 | Apple Inc. | Blood pressure monitoring using a multi-function wrist-worn device |
| WO2016040264A1 (en) | 2014-09-08 | 2016-03-17 | Braintree Analytics Llc | Electrical coupling of pulse transit time (ptt) measurement system to heart for blood pressure measurment |
| JP6077189B1 (en) | 2014-09-09 | 2017-02-08 | コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. | Vital signs monitoring system |
| US9808185B2 (en) | 2014-09-23 | 2017-11-07 | Fitbit, Inc. | Movement measure generation in a wearable electronic device |
| KR102360027B1 (en) | 2014-09-26 | 2022-02-08 | 삼성전자주식회사 | Apparatus for measuring a body composition and method for measuring a body composition using the same |
| US20160113526A1 (en) | 2014-10-23 | 2016-04-28 | Dyansys, Inc. | Generating user information from autonomic nervous system parameters |
| EP3212071A4 (en) | 2014-10-27 | 2018-08-29 | LifeQ Global Limited | Biologically inspired motion compensation and real-time physiological load estimation using a dynamic heart rate prediction model |
| KR102335769B1 (en) | 2014-11-07 | 2021-12-06 | 삼성전자주식회사 | Apparatus for measuring a body composition and method for measuring a body composition using the same |
| US10058253B2 (en) | 2014-11-11 | 2018-08-28 | Zenmark, Llc | System, method, and article for heart rate variability monitoring |
| US10076254B2 (en) | 2014-12-16 | 2018-09-18 | Microsoft Technology Licensing, Llc | Optical communication with optical sensors |
| US20180110465A1 (en) | 2016-10-21 | 2018-04-26 | Reza Naima | Methods and systems for physiologic monitoring |
| JP2019041812A (en) | 2017-08-29 | 2019-03-22 | 国立大学法人岐阜大学 | Wearing type blood flow state measuring system and wearing type blood flow state measuring method |
-
2019
- 2019-12-13 US US16/714,594 patent/US20200187823A1/en not_active Abandoned
- 2019-12-13 JP JP2021532500A patent/JP7440515B2/en active Active
- 2019-12-13 WO PCT/US2019/066379 patent/WO2020124035A1/en not_active Ceased
-
2023
- 2023-06-15 US US18/335,953 patent/US12484800B2/en active Active
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20050203437A1 (en) * | 2001-07-06 | 2005-09-15 | Aspect Medical Systems, Inc. | System and method for measuring bioelectric impedance in the presence of interference |
| US20160183813A1 (en) * | 2014-12-03 | 2016-06-30 | Reza Naima | Methods and systems for detecting physiology for monitoring cardiac health |
| US20170100052A1 (en) * | 2015-10-07 | 2017-04-13 | Samsung Electronics Co., Ltd. | Apparatus and method of measuring bio signal |
| US20200163578A1 (en) * | 2017-07-11 | 2020-05-28 | Politecnico Di Milano | System for measuring the electrical impedance in human tissues |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US11488361B1 (en) * | 2019-02-15 | 2022-11-01 | Meta Platforms Technologies, Llc | Systems and methods for calibrating wearables based on impedance levels of users' skin surfaces |
| US20230190202A1 (en) * | 2021-12-21 | 2023-06-22 | Industrial Technology Research Institute | Electrophysiological signal measurement system, electrophysiological signal adjustment method and electrode assembly |
| CN114680863A (en) * | 2022-04-01 | 2022-07-01 | 南京市口腔医院 | Tongue tumor tissue detection system and analysis model training method thereof |
| WO2025221799A1 (en) * | 2024-04-15 | 2025-10-23 | Georgia Tech Research Corporation | Wearable non-invasive bladder monitoring technologies |
| WO2025242165A1 (en) * | 2024-05-24 | 2025-11-27 | 万瞬医学技术(苏州)有限公司 | Device for measuring contact impedance between multi-channel electromyography electrode and biological organism |
Also Published As
| Publication number | Publication date |
|---|---|
| WO2020124035A1 (en) | 2020-06-18 |
| US12484800B2 (en) | 2025-12-02 |
| JP7440515B2 (en) | 2024-02-28 |
| JP2022512157A (en) | 2022-02-02 |
| US20230337929A1 (en) | 2023-10-26 |
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